Cricket.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "89a06585",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "4a37791e",
   "metadata": {},
   "outputs": [],
   "source": [
    "df=pd.read_csv(\"data/kohli.csv\") # Import data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "7b2ac100",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "f30e2c1d",
   "metadata": {},
   "outputs": [],
   "source": [
    "df.dropna(inplace=True) #Drop NA values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "51f6ff0a",
   "metadata": {},
   "outputs": [],
   "source": [
    "# def clean_batsman(file):\n",
    "#     fe=f\"data/{file}.csv\"\n",
    "#     df=pd.read_csv(fe)\n",
    "#     df.drop(labels=\"Unnamed: 0\",axis=1,inplace=True) #Remove the Unnamed column\n",
    "#     a=[]\n",
    "#     # Remove entries with DNB,TDNB and absent\n",
    "#     for i in range(1,len(df)):\n",
    "#         if(df.Runs[i]==\"DNB\" or df.Runs[i]==\"TDNB\" or df.Runs[i]==\"absent\"):\n",
    "#             a.append(i)\n",
    "#     df.drop(a,inplace=True)\n",
    "#     df.reset_index(drop=True, inplace=True)\n",
    "#     df[\"Runs\"] = df[\"Runs\"].str.replace(r'*', '')\n",
    "#     # Replace '*' with space, to convert the column to numbers\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "028d723f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0     26*\n",
       "1     DNB\n",
       "2      28\n",
       "3      14\n",
       "4       4\n",
       "5      15\n",
       "6      22\n",
       "7      31\n",
       "8     DNB\n",
       "9      68\n",
       "10     70\n",
       "11     50\n",
       "12     40\n",
       "13     15\n",
       "14    78*\n",
       "15      2\n",
       "16     21\n",
       "17     38\n",
       "18      9\n",
       "19     27\n",
       "20     29\n",
       "21    36*\n",
       "22     54\n",
       "23    57*\n",
       "24     23\n",
       "25    72*\n",
       "26     77\n",
       "27     66\n",
       "28     43\n",
       "29      1\n",
       "Name: Runs, dtype: object"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[\"Runs\"].astype(str)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3c85101e",
   "metadata": {},
   "source": [
    "# Clean the BATSMAN file\n",
    "\n",
    "- Remove the Unnamed column\n",
    "- Remove entries with DNB,TDNB and absent\n",
    "- Reseting Inex: Making Index values continuos\n",
    "- Replace '*' with space, to convert the column to numbers\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "ae8e4da7",
   "metadata": {},
   "outputs": [],
   "source": [
    "df.drop(labels=\"Unnamed: 0\",axis=1,inplace=True) #Remove the Unnamed column"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "5413e879",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "\n",
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       "    }\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>Runs</th>\n",
       "      <th>Mins</th>\n",
       "      <th>BF</th>\n",
       "      <th>4s</th>\n",
       "      <th>6s</th>\n",
       "      <th>SR</th>\n",
       "      <th>Pos</th>\n",
       "      <th>Dismissal</th>\n",
       "      <th>Inns</th>\n",
       "      <th>Opposition</th>\n",
       "      <th>Ground</th>\n",
       "      <th>Start Date</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>26*</td>\n",
       "      <td>30</td>\n",
       "      <td>21</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>123.80</td>\n",
       "      <td>5</td>\n",
       "      <td>not out</td>\n",
       "      <td>2</td>\n",
       "      <td>v Zimbabwe</td>\n",
       "      <td>Harare</td>\n",
       "      <td>12 Jun 2010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>DNB</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>2</td>\n",
       "      <td>v Zimbabwe</td>\n",
       "      <td>Harare</td>\n",
       "      <td>13 Jun 2010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>28</td>\n",
       "      <td>28</td>\n",
       "      <td>19</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>147.36</td>\n",
       "      <td>1</td>\n",
       "      <td>bowled</td>\n",
       "      <td>1</td>\n",
       "      <td>v South Africa</td>\n",
       "      <td>Durban</td>\n",
       "      <td>9 Jan 2011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>14</td>\n",
       "      <td>15</td>\n",
       "      <td>12</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>116.66</td>\n",
       "      <td>3</td>\n",
       "      <td>caught</td>\n",
       "      <td>1</td>\n",
       "      <td>v West Indies</td>\n",
       "      <td>Port of Spain</td>\n",
       "      <td>4 Jun 2011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>80.00</td>\n",
       "      <td>4</td>\n",
       "      <td>caught</td>\n",
       "      <td>1</td>\n",
       "      <td>v England</td>\n",
       "      <td>Manchester</td>\n",
       "      <td>31 Aug 2011</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  Runs Mins  BF 4s 6s      SR Pos Dismissal  Inns      Opposition  \\\n",
       "0  26*   30  21  3  1  123.80   5   not out     2      v Zimbabwe   \n",
       "1  DNB    -   -  -  -       -   -         -     2      v Zimbabwe   \n",
       "2   28   28  19  5  0  147.36   1    bowled     1  v South Africa   \n",
       "3   14   15  12  2  0  116.66   3    caught     1   v West Indies   \n",
       "4    4    5   5  0  0   80.00   4    caught     1       v England   \n",
       "\n",
       "          Ground   Start Date  \n",
       "0         Harare  12 Jun 2010  \n",
       "1         Harare  13 Jun 2010  \n",
       "2         Durban   9 Jan 2011  \n",
       "3  Port of Spain   4 Jun 2011  \n",
       "4     Manchester  31 Aug 2011  "
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "f38251eb",
   "metadata": {},
   "outputs": [],
   "source": [
    "a=[]\n",
    "# Remove entries with DNB,TDNB and absent\n",
    "for i in range(1,len(df)):\n",
    "    if(df.Runs[i]==\"DNB\" or df.Runs[i]==\"TDNB\" or df.Runs[i]==\"absent\"):\n",
    "        a.append(i)\n",
    "        "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "4d74cf2d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[1, 8]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "561d4f3c",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Reseting Inex: Making Index values continuos\n",
    "df.drop(a,inplace=True)\n",
    "df.reset_index(drop=True, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "ed799dd6",
   "metadata": {},
   "outputs": [
    {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Runs</th>\n",
       "      <th>Mins</th>\n",
       "      <th>BF</th>\n",
       "      <th>4s</th>\n",
       "      <th>6s</th>\n",
       "      <th>SR</th>\n",
       "      <th>Pos</th>\n",
       "      <th>Dismissal</th>\n",
       "      <th>Inns</th>\n",
       "      <th>Opposition</th>\n",
       "      <th>Ground</th>\n",
       "      <th>Start Date</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>26*</td>\n",
       "      <td>30</td>\n",
       "      <td>21</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>123.80</td>\n",
       "      <td>5</td>\n",
       "      <td>not out</td>\n",
       "      <td>2</td>\n",
       "      <td>v Zimbabwe</td>\n",
       "      <td>Harare</td>\n",
       "      <td>12 Jun 2010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>28</td>\n",
       "      <td>28</td>\n",
       "      <td>19</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>147.36</td>\n",
       "      <td>1</td>\n",
       "      <td>bowled</td>\n",
       "      <td>1</td>\n",
       "      <td>v South Africa</td>\n",
       "      <td>Durban</td>\n",
       "      <td>9 Jan 2011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>14</td>\n",
       "      <td>15</td>\n",
       "      <td>12</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>116.66</td>\n",
       "      <td>3</td>\n",
       "      <td>caught</td>\n",
       "      <td>1</td>\n",
       "      <td>v West Indies</td>\n",
       "      <td>Port of Spain</td>\n",
       "      <td>4 Jun 2011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>80.00</td>\n",
       "      <td>4</td>\n",
       "      <td>caught</td>\n",
       "      <td>1</td>\n",
       "      <td>v England</td>\n",
       "      <td>Manchester</td>\n",
       "      <td>31 Aug 2011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>15</td>\n",
       "      <td>21</td>\n",
       "      <td>16</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>93.75</td>\n",
       "      <td>3</td>\n",
       "      <td>caught</td>\n",
       "      <td>1</td>\n",
       "      <td>v England</td>\n",
       "      <td>Kolkata</td>\n",
       "      <td>29 Oct 2011</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  Runs Mins  BF 4s 6s      SR Pos Dismissal  Inns      Opposition  \\\n",
       "0  26*   30  21  3  1  123.80   5   not out     2      v Zimbabwe   \n",
       "1   28   28  19  5  0  147.36   1    bowled     1  v South Africa   \n",
       "2   14   15  12  2  0  116.66   3    caught     1   v West Indies   \n",
       "3    4    5   5  0  0   80.00   4    caught     1       v England   \n",
       "4   15   21  16  3  0   93.75   3    caught     1       v England   \n",
       "\n",
       "          Ground   Start Date  \n",
       "0         Harare  12 Jun 2010  \n",
       "1         Durban   9 Jan 2011  \n",
       "2  Port of Spain   4 Jun 2011  \n",
       "3     Manchester  31 Aug 2011  \n",
       "4        Kolkata  29 Oct 2011  "
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "aab7c0b8",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Naman\\AppData\\Local\\Temp/ipykernel_12668/2662040899.py:1: FutureWarning: The default value of regex will change from True to False in a future version. In addition, single character regular expressions will *not* be treated as literal strings when regex=True.\n",
      "  df[\"Runs\"] = df[\"Runs\"].str.replace(r'*', '')\n"
     ]
    }
   ],
   "source": [
    "df[\"Runs\"] = df[\"Runs\"].str.replace(r'*', '')\n",
    "# Replace '*' with space, to convert the column to numbers"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "a743ed4e",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Runs</th>\n",
       "      <th>Mins</th>\n",
       "      <th>BF</th>\n",
       "      <th>4s</th>\n",
       "      <th>6s</th>\n",
       "      <th>SR</th>\n",
       "      <th>Pos</th>\n",
       "      <th>Dismissal</th>\n",
       "      <th>Inns</th>\n",
       "      <th>Opposition</th>\n",
       "      <th>Ground</th>\n",
       "      <th>Start Date</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>26</td>\n",
       "      <td>30</td>\n",
       "      <td>21</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>123.80</td>\n",
       "      <td>5</td>\n",
       "      <td>not out</td>\n",
       "      <td>2</td>\n",
       "      <td>v Zimbabwe</td>\n",
       "      <td>Harare</td>\n",
       "      <td>12 Jun 2010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>28</td>\n",
       "      <td>28</td>\n",
       "      <td>19</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>147.36</td>\n",
       "      <td>1</td>\n",
       "      <td>bowled</td>\n",
       "      <td>1</td>\n",
       "      <td>v South Africa</td>\n",
       "      <td>Durban</td>\n",
       "      <td>9 Jan 2011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>14</td>\n",
       "      <td>15</td>\n",
       "      <td>12</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>116.66</td>\n",
       "      <td>3</td>\n",
       "      <td>caught</td>\n",
       "      <td>1</td>\n",
       "      <td>v West Indies</td>\n",
       "      <td>Port of Spain</td>\n",
       "      <td>4 Jun 2011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>80.00</td>\n",
       "      <td>4</td>\n",
       "      <td>caught</td>\n",
       "      <td>1</td>\n",
       "      <td>v England</td>\n",
       "      <td>Manchester</td>\n",
       "      <td>31 Aug 2011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>15</td>\n",
       "      <td>21</td>\n",
       "      <td>16</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>93.75</td>\n",
       "      <td>3</td>\n",
       "      <td>caught</td>\n",
       "      <td>1</td>\n",
       "      <td>v England</td>\n",
       "      <td>Kolkata</td>\n",
       "      <td>29 Oct 2011</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  Runs Mins  BF 4s 6s      SR Pos Dismissal  Inns      Opposition  \\\n",
       "0   26   30  21  3  1  123.80   5   not out     2      v Zimbabwe   \n",
       "1   28   28  19  5  0  147.36   1    bowled     1  v South Africa   \n",
       "2   14   15  12  2  0  116.66   3    caught     1   v West Indies   \n",
       "3    4    5   5  0  0   80.00   4    caught     1       v England   \n",
       "4   15   21  16  3  0   93.75   3    caught     1       v England   \n",
       "\n",
       "          Ground   Start Date  \n",
       "0         Harare  12 Jun 2010  \n",
       "1         Durban   9 Jan 2011  \n",
       "2  Port of Spain   4 Jun 2011  \n",
       "3     Manchester  31 Aug 2011  \n",
       "4        Kolkata  29 Oct 2011  "
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head(5)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fa857544",
   "metadata": {},
   "source": [
    "# Clean BATSMAN Function"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "76f6bc6d",
   "metadata": {},
   "outputs": [],
   "source": [
    "def clean_batsman(file):\n",
    "    fe=f\"data/{file}.csv\"\n",
    "    df=pd.read_csv(fe)\n",
    "    df.drop(labels=\"Unnamed: 0\",axis=1,inplace=True) #Remove the Unnamed column\n",
    "    a=[]\n",
    "    # Remove entries with DNB,TDNB and absent\n",
    "    for i in range(0,len(df)):\n",
    "        if( df[\"4s\"][i] =='-'):\n",
    "            df[\"4s\"][i] = 0\n",
    "        if( df[\"6s\"][i] =='-'):\n",
    "            df[\"6s\"][i] = 0\n",
    "        if(df.Runs[i]==\"DNB\" or df.Runs[i]==\"TDNB\" or df.Runs[i]==\"absent\"):\n",
    "            a.append(i)\n",
    "    df.drop(a,inplace=True)\n",
    "    df.reset_index(drop=True, inplace=True)\n",
    "    df[\"Runs\"] = df[\"Runs\"].str.replace(r'*', '')\n",
    "    # Replace '*' with space, to convert the column to numbers\n",
    "    return(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "dd794da0",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Naman\\AppData\\Local\\Temp/ipykernel_9348/1019180788.py:9: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  df[\"4s\"][i] = 0\n",
      "C:\\Users\\Naman\\AppData\\Local\\Temp/ipykernel_9348/1019180788.py:11: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  df[\"6s\"][i] = 0\n",
      "C:\\Users\\Naman\\AppData\\Local\\Temp/ipykernel_9348/1019180788.py:16: FutureWarning: The default value of regex will change from True to False in a future version. In addition, single character regular expressions will *not* be treated as literal strings when regex=True.\n",
      "  df[\"Runs\"] = df[\"Runs\"].str.replace(r'*', '')\n"
     ]
    }
   ],
   "source": [
    "df=clean_batsman(\"kohli1\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "78ac6877",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "    .dataframe tbody tr th:only-of-type {\n",
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       "    .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>Runs</th>\n",
       "      <th>Mins</th>\n",
       "      <th>BF</th>\n",
       "      <th>4s</th>\n",
       "      <th>6s</th>\n",
       "      <th>SR</th>\n",
       "      <th>Pos</th>\n",
       "      <th>Dismissal</th>\n",
       "      <th>Inns</th>\n",
       "      <th>Opposition</th>\n",
       "      <th>Ground</th>\n",
       "      <th>Start Date</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>26</td>\n",
       "      <td>30</td>\n",
       "      <td>21</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>123.80</td>\n",
       "      <td>5</td>\n",
       "      <td>not out</td>\n",
       "      <td>2</td>\n",
       "      <td>v Zimbabwe</td>\n",
       "      <td>Harare</td>\n",
       "      <td>12 Jun 2010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>28</td>\n",
       "      <td>28</td>\n",
       "      <td>19</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>147.36</td>\n",
       "      <td>1</td>\n",
       "      <td>bowled</td>\n",
       "      <td>1</td>\n",
       "      <td>v South Africa</td>\n",
       "      <td>Durban</td>\n",
       "      <td>9 Jan 2011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>14</td>\n",
       "      <td>15</td>\n",
       "      <td>12</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>116.66</td>\n",
       "      <td>3</td>\n",
       "      <td>caught</td>\n",
       "      <td>1</td>\n",
       "      <td>v West Indies</td>\n",
       "      <td>Port of Spain</td>\n",
       "      <td>4 Jun 2011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>80.00</td>\n",
       "      <td>4</td>\n",
       "      <td>caught</td>\n",
       "      <td>1</td>\n",
       "      <td>v England</td>\n",
       "      <td>Manchester</td>\n",
       "      <td>31 Aug 2011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>15</td>\n",
       "      <td>21</td>\n",
       "      <td>16</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>93.75</td>\n",
       "      <td>3</td>\n",
       "      <td>caught</td>\n",
       "      <td>1</td>\n",
       "      <td>v England</td>\n",
       "      <td>Kolkata</td>\n",
       "      <td>29 Oct 2011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>22</td>\n",
       "      <td>30</td>\n",
       "      <td>21</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>104.76</td>\n",
       "      <td>3</td>\n",
       "      <td>caught</td>\n",
       "      <td>2</td>\n",
       "      <td>v Australia</td>\n",
       "      <td>Sydney</td>\n",
       "      <td>1 Feb 2012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>31</td>\n",
       "      <td>29</td>\n",
       "      <td>24</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>129.16</td>\n",
       "      <td>3</td>\n",
       "      <td>caught</td>\n",
       "      <td>2</td>\n",
       "      <td>v Australia</td>\n",
       "      <td>Melbourne</td>\n",
       "      <td>3 Feb 2012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>68</td>\n",
       "      <td>65</td>\n",
       "      <td>48</td>\n",
       "      <td>11</td>\n",
       "      <td>1</td>\n",
       "      <td>141.66</td>\n",
       "      <td>3</td>\n",
       "      <td>caught</td>\n",
       "      <td>1</td>\n",
       "      <td>v Sri Lanka</td>\n",
       "      <td>Pallekele</td>\n",
       "      <td>7 Aug 2012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>70</td>\n",
       "      <td>67</td>\n",
       "      <td>41</td>\n",
       "      <td>10</td>\n",
       "      <td>1</td>\n",
       "      <td>170.73</td>\n",
       "      <td>2</td>\n",
       "      <td>caught</td>\n",
       "      <td>2</td>\n",
       "      <td>v New Zealand</td>\n",
       "      <td>Chennai</td>\n",
       "      <td>11 Sep 2012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>50</td>\n",
       "      <td>60</td>\n",
       "      <td>39</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>128.20</td>\n",
       "      <td>3</td>\n",
       "      <td>caught</td>\n",
       "      <td>1</td>\n",
       "      <td>v Afghanistan</td>\n",
       "      <td>Colombo (RPS)</td>\n",
       "      <td>19 Sep 2012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>40</td>\n",
       "      <td>33</td>\n",
       "      <td>32</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>125.00</td>\n",
       "      <td>3</td>\n",
       "      <td>caught</td>\n",
       "      <td>1</td>\n",
       "      <td>v England</td>\n",
       "      <td>Colombo (RPS)</td>\n",
       "      <td>23 Sep 2012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>15</td>\n",
       "      <td>18</td>\n",
       "      <td>13</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>115.38</td>\n",
       "      <td>3</td>\n",
       "      <td>caught</td>\n",
       "      <td>1</td>\n",
       "      <td>v Australia</td>\n",
       "      <td>Colombo (RPS)</td>\n",
       "      <td>28 Sep 2012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>78</td>\n",
       "      <td>61</td>\n",
       "      <td>61</td>\n",
       "      <td>8</td>\n",
       "      <td>2</td>\n",
       "      <td>127.86</td>\n",
       "      <td>3</td>\n",
       "      <td>not out</td>\n",
       "      <td>2</td>\n",
       "      <td>v Pakistan</td>\n",
       "      <td>Colombo (RPS)</td>\n",
       "      <td>30 Sep 2012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>33.33</td>\n",
       "      <td>3</td>\n",
       "      <td>caught</td>\n",
       "      <td>1</td>\n",
       "      <td>v South Africa</td>\n",
       "      <td>Colombo (RPS)</td>\n",
       "      <td>2 Oct 2012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>21</td>\n",
       "      <td>35</td>\n",
       "      <td>17</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>123.52</td>\n",
       "      <td>3</td>\n",
       "      <td>bowled</td>\n",
       "      <td>2</td>\n",
       "      <td>v England</td>\n",
       "      <td>Pune</td>\n",
       "      <td>20 Dec 2012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>38</td>\n",
       "      <td>25</td>\n",
       "      <td>20</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>190.00</td>\n",
       "      <td>3</td>\n",
       "      <td>lbw</td>\n",
       "      <td>1</td>\n",
       "      <td>v England</td>\n",
       "      <td>Mumbai</td>\n",
       "      <td>22 Dec 2012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>9</td>\n",
       "      <td>15</td>\n",
       "      <td>11</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>81.81</td>\n",
       "      <td>3</td>\n",
       "      <td>caught</td>\n",
       "      <td>1</td>\n",
       "      <td>v Pakistan</td>\n",
       "      <td>Bangalore</td>\n",
       "      <td>25 Dec 2012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>27</td>\n",
       "      <td>31</td>\n",
       "      <td>22</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>122.72</td>\n",
       "      <td>3</td>\n",
       "      <td>run out</td>\n",
       "      <td>1</td>\n",
       "      <td>v Pakistan</td>\n",
       "      <td>Ahmedabad</td>\n",
       "      <td>28 Dec 2012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>29</td>\n",
       "      <td>26</td>\n",
       "      <td>22</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>131.81</td>\n",
       "      <td>4</td>\n",
       "      <td>caught</td>\n",
       "      <td>2</td>\n",
       "      <td>v Australia</td>\n",
       "      <td>Rajkot</td>\n",
       "      <td>10 Oct 2013</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>36</td>\n",
       "      <td>45</td>\n",
       "      <td>32</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>112.50</td>\n",
       "      <td>3</td>\n",
       "      <td>not out</td>\n",
       "      <td>2</td>\n",
       "      <td>v Pakistan</td>\n",
       "      <td>Dhaka</td>\n",
       "      <td>21 Mar 2014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>54</td>\n",
       "      <td>51</td>\n",
       "      <td>41</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>131.70</td>\n",
       "      <td>3</td>\n",
       "      <td>bowled</td>\n",
       "      <td>2</td>\n",
       "      <td>v West Indies</td>\n",
       "      <td>Dhaka</td>\n",
       "      <td>23 Mar 2014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>57</td>\n",
       "      <td>66</td>\n",
       "      <td>50</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>114.00</td>\n",
       "      <td>3</td>\n",
       "      <td>not out</td>\n",
       "      <td>2</td>\n",
       "      <td>v Bangladesh</td>\n",
       "      <td>Dhaka</td>\n",
       "      <td>28 Mar 2014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>23</td>\n",
       "      <td>23</td>\n",
       "      <td>22</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>104.54</td>\n",
       "      <td>3</td>\n",
       "      <td>caught</td>\n",
       "      <td>1</td>\n",
       "      <td>v Australia</td>\n",
       "      <td>Dhaka</td>\n",
       "      <td>30 Mar 2014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>72</td>\n",
       "      <td>67</td>\n",
       "      <td>44</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>163.63</td>\n",
       "      <td>3</td>\n",
       "      <td>not out</td>\n",
       "      <td>2</td>\n",
       "      <td>v South Africa</td>\n",
       "      <td>Dhaka</td>\n",
       "      <td>4 Apr 2014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>77</td>\n",
       "      <td>75</td>\n",
       "      <td>58</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>132.75</td>\n",
       "      <td>3</td>\n",
       "      <td>run out</td>\n",
       "      <td>1</td>\n",
       "      <td>v Sri Lanka</td>\n",
       "      <td>Dhaka</td>\n",
       "      <td>6 Apr 2014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>66</td>\n",
       "      <td>54</td>\n",
       "      <td>41</td>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "      <td>160.97</td>\n",
       "      <td>3</td>\n",
       "      <td>caught</td>\n",
       "      <td>2</td>\n",
       "      <td>v England</td>\n",
       "      <td>Birmingham</td>\n",
       "      <td>7 Sep 2014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>43</td>\n",
       "      <td>58</td>\n",
       "      <td>27</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>159.25</td>\n",
       "      <td>3</td>\n",
       "      <td>caught</td>\n",
       "      <td>1</td>\n",
       "      <td>v South Africa</td>\n",
       "      <td>Dharamsala</td>\n",
       "      <td>2 Oct 2015</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>100.00</td>\n",
       "      <td>3</td>\n",
       "      <td>run out</td>\n",
       "      <td>1</td>\n",
       "      <td>v South Africa</td>\n",
       "      <td>Cuttack</td>\n",
       "      <td>5 Oct 2015</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>90</td>\n",
       "      <td>71</td>\n",
       "      <td>55</td>\n",
       "      <td>9</td>\n",
       "      <td>2</td>\n",
       "      <td>163.63</td>\n",
       "      <td>3</td>\n",
       "      <td>not out</td>\n",
       "      <td>1</td>\n",
       "      <td>v Australia</td>\n",
       "      <td>Adelaide</td>\n",
       "      <td>26 Jan 2016</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>59</td>\n",
       "      <td>44</td>\n",
       "      <td>33</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "      <td>178.78</td>\n",
       "      <td>3</td>\n",
       "      <td>not out</td>\n",
       "      <td>1</td>\n",
       "      <td>v Australia</td>\n",
       "      <td>Melbourne</td>\n",
       "      <td>29 Jan 2016</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>50</td>\n",
       "      <td>49</td>\n",
       "      <td>36</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>138.88</td>\n",
       "      <td>3</td>\n",
       "      <td>bowled</td>\n",
       "      <td>2</td>\n",
       "      <td>v Australia</td>\n",
       "      <td>Sydney</td>\n",
       "      <td>31 Jan 2016</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>7</td>\n",
       "      <td>13</td>\n",
       "      <td>12</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>58.33</td>\n",
       "      <td>3</td>\n",
       "      <td>caught</td>\n",
       "      <td>1</td>\n",
       "      <td>v Bangladesh</td>\n",
       "      <td>Dhaka</td>\n",
       "      <td>24 Feb 2016</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>49</td>\n",
       "      <td>71</td>\n",
       "      <td>51</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>96.07</td>\n",
       "      <td>3</td>\n",
       "      <td>lbw</td>\n",
       "      <td>2</td>\n",
       "      <td>v Pakistan</td>\n",
       "      <td>Dhaka</td>\n",
       "      <td>27 Feb 2016</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>56</td>\n",
       "      <td>85</td>\n",
       "      <td>47</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>119.14</td>\n",
       "      <td>3</td>\n",
       "      <td>not out</td>\n",
       "      <td>2</td>\n",
       "      <td>v Sri Lanka</td>\n",
       "      <td>Dhaka</td>\n",
       "      <td>1 Mar 2016</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>41</td>\n",
       "      <td>62</td>\n",
       "      <td>28</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>146.42</td>\n",
       "      <td>3</td>\n",
       "      <td>not out</td>\n",
       "      <td>2</td>\n",
       "      <td>v Bangladesh</td>\n",
       "      <td>Dhaka</td>\n",
       "      <td>6 Mar 2016</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>23</td>\n",
       "      <td>-</td>\n",
       "      <td>27</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>85.18</td>\n",
       "      <td>3</td>\n",
       "      <td>caught</td>\n",
       "      <td>2</td>\n",
       "      <td>v New Zealand</td>\n",
       "      <td>Nagpur</td>\n",
       "      <td>15 Mar 2016</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>55</td>\n",
       "      <td>66</td>\n",
       "      <td>37</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "      <td>148.64</td>\n",
       "      <td>3</td>\n",
       "      <td>not out</td>\n",
       "      <td>2</td>\n",
       "      <td>v Pakistan</td>\n",
       "      <td>Kolkata</td>\n",
       "      <td>19 Mar 2016</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>24</td>\n",
       "      <td>37</td>\n",
       "      <td>24</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>100.00</td>\n",
       "      <td>3</td>\n",
       "      <td>bowled</td>\n",
       "      <td>1</td>\n",
       "      <td>v Bangladesh</td>\n",
       "      <td>Bangalore</td>\n",
       "      <td>23 Mar 2016</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>82</td>\n",
       "      <td>78</td>\n",
       "      <td>51</td>\n",
       "      <td>9</td>\n",
       "      <td>2</td>\n",
       "      <td>160.78</td>\n",
       "      <td>3</td>\n",
       "      <td>not out</td>\n",
       "      <td>2</td>\n",
       "      <td>v Australia</td>\n",
       "      <td>Mohali</td>\n",
       "      <td>27 Mar 2016</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>89</td>\n",
       "      <td>63</td>\n",
       "      <td>47</td>\n",
       "      <td>11</td>\n",
       "      <td>1</td>\n",
       "      <td>189.36</td>\n",
       "      <td>3</td>\n",
       "      <td>not out</td>\n",
       "      <td>1</td>\n",
       "      <td>v West Indies</td>\n",
       "      <td>Mumbai</td>\n",
       "      <td>31 Mar 2016</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Runs Mins  BF  4s 6s      SR Pos Dismissal  Inns      Opposition  \\\n",
       "0    26   30  21   3  1  123.80   5   not out     2      v Zimbabwe   \n",
       "1    28   28  19   5  0  147.36   1    bowled     1  v South Africa   \n",
       "2    14   15  12   2  0  116.66   3    caught     1   v West Indies   \n",
       "3     4    5   5   0  0   80.00   4    caught     1       v England   \n",
       "4    15   21  16   3  0   93.75   3    caught     1       v England   \n",
       "5    22   30  21   0  1  104.76   3    caught     2     v Australia   \n",
       "6    31   29  24   3  0  129.16   3    caught     2     v Australia   \n",
       "7    68   65  48  11  1  141.66   3    caught     1     v Sri Lanka   \n",
       "8    70   67  41  10  1  170.73   2    caught     2   v New Zealand   \n",
       "9    50   60  39   4  2  128.20   3    caught     1   v Afghanistan   \n",
       "10   40   33  32   6  0  125.00   3    caught     1       v England   \n",
       "11   15   18  13   2  0  115.38   3    caught     1     v Australia   \n",
       "12   78   61  61   8  2  127.86   3   not out     2      v Pakistan   \n",
       "13    2    5   6   0  0   33.33   3    caught     1  v South Africa   \n",
       "14   21   35  17   2  0  123.52   3    bowled     2       v England   \n",
       "15   38   25  20   7  0  190.00   3       lbw     1       v England   \n",
       "16    9   15  11   1  0   81.81   3    caught     1      v Pakistan   \n",
       "17   27   31  22   3  0  122.72   3   run out     1      v Pakistan   \n",
       "18   29   26  22   2  1  131.81   4    caught     2     v Australia   \n",
       "19   36   45  32   4  1  112.50   3   not out     2      v Pakistan   \n",
       "20   54   51  41   5  1  131.70   3    bowled     2   v West Indies   \n",
       "21   57   66  50   3  1  114.00   3   not out     2    v Bangladesh   \n",
       "22   23   23  22   2  1  104.54   3    caught     1     v Australia   \n",
       "23   72   67  44   5  2  163.63   3   not out     2  v South Africa   \n",
       "24   77   75  58   5  4  132.75   3   run out     1     v Sri Lanka   \n",
       "25   66   54  41   9  1  160.97   3    caught     2       v England   \n",
       "26   43   58  27   1  3  159.25   3    caught     1  v South Africa   \n",
       "27    1    3   1   0  0  100.00   3   run out     1  v South Africa   \n",
       "28   90   71  55   9  2  163.63   3   not out     1     v Australia   \n",
       "29   59   44  33   7  1  178.78   3   not out     1     v Australia   \n",
       "30   50   49  36   2  1  138.88   3    bowled     2     v Australia   \n",
       "31    7   13  12   1  0   58.33   3    caught     1    v Bangladesh   \n",
       "32   49   71  51   7  0   96.07   3       lbw     2      v Pakistan   \n",
       "33   56   85  47   7  0  119.14   3   not out     2     v Sri Lanka   \n",
       "34   41   62  28   5  0  146.42   3   not out     2    v Bangladesh   \n",
       "35   23    -  27   2  0   85.18   3    caught     2   v New Zealand   \n",
       "36   55   66  37   7  1  148.64   3   not out     2      v Pakistan   \n",
       "37   24   37  24   0  1  100.00   3    bowled     1    v Bangladesh   \n",
       "38   82   78  51   9  2  160.78   3   not out     2     v Australia   \n",
       "39   89   63  47  11  1  189.36   3   not out     1   v West Indies   \n",
       "\n",
       "           Ground   Start Date  \n",
       "0          Harare  12 Jun 2010  \n",
       "1          Durban   9 Jan 2011  \n",
       "2   Port of Spain   4 Jun 2011  \n",
       "3      Manchester  31 Aug 2011  \n",
       "4         Kolkata  29 Oct 2011  \n",
       "5          Sydney   1 Feb 2012  \n",
       "6       Melbourne   3 Feb 2012  \n",
       "7       Pallekele   7 Aug 2012  \n",
       "8         Chennai  11 Sep 2012  \n",
       "9   Colombo (RPS)  19 Sep 2012  \n",
       "10  Colombo (RPS)  23 Sep 2012  \n",
       "11  Colombo (RPS)  28 Sep 2012  \n",
       "12  Colombo (RPS)  30 Sep 2012  \n",
       "13  Colombo (RPS)   2 Oct 2012  \n",
       "14           Pune  20 Dec 2012  \n",
       "15         Mumbai  22 Dec 2012  \n",
       "16      Bangalore  25 Dec 2012  \n",
       "17      Ahmedabad  28 Dec 2012  \n",
       "18         Rajkot  10 Oct 2013  \n",
       "19          Dhaka  21 Mar 2014  \n",
       "20          Dhaka  23 Mar 2014  \n",
       "21          Dhaka  28 Mar 2014  \n",
       "22          Dhaka  30 Mar 2014  \n",
       "23          Dhaka   4 Apr 2014  \n",
       "24          Dhaka   6 Apr 2014  \n",
       "25     Birmingham   7 Sep 2014  \n",
       "26     Dharamsala   2 Oct 2015  \n",
       "27        Cuttack   5 Oct 2015  \n",
       "28       Adelaide  26 Jan 2016  \n",
       "29      Melbourne  29 Jan 2016  \n",
       "30         Sydney  31 Jan 2016  \n",
       "31          Dhaka  24 Feb 2016  \n",
       "32          Dhaka  27 Feb 2016  \n",
       "33          Dhaka   1 Mar 2016  \n",
       "34          Dhaka   6 Mar 2016  \n",
       "35         Nagpur  15 Mar 2016  \n",
       "36        Kolkata  19 Mar 2016  \n",
       "37      Bangalore  23 Mar 2016  \n",
       "38         Mohali  27 Mar 2016  \n",
       "39         Mumbai  31 Mar 2016  "
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "1494af26",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "   Runs Mins  BF  4s 6s      SR Pos Dismissal  Inns      Opposition  \\\n",
      "0    26   30  21   3  1  123.80   5   not out     2      v Zimbabwe   \n",
      "1    28   28  19   5  0  147.36   1    bowled     1  v South Africa   \n",
      "2    14   15  12   2  0  116.66   3    caught     1   v West Indies   \n",
      "3     4    5   5   0  0   80.00   4    caught     1       v England   \n",
      "4    15   21  16   3  0   93.75   3    caught     1       v England   \n",
      "5    22   30  21   0  1  104.76   3    caught     2     v Australia   \n",
      "6    31   29  24   3  0  129.16   3    caught     2     v Australia   \n",
      "7    68   65  48  11  1  141.66   3    caught     1     v Sri Lanka   \n",
      "8    70   67  41  10  1  170.73   2    caught     2   v New Zealand   \n",
      "9    50   60  39   4  2  128.20   3    caught     1   v Afghanistan   \n",
      "10   40   33  32   6  0  125.00   3    caught     1       v England   \n",
      "11   15   18  13   2  0  115.38   3    caught     1     v Australia   \n",
      "12   78   61  61   8  2  127.86   3   not out     2      v Pakistan   \n",
      "13    2    5   6   0  0   33.33   3    caught     1  v South Africa   \n",
      "14   21   35  17   2  0  123.52   3    bowled     2       v England   \n",
      "15   38   25  20   7  0  190.00   3       lbw     1       v England   \n",
      "16    9   15  11   1  0   81.81   3    caught     1      v Pakistan   \n",
      "17   27   31  22   3  0  122.72   3   run out     1      v Pakistan   \n",
      "18   29   26  22   2  1  131.81   4    caught     2     v Australia   \n",
      "19   36   45  32   4  1  112.50   3   not out     2      v Pakistan   \n",
      "20   54   51  41   5  1  131.70   3    bowled     2   v West Indies   \n",
      "21   57   66  50   3  1  114.00   3   not out     2    v Bangladesh   \n",
      "22   23   23  22   2  1  104.54   3    caught     1     v Australia   \n",
      "23   72   67  44   5  2  163.63   3   not out     2  v South Africa   \n",
      "24   77   75  58   5  4  132.75   3   run out     1     v Sri Lanka   \n",
      "25   66   54  41   9  1  160.97   3    caught     2       v England   \n",
      "26   43   58  27   1  3  159.25   3    caught     1  v South Africa   \n",
      "27    1    3   1   0  0  100.00   3   run out     1  v South Africa   \n",
      "28   90   71  55   9  2  163.63   3   not out     1     v Australia   \n",
      "29   59   44  33   7  1  178.78   3   not out     1     v Australia   \n",
      "30   50   49  36   2  1  138.88   3    bowled     2     v Australia   \n",
      "31    7   13  12   1  0   58.33   3    caught     1    v Bangladesh   \n",
      "32   49   71  51   7  0   96.07   3       lbw     2      v Pakistan   \n",
      "33   56   85  47   7  0  119.14   3   not out     2     v Sri Lanka   \n",
      "34   41   62  28   5  0  146.42   3   not out     2    v Bangladesh   \n",
      "35   23    -  27   2  0   85.18   3    caught     2   v New Zealand   \n",
      "36   55   66  37   7  1  148.64   3   not out     2      v Pakistan   \n",
      "37   24   37  24   0  1  100.00   3    bowled     1    v Bangladesh   \n",
      "38   82   78  51   9  2  160.78   3   not out     2     v Australia   \n",
      "39   89   63  47  11  1  189.36   3   not out     1   v West Indies   \n",
      "\n",
      "           Ground   Start Date  \n",
      "0          Harare  12 Jun 2010  \n",
      "1          Durban   9 Jan 2011  \n",
      "2   Port of Spain   4 Jun 2011  \n",
      "3      Manchester  31 Aug 2011  \n",
      "4         Kolkata  29 Oct 2011  \n",
      "5          Sydney   1 Feb 2012  \n",
      "6       Melbourne   3 Feb 2012  \n",
      "7       Pallekele   7 Aug 2012  \n",
      "8         Chennai  11 Sep 2012  \n",
      "9   Colombo (RPS)  19 Sep 2012  \n",
      "10  Colombo (RPS)  23 Sep 2012  \n",
      "11  Colombo (RPS)  28 Sep 2012  \n",
      "12  Colombo (RPS)  30 Sep 2012  \n",
      "13  Colombo (RPS)   2 Oct 2012  \n",
      "14           Pune  20 Dec 2012  \n",
      "15         Mumbai  22 Dec 2012  \n",
      "16      Bangalore  25 Dec 2012  \n",
      "17      Ahmedabad  28 Dec 2012  \n",
      "18         Rajkot  10 Oct 2013  \n",
      "19          Dhaka  21 Mar 2014  \n",
      "20          Dhaka  23 Mar 2014  \n",
      "21          Dhaka  28 Mar 2014  \n",
      "22          Dhaka  30 Mar 2014  \n",
      "23          Dhaka   4 Apr 2014  \n",
      "24          Dhaka   6 Apr 2014  \n",
      "25     Birmingham   7 Sep 2014  \n",
      "26     Dharamsala   2 Oct 2015  \n",
      "27        Cuttack   5 Oct 2015  \n",
      "28       Adelaide  26 Jan 2016  \n",
      "29      Melbourne  29 Jan 2016  \n",
      "30         Sydney  31 Jan 2016  \n",
      "31          Dhaka  24 Feb 2016  \n",
      "32          Dhaka  27 Feb 2016  \n",
      "33          Dhaka   1 Mar 2016  \n",
      "34          Dhaka   6 Mar 2016  \n",
      "35         Nagpur  15 Mar 2016  \n",
      "36        Kolkata  19 Mar 2016  \n",
      "37      Bangalore  23 Mar 2016  \n",
      "38         Mohali  27 Mar 2016  \n",
      "39         Mumbai  31 Mar 2016  \n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Naman\\AppData\\Local\\Temp/ipykernel_9348/1019180788.py:9: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  df[\"4s\"][i] = 0\n",
      "C:\\Users\\Naman\\AppData\\Local\\Temp/ipykernel_9348/1019180788.py:11: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  df[\"6s\"][i] = 0\n",
      "C:\\Users\\Naman\\AppData\\Local\\Temp/ipykernel_9348/1019180788.py:16: FutureWarning: The default value of regex will change from True to False in a future version. In addition, single character regular expressions will *not* be treated as literal strings when regex=True.\n",
      "  df[\"Runs\"] = df[\"Runs\"].str.replace(r'*', '')\n"
     ]
    }
   ],
   "source": [
    "print(clean_batsman(\"kohli1\"))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d567f459",
   "metadata": {},
   "source": [
    "# Number of 4s, 6s\n",
    "- Count the number of 4s, 6s against any oponent\n",
    "- Count 4s, 6s in any ground"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "f4752ce9",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "106\n",
      "23\n"
     ]
    }
   ],
   "source": [
    "print(df[\"4s\"].astype(int).sum())\n",
    "print(df[\"6s\"].astype(int).sum())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "78b2e7b4",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Enter opposition: Bangladesh\n",
      "9 2\n"
     ]
    }
   ],
   "source": [
    "# Number of 4s and 6s filtered via opponent\n",
    "o=input(str(\"Enter opposition: \"))\n",
    "\n",
    "opp=\"v \"+o\n",
    "s4=0\n",
    "s6=0\n",
    "f=0\n",
    "for i in range(0, len(df)):\n",
    "    if(df[\"Opposition\"][i]==opp):\n",
    "        f=1\n",
    "        s4=s4+int(df[\"4s\"][i])\n",
    "        s6=s6+int(df[\"6s\"][i])\n",
    "\n",
    "if(f!=0):\n",
    "    print(s4,s6)\n",
    "else:\n",
    "    print(f\"No Opposition named '{o}' found.\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "a3f692ed-0861-40de-8f59-a8eac0f76e94",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Enter name of Ground: Kolkata\n",
      "10 1\n"
     ]
    }
   ],
   "source": [
    "# Number of 4s and 6s filtered via ground\n",
    "gnd=input(str(\"Enter name of Ground: \"))\n",
    "\n",
    "s4=0\n",
    "s6=0\n",
    "f=0\n",
    "for i in range(0, len(df)):\n",
    "    if(df[\"Ground\"][i]==gnd):\n",
    "        f=1\n",
    "        s4=s4+int(df[\"4s\"][i])\n",
    "        s6=s6+int(df[\"6s\"][i])\n",
    "\n",
    "if(f!=0):\n",
    "    print(s4,s6)\n",
    "else:\n",
    "    print(f\"No Ground named '{gnd}' found.\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "06b34663-2b3e-45a0-9a1c-eca29ae8a7ed",
   "metadata": {},
   "source": [
    "## Average runs w.r.t. Ground"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "d755f21d-68cf-492d-9b00-1544c3d3baa1",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Enter name of Ground: \n",
      "No Ground named '' found.\n"
     ]
    }
   ],
   "source": [
    "gnd=input(str(\"Enter name of Ground: \"))\n",
    "\n",
    "ru=0\n",
    "sr=0\n",
    "n=0\n",
    "for i in range(0, len(df)):\n",
    "    if(df[\"Ground\"][i]==gnd):\n",
    "        f=1\n",
    "        ru=ru+int(df[\"Runs\"][i])\n",
    "        sr=sr+float(df[\"SR\"][i])\n",
    "        n=n+1\n",
    "\n",
    "if(f!=0):\n",
    "    print(f\"Runs scored at {gnd}= {ru}\")\n",
    "    if(n!=0):\n",
    "        print(f\"Number of matches played at {gnd}= {n}\")\n",
    "        print(f\"Average Runs scored at {gnd}= {int(ru/n)}\")\n",
    "        print(f\"Strike Rate of the player = {round(sr/n,2)}\")\n",
    "else:\n",
    "    print(f\"No Ground named '{gnd}' found.\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "cfdd0999-b131-496e-8daf-fba2835c44ba",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Enter opposition: Kolkata\n",
      "No Opposition named 'Kolkata' found.\n"
     ]
    }
   ],
   "source": [
    "o=input(str(\"Enter opposition: \"))\n",
    "f=0\n",
    "opp=\"v \"+o\n",
    "ru=0\n",
    "n=0\n",
    "sr=0\n",
    "for i in range(0, len(df)):\n",
    "    if(df[\"Opposition\"][i]==opp):\n",
    "        f=1\n",
    "        ru=ru+int(df[\"Runs\"][i])\n",
    "        sr=sr+float(df[\"SR\"][i])\n",
    "        n=n+1\n",
    "\n",
    "if(f!=0):\n",
    "    print(f\"Runs scored against {o}= {ru}\")\n",
    "    print(f\"Average Runs scored against {o}= {int(ru/n)}\")\n",
    "    print(f\"Strike Rate of the player = {round(sr/n,2)}\")\n",
    "else:\n",
    "    print(f\"No Opposition named '{o}' found.\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "76a386f6-0679-4b97-b63f-bcf86a1f5248",
   "metadata": {},
   "source": [
    "## Player's Total Stats"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "id": "33ecfc07-4324-4e1b-b4bb-aecae8a2af73",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total Runs scored by the player = 1016\n",
      "Total Average of the player = 36\n",
      "Number of matches played = 28\n",
      "Total Strike Rate of the player = 123.82\n",
      "Number of times dismissed= 23\n"
     ]
    }
   ],
   "source": [
    "ru=0\n",
    "dis=0\n",
    "sr=0\n",
    "for i in range(0, len(df)):\n",
    "    ru=ru+int(df[\"Runs\"][i])\n",
    "    sr=sr+float(df[\"SR\"][i])\n",
    "    if(df[\"Dismissal\"][i]!=\"not out\"):\n",
    "        dis=dis+1\n",
    "print(f\"Total Runs scored by the player = {ru}\")\n",
    "print(f\"Total Average of the player = {int(ru/len(df))}\")\n",
    "print(f\"Number of matches played = {len(df)}\")\n",
    "print(f\"Total Strike Rate of the player = {round(sr/len(df),2)}\")\n",
    "print(f\"Number of times dismissed= {dis}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "e4d97379-5cdd-4cc6-8c54-40cdef89d4ac",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Naman\\AppData\\Local\\Temp/ipykernel_9348/1019180788.py:9: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  df[\"4s\"][i] = 0\n",
      "C:\\Users\\Naman\\AppData\\Local\\Temp/ipykernel_9348/1019180788.py:11: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  df[\"6s\"][i] = 0\n",
      "C:\\Users\\Naman\\AppData\\Local\\Temp/ipykernel_9348/1019180788.py:16: FutureWarning: The default value of regex will change from True to False in a future version. In addition, single character regular expressions will *not* be treated as literal strings when regex=True.\n",
      "  df[\"Runs\"] = df[\"Runs\"].str.replace(r'*', '')\n"
     ]
    }
   ],
   "source": [
    "df=clean_batsman(\"kohli\")\n",
    "def dict_ground():\n",
    "    li=list(set(df[\"Ground\"]))\n",
    "    dict_gnd={}\n",
    "    for x in li:\n",
    "        ru=0\n",
    "        s4=0\n",
    "        s6=0\n",
    "        for i in range(0, len(df)):\n",
    "            if(df[\"Ground\"][i]==x):\n",
    "                ru=ru+int(df[\"Runs\"][i])\n",
    "                s4=s4+int(df[\"4s\"][i])\n",
    "                s6=s6+int(df[\"6s\"][i])\n",
    "        val=[ru,s4,s6]\n",
    "        dict_gnd[x]=val\n",
    "    print(dict_gnd)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "580c637c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'Kolkata': [15, 3, 0], 'Dhaka': [319, 24, 10], 'Cuttack': [1, 0, 0], 'Mumbai': [38, 7, 0], 'Melbourne': [31, 3, 0], 'Dharamsala': [43, 1, 3], 'Chennai': [70, 10, 1], 'Bangalore': [9, 1, 0], 'Pallekele': [68, 11, 1], 'Rajkot': [29, 2, 1], 'Pune': [21, 2, 0], 'Manchester': [4, 0, 0], 'Harare': [26, 3, 1], 'Port of Spain': [14, 2, 0], 'Ahmedabad': [27, 3, 0], 'Birmingham': [66, 9, 1], 'Colombo (RPS)': [185, 20, 4], 'Sydney': [22, 0, 1], 'Durban': [28, 5, 0]}\n"
     ]
    }
   ],
   "source": [
    "dict_ground()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "e4aef371",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Naman\\AppData\\Local\\Temp/ipykernel_9348/1019180788.py:9: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  df[\"4s\"][i] = 0\n",
      "C:\\Users\\Naman\\AppData\\Local\\Temp/ipykernel_9348/1019180788.py:11: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  df[\"6s\"][i] = 0\n",
      "C:\\Users\\Naman\\AppData\\Local\\Temp/ipykernel_9348/1019180788.py:16: FutureWarning: The default value of regex will change from True to False in a future version. In addition, single character regular expressions will *not* be treated as literal strings when regex=True.\n",
      "  df[\"Runs\"] = df[\"Runs\"].str.replace(r'*', '')\n"
     ]
    }
   ],
   "source": [
    "df=clean_batsman(\"sehwag\")\n",
    "def dict_opposition():\n",
    "    li=list(set(df[\"Opposition\"]))\n",
    "    dict_opp={}\n",
    "    for x in li:\n",
    "        ru=0\n",
    "        s4=0\n",
    "        s6=0\n",
    "        for i in range(0, len(df)):\n",
    "            if(df[\"Opposition\"][i]==x):\n",
    "                ru=ru+int(df[\"Runs\"][i])\n",
    "                s4=s4+int(df[\"4s\"][i])\n",
    "                s6=s6+int(df[\"6s\"][i])\n",
    "        val=[ru,s4,s6]\n",
    "        dict_opp[x[2:]]=val\n",
    "    print(dict_opp)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "be029d75",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'South Africa': [105, 13, 2], 'West Indies': [290, 34, 4], 'New Zealand': [544, 62, 15], 'England': [167, 24, 2], 'Pakistan': [404, 59, 9], 'Sri Lanka': [716, 98, 5], 'Bangladesh': [474, 59, 11], 'Australia': [199, 27, 2], 'Zimbabwe': [50, 8, 0]}\n"
     ]
    }
   ],
   "source": [
    "dict_opposition()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ae97624f",
   "metadata": {},
   "source": [
    "# Preparing dict of batsman with all data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "44a0256f",
   "metadata": {},
   "outputs": [],
   "source": [
    "batsman={'devilliers',\n",
    " 'ganguly',\n",
    " 'gayle',\n",
    " 'kohli',\n",
    " 'kohli1',\n",
    " 'maxwell',\n",
    " 'sehwag',\n",
    " 'sehwag1',\n",
    " 'sehwag2',\n",
    " 'tendulkar',\n",
    " 'tendulkar1',\n",
    " 'tendulkar2',\n",
    " 'tendulkarsp'}\n",
    "\n",
    "bowlers={'ashwin',\n",
    " 'ashwin1',\n",
    " 'badree',\n",
    " 'kumble',\n",
    "'mitchell',\n",
    " 'kumble1',\n",
    " 'kumblesp',\n",
    " 'malinga',\n",
    " 'malinga1','mendis','murali',\n",
    " 'narine','southee',\n",
    " 'steyn','warne'}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "2232bb88",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Naman\\AppData\\Local\\Temp/ipykernel_9348/1019180788.py:9: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  df[\"4s\"][i] = 0\n",
      "C:\\Users\\Naman\\AppData\\Local\\Temp/ipykernel_9348/1019180788.py:11: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  df[\"6s\"][i] = 0\n",
      "C:\\Users\\Naman\\AppData\\Local\\Temp/ipykernel_9348/1019180788.py:16: FutureWarning: The default value of regex will change from True to False in a future version. In addition, single character regular expressions will *not* be treated as literal strings when regex=True.\n",
      "  df[\"Runs\"] = df[\"Runs\"].str.replace(r'*', '')\n"
     ]
    },
    {
     "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>Runs</th>\n",
       "      <th>Mins</th>\n",
       "      <th>BF</th>\n",
       "      <th>4s</th>\n",
       "      <th>6s</th>\n",
       "      <th>SR</th>\n",
       "      <th>Pos</th>\n",
       "      <th>Dismissal</th>\n",
       "      <th>Inns</th>\n",
       "      <th>Opposition</th>\n",
       "      <th>Ground</th>\n",
       "      <th>Start Date</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>28.57</td>\n",
       "      <td>6</td>\n",
       "      <td>caught</td>\n",
       "      <td>2</td>\n",
       "      <td>v Zimbabwe</td>\n",
       "      <td>Bulawayo</td>\n",
       "      <td>27 Jun 2001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>12</td>\n",
       "      <td>17</td>\n",
       "      <td>14</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>85.71</td>\n",
       "      <td>8</td>\n",
       "      <td>caught</td>\n",
       "      <td>2</td>\n",
       "      <td>v Sri Lanka</td>\n",
       "      <td>Colombo (RPS)</td>\n",
       "      <td>22 Jul 2001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>27</td>\n",
       "      <td>60</td>\n",
       "      <td>41</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>65.85</td>\n",
       "      <td>2</td>\n",
       "      <td>caught</td>\n",
       "      <td>2</td>\n",
       "      <td>v Sri Lanka</td>\n",
       "      <td>Colombo (RPS)</td>\n",
       "      <td>28 Jul 2001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1</td>\n",
       "      <td>lbw</td>\n",
       "      <td>1</td>\n",
       "      <td>v Sri Lanka</td>\n",
       "      <td>Colombo (SSC)</td>\n",
       "      <td>1 Aug 2001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>8</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>100.00</td>\n",
       "      <td>2</td>\n",
       "      <td>run out</td>\n",
       "      <td>2</td>\n",
       "      <td>v Sri Lanka</td>\n",
       "      <td>Colombo (RPS)</td>\n",
       "      <td>5 Aug 2001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>5</td>\n",
       "      <td>9</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>100.00</td>\n",
       "      <td>5</td>\n",
       "      <td>caught</td>\n",
       "      <td>1</td>\n",
       "      <td>v South Africa</td>\n",
       "      <td>Johannesburg</td>\n",
       "      <td>5 Oct 2001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>33</td>\n",
       "      <td>32</td>\n",
       "      <td>27</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>122.22</td>\n",
       "      <td>6</td>\n",
       "      <td>caught</td>\n",
       "      <td>1</td>\n",
       "      <td>v South Africa</td>\n",
       "      <td>Centurion</td>\n",
       "      <td>10 Oct 2001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>4</td>\n",
       "      <td>8</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>80.00</td>\n",
       "      <td>6</td>\n",
       "      <td>caught</td>\n",
       "      <td>2</td>\n",
       "      <td>v South Africa</td>\n",
       "      <td>East London</td>\n",
       "      <td>19 Oct 2001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>34</td>\n",
       "      <td>80</td>\n",
       "      <td>58</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>58.62</td>\n",
       "      <td>3</td>\n",
       "      <td>caught</td>\n",
       "      <td>1</td>\n",
       "      <td>v South Africa</td>\n",
       "      <td>Durban</td>\n",
       "      <td>26 Oct 2001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>21</td>\n",
       "      <td>44</td>\n",
       "      <td>36</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>58.33</td>\n",
       "      <td>2</td>\n",
       "      <td>caught</td>\n",
       "      <td>2</td>\n",
       "      <td>v West Indies</td>\n",
       "      <td>Bridgetown</td>\n",
       "      <td>29 May 2002</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>2</td>\n",
       "      <td>caught</td>\n",
       "      <td>1</td>\n",
       "      <td>v West Indies</td>\n",
       "      <td>Port of Spain</td>\n",
       "      <td>1 Jun 2002</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>32</td>\n",
       "      <td>38</td>\n",
       "      <td>32</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>100.00</td>\n",
       "      <td>2</td>\n",
       "      <td>caught</td>\n",
       "      <td>1</td>\n",
       "      <td>v West Indies</td>\n",
       "      <td>Port of Spain</td>\n",
       "      <td>2 Jun 2002</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>71</td>\n",
       "      <td>85</td>\n",
       "      <td>65</td>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "      <td>109.23</td>\n",
       "      <td>2</td>\n",
       "      <td>caught</td>\n",
       "      <td>2</td>\n",
       "      <td>v England</td>\n",
       "      <td>Lord's</td>\n",
       "      <td>29 Jun 2002</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>46</td>\n",
       "      <td>42</td>\n",
       "      <td>41</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "      <td>112.19</td>\n",
       "      <td>1</td>\n",
       "      <td>caught</td>\n",
       "      <td>2</td>\n",
       "      <td>v England</td>\n",
       "      <td>The Oval</td>\n",
       "      <td>9 Jul 2002</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>45</td>\n",
       "      <td>77</td>\n",
       "      <td>49</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>91.83</td>\n",
       "      <td>1</td>\n",
       "      <td>bowled</td>\n",
       "      <td>2</td>\n",
       "      <td>v England</td>\n",
       "      <td>Lord's</td>\n",
       "      <td>13 Jul 2002</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>2</td>\n",
       "      <td>bowled</td>\n",
       "      <td>1</td>\n",
       "      <td>v New Zealand</td>\n",
       "      <td>Auckland</td>\n",
       "      <td>26 Dec 2002</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>108</td>\n",
       "      <td>160</td>\n",
       "      <td>119</td>\n",
       "      <td>9</td>\n",
       "      <td>2</td>\n",
       "      <td>90.75</td>\n",
       "      <td>2</td>\n",
       "      <td>run out</td>\n",
       "      <td>2</td>\n",
       "      <td>v New Zealand</td>\n",
       "      <td>Napier</td>\n",
       "      <td>29 Dec 2002</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>7</td>\n",
       "      <td>17</td>\n",
       "      <td>20</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>35.00</td>\n",
       "      <td>1</td>\n",
       "      <td>caught</td>\n",
       "      <td>1</td>\n",
       "      <td>v New Zealand</td>\n",
       "      <td>Christchurch</td>\n",
       "      <td>1 Jan 2003</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>23</td>\n",
       "      <td>45</td>\n",
       "      <td>39</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>58.97</td>\n",
       "      <td>1</td>\n",
       "      <td>caught</td>\n",
       "      <td>1</td>\n",
       "      <td>v New Zealand</td>\n",
       "      <td>Queenstown</td>\n",
       "      <td>4 Jan 2003</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>45</td>\n",
       "      <td>63</td>\n",
       "      <td>40</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>112.50</td>\n",
       "      <td>2</td>\n",
       "      <td>caught</td>\n",
       "      <td>2</td>\n",
       "      <td>v New Zealand</td>\n",
       "      <td>Wellington</td>\n",
       "      <td>8 Jan 2003</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>112</td>\n",
       "      <td>175</td>\n",
       "      <td>139</td>\n",
       "      <td>11</td>\n",
       "      <td>3</td>\n",
       "      <td>80.57</td>\n",
       "      <td>2</td>\n",
       "      <td>caught</td>\n",
       "      <td>2</td>\n",
       "      <td>v New Zealand</td>\n",
       "      <td>Auckland</td>\n",
       "      <td>11 Jan 2003</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>4</td>\n",
       "      <td>23</td>\n",
       "      <td>19</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>21.05</td>\n",
       "      <td>2</td>\n",
       "      <td>caught</td>\n",
       "      <td>1</td>\n",
       "      <td>v New Zealand</td>\n",
       "      <td>Hamilton</td>\n",
       "      <td>14 Jan 2003</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>36</td>\n",
       "      <td>78</td>\n",
       "      <td>38</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>94.73</td>\n",
       "      <td>1</td>\n",
       "      <td>caught</td>\n",
       "      <td>1</td>\n",
       "      <td>v Zimbabwe</td>\n",
       "      <td>Harare</td>\n",
       "      <td>19 Feb 2003</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>63</td>\n",
       "      <td>63</td>\n",
       "      <td>51</td>\n",
       "      <td>11</td>\n",
       "      <td>1</td>\n",
       "      <td>123.52</td>\n",
       "      <td>2</td>\n",
       "      <td>lbw</td>\n",
       "      <td>1</td>\n",
       "      <td>v Bangladesh</td>\n",
       "      <td>Dhaka</td>\n",
       "      <td>11 Apr 2003</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>43</td>\n",
       "      <td>51</td>\n",
       "      <td>44</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>97.72</td>\n",
       "      <td>1</td>\n",
       "      <td>caught</td>\n",
       "      <td>2</td>\n",
       "      <td>v Bangladesh</td>\n",
       "      <td>Dhaka</td>\n",
       "      <td>16 Apr 2003</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>35</td>\n",
       "      <td>85</td>\n",
       "      <td>59</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>59.32</td>\n",
       "      <td>1</td>\n",
       "      <td>bowled</td>\n",
       "      <td>2</td>\n",
       "      <td>v Australia</td>\n",
       "      <td>Melbourne</td>\n",
       "      <td>9 Jan 2004</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>32</td>\n",
       "      <td>51</td>\n",
       "      <td>34</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>94.11</td>\n",
       "      <td>1</td>\n",
       "      <td>caught</td>\n",
       "      <td>1</td>\n",
       "      <td>v Australia</td>\n",
       "      <td>Perth</td>\n",
       "      <td>1 Feb 2004</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>3</td>\n",
       "      <td>13</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>37.50</td>\n",
       "      <td>1</td>\n",
       "      <td>caught</td>\n",
       "      <td>1</td>\n",
       "      <td>v Australia</td>\n",
       "      <td>Melbourne</td>\n",
       "      <td>6 Feb 2004</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>12</td>\n",
       "      <td>13</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>171.42</td>\n",
       "      <td>1</td>\n",
       "      <td>caught</td>\n",
       "      <td>2</td>\n",
       "      <td>v Australia</td>\n",
       "      <td>Sydney</td>\n",
       "      <td>8 Feb 2004</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>79</td>\n",
       "      <td>85</td>\n",
       "      <td>57</td>\n",
       "      <td>14</td>\n",
       "      <td>1</td>\n",
       "      <td>138.59</td>\n",
       "      <td>1</td>\n",
       "      <td>bowled</td>\n",
       "      <td>1</td>\n",
       "      <td>v Pakistan</td>\n",
       "      <td>Karachi</td>\n",
       "      <td>13 Mar 2004</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>26</td>\n",
       "      <td>35</td>\n",
       "      <td>21</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>123.80</td>\n",
       "      <td>1</td>\n",
       "      <td>bowled</td>\n",
       "      <td>2</td>\n",
       "      <td>v Pakistan</td>\n",
       "      <td>Rawalpindi</td>\n",
       "      <td>16 Mar 2004</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>13</td>\n",
       "      <td>29</td>\n",
       "      <td>18</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>72.22</td>\n",
       "      <td>1</td>\n",
       "      <td>caught</td>\n",
       "      <td>1</td>\n",
       "      <td>v Pakistan</td>\n",
       "      <td>Peshawar</td>\n",
       "      <td>19 Mar 2004</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>26</td>\n",
       "      <td>53</td>\n",
       "      <td>29</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>89.65</td>\n",
       "      <td>1</td>\n",
       "      <td>caught</td>\n",
       "      <td>2</td>\n",
       "      <td>v Pakistan</td>\n",
       "      <td>Lahore</td>\n",
       "      <td>21 Mar 2004</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>20</td>\n",
       "      <td>26</td>\n",
       "      <td>22</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>90.90</td>\n",
       "      <td>1</td>\n",
       "      <td>caught</td>\n",
       "      <td>1</td>\n",
       "      <td>v Pakistan</td>\n",
       "      <td>Lahore</td>\n",
       "      <td>24 Mar 2004</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>37</td>\n",
       "      <td>50</td>\n",
       "      <td>39</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>94.87</td>\n",
       "      <td>3</td>\n",
       "      <td>run out</td>\n",
       "      <td>2</td>\n",
       "      <td>v Sri Lanka</td>\n",
       "      <td>Dambulla</td>\n",
       "      <td>18 Jul 2004</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>81</td>\n",
       "      <td>144</td>\n",
       "      <td>92</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>88.04</td>\n",
       "      <td>2</td>\n",
       "      <td>caught</td>\n",
       "      <td>1</td>\n",
       "      <td>v Sri Lanka</td>\n",
       "      <td>Colombo (RPS)</td>\n",
       "      <td>27 Jul 2004</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>5</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>41.66</td>\n",
       "      <td>1</td>\n",
       "      <td>lbw</td>\n",
       "      <td>2</td>\n",
       "      <td>v Sri Lanka</td>\n",
       "      <td>Colombo (RPS)</td>\n",
       "      <td>1 Aug 2004</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>4</td>\n",
       "      <td>11</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>33.33</td>\n",
       "      <td>1</td>\n",
       "      <td>caught</td>\n",
       "      <td>1</td>\n",
       "      <td>v England</td>\n",
       "      <td>Nottingham</td>\n",
       "      <td>1 Sep 2004</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>2</td>\n",
       "      <td>lbw</td>\n",
       "      <td>2</td>\n",
       "      <td>v England</td>\n",
       "      <td>The Oval</td>\n",
       "      <td>3 Sep 2004</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>50.00</td>\n",
       "      <td>4</td>\n",
       "      <td>caught</td>\n",
       "      <td>1</td>\n",
       "      <td>v England</td>\n",
       "      <td>Lord's</td>\n",
       "      <td>5 Sep 2004</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1</td>\n",
       "      <td>bowled</td>\n",
       "      <td>2</td>\n",
       "      <td>v Bangladesh</td>\n",
       "      <td>Dhaka</td>\n",
       "      <td>26 Dec 2004</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>70</td>\n",
       "      <td>85</td>\n",
       "      <td>52</td>\n",
       "      <td>9</td>\n",
       "      <td>2</td>\n",
       "      <td>134.61</td>\n",
       "      <td>1</td>\n",
       "      <td>caught</td>\n",
       "      <td>1</td>\n",
       "      <td>v Bangladesh</td>\n",
       "      <td>Dhaka</td>\n",
       "      <td>27 Dec 2004</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>14</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>140.00</td>\n",
       "      <td>1</td>\n",
       "      <td>bowled</td>\n",
       "      <td>1</td>\n",
       "      <td>v Sri Lanka</td>\n",
       "      <td>Dambulla</td>\n",
       "      <td>30 Jul 2005</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>32</td>\n",
       "      <td>70</td>\n",
       "      <td>39</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>82.05</td>\n",
       "      <td>1</td>\n",
       "      <td>bowled</td>\n",
       "      <td>1</td>\n",
       "      <td>v Sri Lanka</td>\n",
       "      <td>Dambulla</td>\n",
       "      <td>3 Aug 2005</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>48</td>\n",
       "      <td>31</td>\n",
       "      <td>22</td>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "      <td>218.18</td>\n",
       "      <td>2</td>\n",
       "      <td>bowled</td>\n",
       "      <td>2</td>\n",
       "      <td>v Sri Lanka</td>\n",
       "      <td>Colombo (RPS)</td>\n",
       "      <td>9 Aug 2005</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>12</td>\n",
       "      <td>11</td>\n",
       "      <td>13</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>92.30</td>\n",
       "      <td>1</td>\n",
       "      <td>bowled</td>\n",
       "      <td>2</td>\n",
       "      <td>v Zimbabwe</td>\n",
       "      <td>Harare</td>\n",
       "      <td>4 Sep 2005</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>6</td>\n",
       "      <td>22</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>60.00</td>\n",
       "      <td>2</td>\n",
       "      <td>caught</td>\n",
       "      <td>2</td>\n",
       "      <td>v Australia</td>\n",
       "      <td>Melbourne (Docklands)</td>\n",
       "      <td>5 Oct 2005</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>21</td>\n",
       "      <td>17</td>\n",
       "      <td>15</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>140.00</td>\n",
       "      <td>2</td>\n",
       "      <td>caught</td>\n",
       "      <td>2</td>\n",
       "      <td>v Australia</td>\n",
       "      <td>Melbourne (Docklands)</td>\n",
       "      <td>7 Oct 2005</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>37</td>\n",
       "      <td>89</td>\n",
       "      <td>40</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>92.50</td>\n",
       "      <td>2</td>\n",
       "      <td>run out</td>\n",
       "      <td>2</td>\n",
       "      <td>v Australia</td>\n",
       "      <td>Melbourne (Docklands)</td>\n",
       "      <td>9 Oct 2005</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>83.33</td>\n",
       "      <td>1</td>\n",
       "      <td>caught</td>\n",
       "      <td>1</td>\n",
       "      <td>v Pakistan</td>\n",
       "      <td>Peshawar</td>\n",
       "      <td>6 Feb 2006</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>67</td>\n",
       "      <td>83</td>\n",
       "      <td>60</td>\n",
       "      <td>10</td>\n",
       "      <td>1</td>\n",
       "      <td>111.66</td>\n",
       "      <td>1</td>\n",
       "      <td>run out</td>\n",
       "      <td>2</td>\n",
       "      <td>v Pakistan</td>\n",
       "      <td>Rawalpindi</td>\n",
       "      <td>11 Feb 2006</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>22</td>\n",
       "      <td>51</td>\n",
       "      <td>32</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>68.75</td>\n",
       "      <td>1</td>\n",
       "      <td>run out</td>\n",
       "      <td>2</td>\n",
       "      <td>v West Indies</td>\n",
       "      <td>Kingston</td>\n",
       "      <td>18 May 2006</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>12</td>\n",
       "      <td>27</td>\n",
       "      <td>19</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>63.15</td>\n",
       "      <td>2</td>\n",
       "      <td>caught</td>\n",
       "      <td>2</td>\n",
       "      <td>v West Indies</td>\n",
       "      <td>Kingston</td>\n",
       "      <td>20 May 2006</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>97</td>\n",
       "      <td>-</td>\n",
       "      <td>83</td>\n",
       "      <td>9</td>\n",
       "      <td>3</td>\n",
       "      <td>116.86</td>\n",
       "      <td>1</td>\n",
       "      <td>lbw</td>\n",
       "      <td>1</td>\n",
       "      <td>v West Indies</td>\n",
       "      <td>Basseterre</td>\n",
       "      <td>23 May 2006</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>11</td>\n",
       "      <td>-</td>\n",
       "      <td>11</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>100.00</td>\n",
       "      <td>1</td>\n",
       "      <td>caught</td>\n",
       "      <td>1</td>\n",
       "      <td>v West Indies</td>\n",
       "      <td>Port of Spain</td>\n",
       "      <td>26 May 2006</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>95</td>\n",
       "      <td>-</td>\n",
       "      <td>103</td>\n",
       "      <td>10</td>\n",
       "      <td>1</td>\n",
       "      <td>92.23</td>\n",
       "      <td>2</td>\n",
       "      <td>caught</td>\n",
       "      <td>2</td>\n",
       "      <td>v West Indies</td>\n",
       "      <td>Port of Spain</td>\n",
       "      <td>28 May 2006</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1</td>\n",
       "      <td>caught</td>\n",
       "      <td>2</td>\n",
       "      <td>v South Africa</td>\n",
       "      <td>Cape Town</td>\n",
       "      <td>26 Nov 2006</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>18</td>\n",
       "      <td>38</td>\n",
       "      <td>22</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>81.81</td>\n",
       "      <td>2</td>\n",
       "      <td>caught</td>\n",
       "      <td>2</td>\n",
       "      <td>v South Africa</td>\n",
       "      <td>Port Elizabeth</td>\n",
       "      <td>29 Nov 2006</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>11</td>\n",
       "      <td>27</td>\n",
       "      <td>22</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>50.00</td>\n",
       "      <td>1</td>\n",
       "      <td>caught</td>\n",
       "      <td>1</td>\n",
       "      <td>v South Africa</td>\n",
       "      <td>Centurion</td>\n",
       "      <td>3 Dec 2006</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>30</td>\n",
       "      <td>38</td>\n",
       "      <td>21</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>142.85</td>\n",
       "      <td>2</td>\n",
       "      <td>caught</td>\n",
       "      <td>2</td>\n",
       "      <td>v Bangladesh</td>\n",
       "      <td>Dhaka</td>\n",
       "      <td>10 May 2007</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>21</td>\n",
       "      <td>34</td>\n",
       "      <td>26</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>80.76</td>\n",
       "      <td>1</td>\n",
       "      <td>caught</td>\n",
       "      <td>1</td>\n",
       "      <td>v Bangladesh</td>\n",
       "      <td>Dhaka</td>\n",
       "      <td>12 May 2007</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>11</td>\n",
       "      <td>18</td>\n",
       "      <td>19</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>57.89</td>\n",
       "      <td>1</td>\n",
       "      <td>lbw</td>\n",
       "      <td>2</td>\n",
       "      <td>v Australia</td>\n",
       "      <td>Melbourne</td>\n",
       "      <td>10 Feb 2008</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>17</td>\n",
       "      <td>39</td>\n",
       "      <td>19</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>89.47</td>\n",
       "      <td>1</td>\n",
       "      <td>caught</td>\n",
       "      <td>2</td>\n",
       "      <td>v Australia</td>\n",
       "      <td>Sydney</td>\n",
       "      <td>24 Feb 2008</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>59</td>\n",
       "      <td>46</td>\n",
       "      <td>32</td>\n",
       "      <td>7</td>\n",
       "      <td>2</td>\n",
       "      <td>184.37</td>\n",
       "      <td>2</td>\n",
       "      <td>caught</td>\n",
       "      <td>2</td>\n",
       "      <td>v Bangladesh</td>\n",
       "      <td>Dhaka</td>\n",
       "      <td>12 Jun 2008</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>119</td>\n",
       "      <td>150</td>\n",
       "      <td>95</td>\n",
       "      <td>12</td>\n",
       "      <td>5</td>\n",
       "      <td>125.26</td>\n",
       "      <td>2</td>\n",
       "      <td>caught</td>\n",
       "      <td>2</td>\n",
       "      <td>v Pakistan</td>\n",
       "      <td>Karachi</td>\n",
       "      <td>26 Jun 2008</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>49</td>\n",
       "      <td>64</td>\n",
       "      <td>33</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>148.48</td>\n",
       "      <td>2</td>\n",
       "      <td>caught</td>\n",
       "      <td>1</td>\n",
       "      <td>v Pakistan</td>\n",
       "      <td>Karachi</td>\n",
       "      <td>2 Jul 2008</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>42</td>\n",
       "      <td>58</td>\n",
       "      <td>26</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>161.53</td>\n",
       "      <td>1</td>\n",
       "      <td>run out</td>\n",
       "      <td>1</td>\n",
       "      <td>v Sri Lanka</td>\n",
       "      <td>Colombo (RPS)</td>\n",
       "      <td>31 Jan 2009</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>116</td>\n",
       "      <td>165</td>\n",
       "      <td>90</td>\n",
       "      <td>17</td>\n",
       "      <td>0</td>\n",
       "      <td>128.88</td>\n",
       "      <td>1</td>\n",
       "      <td>run out</td>\n",
       "      <td>1</td>\n",
       "      <td>v Sri Lanka</td>\n",
       "      <td>Colombo (RPS)</td>\n",
       "      <td>3 Feb 2009</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>5</td>\n",
       "      <td>13</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>62.50</td>\n",
       "      <td>1</td>\n",
       "      <td>caught</td>\n",
       "      <td>1</td>\n",
       "      <td>v Sri Lanka</td>\n",
       "      <td>Colombo (RPS)</td>\n",
       "      <td>5 Feb 2009</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>100.00</td>\n",
       "      <td>2</td>\n",
       "      <td>caught</td>\n",
       "      <td>2</td>\n",
       "      <td>v Sri Lanka</td>\n",
       "      <td>Colombo (RPS)</td>\n",
       "      <td>8 Feb 2009</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>77</td>\n",
       "      <td>79</td>\n",
       "      <td>56</td>\n",
       "      <td>11</td>\n",
       "      <td>1</td>\n",
       "      <td>137.50</td>\n",
       "      <td>1</td>\n",
       "      <td>caught</td>\n",
       "      <td>1</td>\n",
       "      <td>v New Zealand</td>\n",
       "      <td>Napier</td>\n",
       "      <td>3 Mar 2009</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>3</td>\n",
       "      <td>15</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>50.00</td>\n",
       "      <td>1</td>\n",
       "      <td>bowled</td>\n",
       "      <td>1</td>\n",
       "      <td>v New Zealand</td>\n",
       "      <td>Christchurch</td>\n",
       "      <td>8 Mar 2009</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>125</td>\n",
       "      <td>106</td>\n",
       "      <td>74</td>\n",
       "      <td>14</td>\n",
       "      <td>6</td>\n",
       "      <td>168.91</td>\n",
       "      <td>2</td>\n",
       "      <td>not out</td>\n",
       "      <td>2</td>\n",
       "      <td>v New Zealand</td>\n",
       "      <td>Hamilton</td>\n",
       "      <td>11 Mar 2009</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>40</td>\n",
       "      <td>57</td>\n",
       "      <td>27</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>148.14</td>\n",
       "      <td>2</td>\n",
       "      <td>caught</td>\n",
       "      <td>1</td>\n",
       "      <td>v New Zealand</td>\n",
       "      <td>Auckland</td>\n",
       "      <td>14 Mar 2009</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>13</td>\n",
       "      <td>17</td>\n",
       "      <td>8</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>162.50</td>\n",
       "      <td>2</td>\n",
       "      <td>run out</td>\n",
       "      <td>2</td>\n",
       "      <td>v Bangladesh</td>\n",
       "      <td>Dhaka</td>\n",
       "      <td>7 Jan 2010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>99</td>\n",
       "      <td>165</td>\n",
       "      <td>100</td>\n",
       "      <td>11</td>\n",
       "      <td>2</td>\n",
       "      <td>99.00</td>\n",
       "      <td>2</td>\n",
       "      <td>not out</td>\n",
       "      <td>2</td>\n",
       "      <td>v Sri Lanka</td>\n",
       "      <td>Dambulla</td>\n",
       "      <td>16 Aug 2010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>12</td>\n",
       "      <td>-</td>\n",
       "      <td>12</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>100.00</td>\n",
       "      <td>2</td>\n",
       "      <td>lbw</td>\n",
       "      <td>1</td>\n",
       "      <td>v Sri Lanka</td>\n",
       "      <td>Dambulla</td>\n",
       "      <td>22 Aug 2010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>28</td>\n",
       "      <td>30</td>\n",
       "      <td>22</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>127.27</td>\n",
       "      <td>1</td>\n",
       "      <td>run out</td>\n",
       "      <td>2</td>\n",
       "      <td>v Sri Lanka</td>\n",
       "      <td>Dambulla</td>\n",
       "      <td>28 Aug 2010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>175</td>\n",
       "      <td>198</td>\n",
       "      <td>140</td>\n",
       "      <td>14</td>\n",
       "      <td>5</td>\n",
       "      <td>125.00</td>\n",
       "      <td>1</td>\n",
       "      <td>bowled</td>\n",
       "      <td>1</td>\n",
       "      <td>v Bangladesh</td>\n",
       "      <td>Dhaka</td>\n",
       "      <td>19 Feb 2011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>20</td>\n",
       "      <td>38</td>\n",
       "      <td>21</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>95.23</td>\n",
       "      <td>2</td>\n",
       "      <td>caught</td>\n",
       "      <td>2</td>\n",
       "      <td>v Australia</td>\n",
       "      <td>Adelaide</td>\n",
       "      <td>12 Feb 2012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>5</td>\n",
       "      <td>8</td>\n",
       "      <td>11</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>45.45</td>\n",
       "      <td>1</td>\n",
       "      <td>caught</td>\n",
       "      <td>2</td>\n",
       "      <td>v Australia</td>\n",
       "      <td>Sydney</td>\n",
       "      <td>26 Feb 2012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>96</td>\n",
       "      <td>132</td>\n",
       "      <td>97</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>98.96</td>\n",
       "      <td>2</td>\n",
       "      <td>run out</td>\n",
       "      <td>1</td>\n",
       "      <td>v Sri Lanka</td>\n",
       "      <td>Hambantota</td>\n",
       "      <td>21 Jul 2012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>15</td>\n",
       "      <td>21</td>\n",
       "      <td>15</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>100.00</td>\n",
       "      <td>2</td>\n",
       "      <td>caught</td>\n",
       "      <td>1</td>\n",
       "      <td>v Sri Lanka</td>\n",
       "      <td>Hambantota</td>\n",
       "      <td>24 Jul 2012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>50.00</td>\n",
       "      <td>2</td>\n",
       "      <td>caught</td>\n",
       "      <td>2</td>\n",
       "      <td>v Sri Lanka</td>\n",
       "      <td>Colombo (RPS)</td>\n",
       "      <td>28 Jul 2012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>34</td>\n",
       "      <td>46</td>\n",
       "      <td>29</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>117.24</td>\n",
       "      <td>2</td>\n",
       "      <td>caught</td>\n",
       "      <td>2</td>\n",
       "      <td>v Sri Lanka</td>\n",
       "      <td>Colombo (RPS)</td>\n",
       "      <td>31 Jul 2012</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Runs Mins   BF  4s 6s      SR Pos Dismissal  Inns      Opposition  \\\n",
       "0     2    7    7   0  0   28.57   6    caught     2      v Zimbabwe   \n",
       "1    12   17   14   0  0   85.71   8    caught     2     v Sri Lanka   \n",
       "2    27   60   41   5  0   65.85   2    caught     2     v Sri Lanka   \n",
       "3     0    1    1   0  0    0.00   1       lbw     1     v Sri Lanka   \n",
       "4     4    8    4   1  0  100.00   2   run out     2     v Sri Lanka   \n",
       "5     5    9    5   0  0  100.00   5    caught     1  v South Africa   \n",
       "6    33   32   27   4  1  122.22   6    caught     1  v South Africa   \n",
       "7     4    8    5   0  0   80.00   6    caught     2  v South Africa   \n",
       "8    34   80   58   4  1   58.62   3    caught     1  v South Africa   \n",
       "9    21   44   36   3  0   58.33   2    caught     2   v West Indies   \n",
       "10    0    2    1   0  0    0.00   2    caught     1   v West Indies   \n",
       "11   32   38   32   6  0  100.00   2    caught     1   v West Indies   \n",
       "12   71   85   65   9  1  109.23   2    caught     2       v England   \n",
       "13   46   42   41   8  1  112.19   1    caught     2       v England   \n",
       "14   45   77   49   7  0   91.83   1    bowled     2       v England   \n",
       "15    0    5    5   0  0    0.00   2    bowled     1   v New Zealand   \n",
       "16  108  160  119   9  2   90.75   2   run out     2   v New Zealand   \n",
       "17    7   17   20   1  0   35.00   1    caught     1   v New Zealand   \n",
       "18   23   45   39   4  0   58.97   1    caught     1   v New Zealand   \n",
       "19   45   63   40   9  0  112.50   2    caught     2   v New Zealand   \n",
       "20  112  175  139  11  3   80.57   2    caught     2   v New Zealand   \n",
       "21    4   23   19   0  0   21.05   2    caught     1   v New Zealand   \n",
       "22   36   78   38   6  0   94.73   1    caught     1      v Zimbabwe   \n",
       "23   63   63   51  11  1  123.52   2       lbw     1    v Bangladesh   \n",
       "24   43   51   44   8  0   97.72   1    caught     2    v Bangladesh   \n",
       "25   35   85   59   3  0   59.32   1    bowled     2     v Australia   \n",
       "26   32   51   34   6  0   94.11   1    caught     1     v Australia   \n",
       "27    3   13    8   0  0   37.50   1    caught     1     v Australia   \n",
       "28   12   13    7   1  1  171.42   1    caught     2     v Australia   \n",
       "29   79   85   57  14  1  138.59   1    bowled     1      v Pakistan   \n",
       "30   26   35   21   4  0  123.80   1    bowled     2      v Pakistan   \n",
       "31   13   29   18   3  0   72.22   1    caught     1      v Pakistan   \n",
       "32   26   53   29   5  0   89.65   1    caught     2      v Pakistan   \n",
       "33   20   26   22   4  0   90.90   1    caught     1      v Pakistan   \n",
       "34   37   50   39   5  0   94.87   3   run out     2     v Sri Lanka   \n",
       "35   81  144   92   6  2   88.04   2    caught     1     v Sri Lanka   \n",
       "36    5   12   12   1  0   41.66   1       lbw     2     v Sri Lanka   \n",
       "37    4   11   12   0  0   33.33   1    caught     1       v England   \n",
       "38    0    2    2   0  0    0.00   2       lbw     2       v England   \n",
       "39    1    1    2   0  0   50.00   4    caught     1       v England   \n",
       "40    0    3    3   0  0    0.00   1    bowled     2    v Bangladesh   \n",
       "41   70   85   52   9  2  134.61   1    caught     1    v Bangladesh   \n",
       "42   14   10   10   3  0  140.00   1    bowled     1     v Sri Lanka   \n",
       "43   32   70   39   5  0   82.05   1    bowled     1     v Sri Lanka   \n",
       "44   48   31   22   9  1  218.18   2    bowled     2     v Sri Lanka   \n",
       "45   12   11   13   2  0   92.30   1    bowled     2      v Zimbabwe   \n",
       "46    6   22   10   0  0   60.00   2    caught     2     v Australia   \n",
       "47   21   17   15   4  0  140.00   2    caught     2     v Australia   \n",
       "48   37   89   40   4  1   92.50   2   run out     2     v Australia   \n",
       "49    5    5    6   1  0   83.33   1    caught     1      v Pakistan   \n",
       "50   67   83   60  10  1  111.66   1   run out     2      v Pakistan   \n",
       "51   22   51   32   3  0   68.75   1   run out     2   v West Indies   \n",
       "52   12   27   19   1  0   63.15   2    caught     2   v West Indies   \n",
       "53   97    -   83   9  3  116.86   1       lbw     1   v West Indies   \n",
       "54   11    -   11   2  0  100.00   1    caught     1   v West Indies   \n",
       "55   95    -  103  10  1   92.23   2    caught     2   v West Indies   \n",
       "56    0    2    4   0  0    0.00   1    caught     2  v South Africa   \n",
       "57   18   38   22   3  0   81.81   2    caught     2  v South Africa   \n",
       "58   11   27   22   2  0   50.00   1    caught     1  v South Africa   \n",
       "59   30   38   21   7  0  142.85   2    caught     2    v Bangladesh   \n",
       "60   21   34   26   1  1   80.76   1    caught     1    v Bangladesh   \n",
       "61   11   18   19   2  0   57.89   1       lbw     2     v Australia   \n",
       "62   17   39   19   3  0   89.47   1    caught     2     v Australia   \n",
       "63   59   46   32   7  2  184.37   2    caught     2    v Bangladesh   \n",
       "64  119  150   95  12  5  125.26   2    caught     2      v Pakistan   \n",
       "65   49   64   33   6  2  148.48   2    caught     1      v Pakistan   \n",
       "66   42   58   26   7  0  161.53   1   run out     1     v Sri Lanka   \n",
       "67  116  165   90  17  0  128.88   1   run out     1     v Sri Lanka   \n",
       "68    5   13    8   1  0   62.50   1    caught     1     v Sri Lanka   \n",
       "69    6    6    6   1  0  100.00   2    caught     2     v Sri Lanka   \n",
       "70   77   79   56  11  1  137.50   1    caught     1   v New Zealand   \n",
       "71    3   15    6   0  0   50.00   1    bowled     1   v New Zealand   \n",
       "72  125  106   74  14  6  168.91   2   not out     2   v New Zealand   \n",
       "73   40   57   27   3  3  148.14   2    caught     1   v New Zealand   \n",
       "74   13   17    8   2  0  162.50   2   run out     2    v Bangladesh   \n",
       "75   99  165  100  11  2   99.00   2   not out     2     v Sri Lanka   \n",
       "76   12    -   12   2  0  100.00   2       lbw     1     v Sri Lanka   \n",
       "77   28   30   22   6  0  127.27   1   run out     2     v Sri Lanka   \n",
       "78  175  198  140  14  5  125.00   1    bowled     1    v Bangladesh   \n",
       "79   20   38   21   3  0   95.23   2    caught     2     v Australia   \n",
       "80    5    8   11   1  0   45.45   1    caught     2     v Australia   \n",
       "81   96  132   97  10  0   98.96   2   run out     1     v Sri Lanka   \n",
       "82   15   21   15   2  0  100.00   2    caught     1     v Sri Lanka   \n",
       "83    3    6    6   0  0   50.00   2    caught     2     v Sri Lanka   \n",
       "84   34   46   29   6  0  117.24   2    caught     2     v Sri Lanka   \n",
       "\n",
       "                   Ground   Start Date  \n",
       "0                Bulawayo  27 Jun 2001  \n",
       "1           Colombo (RPS)  22 Jul 2001  \n",
       "2           Colombo (RPS)  28 Jul 2001  \n",
       "3           Colombo (SSC)   1 Aug 2001  \n",
       "4           Colombo (RPS)   5 Aug 2001  \n",
       "5            Johannesburg   5 Oct 2001  \n",
       "6               Centurion  10 Oct 2001  \n",
       "7             East London  19 Oct 2001  \n",
       "8                  Durban  26 Oct 2001  \n",
       "9              Bridgetown  29 May 2002  \n",
       "10          Port of Spain   1 Jun 2002  \n",
       "11          Port of Spain   2 Jun 2002  \n",
       "12                 Lord's  29 Jun 2002  \n",
       "13               The Oval   9 Jul 2002  \n",
       "14                 Lord's  13 Jul 2002  \n",
       "15               Auckland  26 Dec 2002  \n",
       "16                 Napier  29 Dec 2002  \n",
       "17           Christchurch   1 Jan 2003  \n",
       "18             Queenstown   4 Jan 2003  \n",
       "19             Wellington   8 Jan 2003  \n",
       "20               Auckland  11 Jan 2003  \n",
       "21               Hamilton  14 Jan 2003  \n",
       "22                 Harare  19 Feb 2003  \n",
       "23                  Dhaka  11 Apr 2003  \n",
       "24                  Dhaka  16 Apr 2003  \n",
       "25              Melbourne   9 Jan 2004  \n",
       "26                  Perth   1 Feb 2004  \n",
       "27              Melbourne   6 Feb 2004  \n",
       "28                 Sydney   8 Feb 2004  \n",
       "29                Karachi  13 Mar 2004  \n",
       "30             Rawalpindi  16 Mar 2004  \n",
       "31               Peshawar  19 Mar 2004  \n",
       "32                 Lahore  21 Mar 2004  \n",
       "33                 Lahore  24 Mar 2004  \n",
       "34               Dambulla  18 Jul 2004  \n",
       "35          Colombo (RPS)  27 Jul 2004  \n",
       "36          Colombo (RPS)   1 Aug 2004  \n",
       "37             Nottingham   1 Sep 2004  \n",
       "38               The Oval   3 Sep 2004  \n",
       "39                 Lord's   5 Sep 2004  \n",
       "40                  Dhaka  26 Dec 2004  \n",
       "41                  Dhaka  27 Dec 2004  \n",
       "42               Dambulla  30 Jul 2005  \n",
       "43               Dambulla   3 Aug 2005  \n",
       "44          Colombo (RPS)   9 Aug 2005  \n",
       "45                 Harare   4 Sep 2005  \n",
       "46  Melbourne (Docklands)   5 Oct 2005  \n",
       "47  Melbourne (Docklands)   7 Oct 2005  \n",
       "48  Melbourne (Docklands)   9 Oct 2005  \n",
       "49               Peshawar   6 Feb 2006  \n",
       "50             Rawalpindi  11 Feb 2006  \n",
       "51               Kingston  18 May 2006  \n",
       "52               Kingston  20 May 2006  \n",
       "53             Basseterre  23 May 2006  \n",
       "54          Port of Spain  26 May 2006  \n",
       "55          Port of Spain  28 May 2006  \n",
       "56              Cape Town  26 Nov 2006  \n",
       "57         Port Elizabeth  29 Nov 2006  \n",
       "58              Centurion   3 Dec 2006  \n",
       "59                  Dhaka  10 May 2007  \n",
       "60                  Dhaka  12 May 2007  \n",
       "61              Melbourne  10 Feb 2008  \n",
       "62                 Sydney  24 Feb 2008  \n",
       "63                  Dhaka  12 Jun 2008  \n",
       "64                Karachi  26 Jun 2008  \n",
       "65                Karachi   2 Jul 2008  \n",
       "66          Colombo (RPS)  31 Jan 2009  \n",
       "67          Colombo (RPS)   3 Feb 2009  \n",
       "68          Colombo (RPS)   5 Feb 2009  \n",
       "69          Colombo (RPS)   8 Feb 2009  \n",
       "70                 Napier   3 Mar 2009  \n",
       "71           Christchurch   8 Mar 2009  \n",
       "72               Hamilton  11 Mar 2009  \n",
       "73               Auckland  14 Mar 2009  \n",
       "74                  Dhaka   7 Jan 2010  \n",
       "75               Dambulla  16 Aug 2010  \n",
       "76               Dambulla  22 Aug 2010  \n",
       "77               Dambulla  28 Aug 2010  \n",
       "78                  Dhaka  19 Feb 2011  \n",
       "79               Adelaide  12 Feb 2012  \n",
       "80                 Sydney  26 Feb 2012  \n",
       "81             Hambantota  21 Jul 2012  \n",
       "82             Hambantota  24 Jul 2012  \n",
       "83          Colombo (RPS)  28 Jul 2012  \n",
       "84          Colombo (RPS)  31 Jul 2012  "
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.set_option('display.max_rows',1000)\n",
    "x=clean_batsman(\"sehwag\")\n",
    "x"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "34a55483",
   "metadata": {},
   "outputs": [],
   "source": [
    "def dict_opposition_file(df):\n",
    "    li=list(set(df[\"Opposition\"]))\n",
    "    dict_opp={}\n",
    "    for x in li:\n",
    "        ru=0\n",
    "        s4=0\n",
    "        s6=0\n",
    "        for i in range(0, len(df)):\n",
    "            if(df[\"Opposition\"][i]==x):\n",
    "                ru=ru+int(df[\"Runs\"][i])\n",
    "                s4=s4+int(df[\"4s\"][i])\n",
    "                s6=s6+int(df[\"6s\"][i])\n",
    "        val=[ru,s4,s6]\n",
    "        dict_opp[x[2:]]=val\n",
    "    return(dict_opp)\n",
    "\n",
    "def dict_ground_file(df):\n",
    "    li=list(set(df[\"Ground\"]))\n",
    "    dict_gnd={}\n",
    "    for x in li:\n",
    "        ru=0\n",
    "        s4=0\n",
    "        s6=0\n",
    "        for i in range(0, len(df)):\n",
    "            if(df[\"Ground\"][i]==x):\n",
    "                ru=ru+int(df[\"Runs\"][i])\n",
    "                s4=s4+int(df[\"4s\"][i])\n",
    "                s6=s6+int(df[\"6s\"][i])\n",
    "        val=[ru,s4,s6]\n",
    "        dict_gnd[x]=val\n",
    "    return(dict_gnd)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "b67e943a",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Naman\\AppData\\Local\\Temp/ipykernel_9348/1019180788.py:9: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  df[\"4s\"][i] = 0\n",
      "C:\\Users\\Naman\\AppData\\Local\\Temp/ipykernel_9348/1019180788.py:11: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  df[\"6s\"][i] = 0\n",
      "C:\\Users\\Naman\\AppData\\Local\\Temp/ipykernel_9348/1019180788.py:16: FutureWarning: The default value of regex will change from True to False in a future version. In addition, single character regular expressions will *not* be treated as literal strings when regex=True.\n",
      "  df[\"Runs\"] = df[\"Runs\"].str.replace(r'*', '')\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "{'Kolkata': [15, 3, 0],\n",
       " 'Dhaka': [319, 24, 10],\n",
       " 'Cuttack': [1, 0, 0],\n",
       " 'Mumbai': [38, 7, 0],\n",
       " 'Melbourne': [31, 3, 0],\n",
       " 'Dharamsala': [43, 1, 3],\n",
       " 'Chennai': [70, 10, 1],\n",
       " 'Bangalore': [9, 1, 0],\n",
       " 'Pallekele': [68, 11, 1],\n",
       " 'Rajkot': [29, 2, 1],\n",
       " 'Pune': [21, 2, 0],\n",
       " 'Manchester': [4, 0, 0],\n",
       " 'Harare': [26, 3, 1],\n",
       " 'Port of Spain': [14, 2, 0],\n",
       " 'Ahmedabad': [27, 3, 0],\n",
       " 'Birmingham': [66, 9, 1],\n",
       " 'Colombo (RPS)': [185, 20, 4],\n",
       " 'Sydney': [22, 0, 1],\n",
       " 'Durban': [28, 5, 0]}"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df=clean_batsman(\"kohli\")\n",
    "dict_ground_file(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "9ca17cb3",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "dict_values([[146, 11, 5], [68, 7, 1], [70, 10, 1], [184, 27, 1], [150, 16, 3], [145, 16, 5], [57, 3, 1], [120, 9, 3], [50, 4, 2], [26, 3, 1]])\n"
     ]
    }
   ],
   "source": [
    "val1=dict_opposition_file(df)\n",
    "print(val1.values())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "id": "88a7fa2e",
   "metadata": {},
   "outputs": [],
   "source": [
    "def ground_details(l,df):\n",
    "        ru=0\n",
    "        s4=0\n",
    "        s6=0\n",
    "        cnt=0\n",
    "        sr=0\n",
    "        bf=0\n",
    "        for i in range(0, len(df)):\n",
    "            if(df[\"Ground\"][i]==l):\n",
    "                ru=ru+int(df[\"Runs\"][i])\n",
    "                s4=s4+int(df[\"4s\"][i])\n",
    "                s6=s6+int(df[\"6s\"][i])\n",
    "                cnt=cnt+1\n",
    "                sr=sr+float(df[\"SR\"][i])\n",
    "                bf=bf+int(df[\"BF\"][i])\n",
    "        return(ru,s4,s6,cnt,round(sr/cnt,2),bf)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "id": "298974f3",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "15 3 0 1 93.75 16\n"
     ]
    }
   ],
   "source": [
    "x,y,z,a,b,c=ground_details(l=\"Kolkata\",df=df)\n",
    "print(x,y,z,a,b,c)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "id": "d05e5ca4",
   "metadata": {},
   "outputs": [],
   "source": [
    "def prep_dataset_ground(batsman):\n",
    "    ndf=pd.DataFrame(columns=[\"Batsman\",\"Ground\",\"Runs\",\"4s\",\"6s\",\"No. of Matches Played\",\"Average Strike Rate\",\"Balls Faced\"])\n",
    "    \n",
    "    for bat in batsman:\n",
    "        #print(str(x))\n",
    "        df=clean_batsman(str(bat))\n",
    "        li=list(set(df[\"Ground\"]))\n",
    "        for gnd in li:\n",
    "            ru,s_4,s_6,nmf,avg_sr,bf=ground_details(gnd,df)\n",
    "            add={\"Batsman\":bat,\"Ground\":gnd,\"Runs\":ru,\"4s\":s_4,\"6s\":s_6,\"No. of Matches Played\":nmf,\"Average Strike Rate\":avg_sr,\"Balls Faced\":bf}\n",
    "            ndf=ndf.append(add,ignore_index=True)\n",
    "    return(ndf)        \n",
    "            "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "id": "3bea4712",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Naman\\AppData\\Local\\Temp/ipykernel_9348/1019180788.py:9: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  df[\"4s\"][i] = 0\n",
      "C:\\Users\\Naman\\AppData\\Local\\Temp/ipykernel_9348/1019180788.py:11: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  df[\"6s\"][i] = 0\n",
      "C:\\Users\\Naman\\AppData\\Local\\Temp/ipykernel_9348/1019180788.py:16: FutureWarning: The default value of regex will change from True to False in a future version. In addition, single character regular expressions will *not* be treated as literal strings when regex=True.\n",
      "  df[\"Runs\"] = df[\"Runs\"].str.replace(r'*', '')\n"
     ]
    },
    {
     "ename": "ValueError",
     "evalue": "could not convert string to float: '-'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mValueError\u001b[0m                                Traceback (most recent call last)",
      "\u001b[1;32m~\\AppData\\Local\\Temp/ipykernel_9348/1452659603.py\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mgnd_df\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mprep_dataset_ground\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mbatsman\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;32m~\\AppData\\Local\\Temp/ipykernel_9348/206252999.py\u001b[0m in \u001b[0;36mprep_dataset_ground\u001b[1;34m(batsman)\u001b[0m\n\u001b[0;32m      7\u001b[0m         \u001b[0mli\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mlist\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mset\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m\"Ground\"\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      8\u001b[0m         \u001b[1;32mfor\u001b[0m \u001b[0mgnd\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mli\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 9\u001b[1;33m             \u001b[0mru\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0ms_4\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0ms_6\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mnmf\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mavg_sr\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mbf\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mground_details\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mgnd\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mdf\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m     10\u001b[0m             \u001b[0madd\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;33m{\u001b[0m\u001b[1;34m\"Batsman\"\u001b[0m\u001b[1;33m:\u001b[0m\u001b[0mbat\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;34m\"Ground\"\u001b[0m\u001b[1;33m:\u001b[0m\u001b[0mgnd\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;34m\"Runs\"\u001b[0m\u001b[1;33m:\u001b[0m\u001b[0mru\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;34m\"4s\"\u001b[0m\u001b[1;33m:\u001b[0m\u001b[0ms_4\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;34m\"6s\"\u001b[0m\u001b[1;33m:\u001b[0m\u001b[0ms_6\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;34m\"No. of Matches Played\"\u001b[0m\u001b[1;33m:\u001b[0m\u001b[0mnmf\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;34m\"Average Strike Rate\"\u001b[0m\u001b[1;33m:\u001b[0m\u001b[0mavg_sr\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;34m\"Balls Faced\"\u001b[0m\u001b[1;33m:\u001b[0m\u001b[0mbf\u001b[0m\u001b[1;33m}\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     11\u001b[0m             \u001b[0mndf\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mndf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mappend\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0madd\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mignore_index\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mTrue\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\AppData\\Local\\Temp/ipykernel_9348/3870713411.py\u001b[0m in \u001b[0;36mground_details\u001b[1;34m(l, df)\u001b[0m\n\u001b[0;32m     12\u001b[0m                 \u001b[0ms6\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0ms6\u001b[0m\u001b[1;33m+\u001b[0m\u001b[0mint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m\"6s\"\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mi\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     13\u001b[0m                 \u001b[0mcnt\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mcnt\u001b[0m\u001b[1;33m+\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 14\u001b[1;33m                 \u001b[0msr\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0msr\u001b[0m\u001b[1;33m+\u001b[0m\u001b[0mfloat\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m\"SR\"\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mi\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m     15\u001b[0m                 \u001b[0mbf\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mbf\u001b[0m\u001b[1;33m+\u001b[0m\u001b[0mint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m\"BF\"\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mi\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     16\u001b[0m         \u001b[1;32mreturn\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mru\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0ms4\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0ms6\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mcnt\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mround\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0msr\u001b[0m\u001b[1;33m/\u001b[0m\u001b[0mcnt\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m2\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mbf\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mValueError\u001b[0m: could not convert string to float: '-'"
     ]
    }
   ],
   "source": [
    "gnd_df=prep_dataset_ground(batsman)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "id": "7798d606",
   "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>Batsman</th>\n",
       "      <th>Ground</th>\n",
       "      <th>Runs</th>\n",
       "      <th>4s</th>\n",
       "      <th>6s</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>ganguly</td>\n",
       "      <td>Kandy</td>\n",
       "      <td>116</td>\n",
       "      <td>17</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>ganguly</td>\n",
       "      <td>Chittagong</td>\n",
       "      <td>201</td>\n",
       "      <td>23</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>ganguly</td>\n",
       "      <td>Brisbane</td>\n",
       "      <td>144</td>\n",
       "      <td>18</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>ganguly</td>\n",
       "      <td>Kolkata</td>\n",
       "      <td>440</td>\n",
       "      <td>57</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>ganguly</td>\n",
       "      <td>Dhaka</td>\n",
       "      <td>170</td>\n",
       "      <td>19</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>ganguly</td>\n",
       "      <td>Georgetown</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>ganguly</td>\n",
       "      <td>St John's</td>\n",
       "      <td>45</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>ganguly</td>\n",
       "      <td>Leeds</td>\n",
       "      <td>128</td>\n",
       "      <td>14</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>ganguly</td>\n",
       "      <td>Wellington</td>\n",
       "      <td>72</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>ganguly</td>\n",
       "      <td>Mumbai</td>\n",
       "      <td>230</td>\n",
       "      <td>32</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>ganguly</td>\n",
       "      <td>Lord's</td>\n",
       "      <td>210</td>\n",
       "      <td>30</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>ganguly</td>\n",
       "      <td>Galle</td>\n",
       "      <td>35</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>ganguly</td>\n",
       "      <td>Hamilton</td>\n",
       "      <td>122</td>\n",
       "      <td>17</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>ganguly</td>\n",
       "      <td>Melbourne</td>\n",
       "      <td>241</td>\n",
       "      <td>27</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>ganguly</td>\n",
       "      <td>Mohali</td>\n",
       "      <td>372</td>\n",
       "      <td>40</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>ganguly</td>\n",
       "      <td>Bloemfontein</td>\n",
       "      <td>44</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>ganguly</td>\n",
       "      <td>Chennai</td>\n",
       "      <td>153</td>\n",
       "      <td>17</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>ganguly</td>\n",
       "      <td>Bridgetown</td>\n",
       "      <td>138</td>\n",
       "      <td>15</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>ganguly</td>\n",
       "      <td>Kingston</td>\n",
       "      <td>106</td>\n",
       "      <td>16</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>ganguly</td>\n",
       "      <td>Colombo (SSC)</td>\n",
       "      <td>384</td>\n",
       "      <td>48</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>ganguly</td>\n",
       "      <td>Bangalore</td>\n",
       "      <td>503</td>\n",
       "      <td>59</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>ganguly</td>\n",
       "      <td>Perth</td>\n",
       "      <td>9</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>ganguly</td>\n",
       "      <td>Nottingham</td>\n",
       "      <td>432</td>\n",
       "      <td>59</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>ganguly</td>\n",
       "      <td>Colombo (PSS)</td>\n",
       "      <td>53</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>ganguly</td>\n",
       "      <td>Delhi</td>\n",
       "      <td>582</td>\n",
       "      <td>76</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>ganguly</td>\n",
       "      <td>Johannesburg</td>\n",
       "      <td>209</td>\n",
       "      <td>32</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>ganguly</td>\n",
       "      <td>Harare</td>\n",
       "      <td>108</td>\n",
       "      <td>14</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>ganguly</td>\n",
       "      <td>Kanpur</td>\n",
       "      <td>237</td>\n",
       "      <td>31</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>ganguly</td>\n",
       "      <td>Cape Town</td>\n",
       "      <td>165</td>\n",
       "      <td>21</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>ganguly</td>\n",
       "      <td>Port of Spain</td>\n",
       "      <td>106</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>ganguly</td>\n",
       "      <td>Adelaide</td>\n",
       "      <td>142</td>\n",
       "      <td>15</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>ganguly</td>\n",
       "      <td>Ahmedabad</td>\n",
       "      <td>411</td>\n",
       "      <td>42</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>ganguly</td>\n",
       "      <td>Port Elizabeth</td>\n",
       "      <td>46</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>ganguly</td>\n",
       "      <td>Nagpur</td>\n",
       "      <td>252</td>\n",
       "      <td>30</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>ganguly</td>\n",
       "      <td>Rawalpindi</td>\n",
       "      <td>77</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>ganguly</td>\n",
       "      <td>Colombo (RPS)</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>ganguly</td>\n",
       "      <td>The Oval</td>\n",
       "      <td>145</td>\n",
       "      <td>21</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>ganguly</td>\n",
       "      <td>Bulawayo</td>\n",
       "      <td>106</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>ganguly</td>\n",
       "      <td>Karachi</td>\n",
       "      <td>71</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>ganguly</td>\n",
       "      <td>Sydney</td>\n",
       "      <td>160</td>\n",
       "      <td>22</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>ganguly</td>\n",
       "      <td>Durban</td>\n",
       "      <td>42</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>devilliers</td>\n",
       "      <td>North Sound</td>\n",
       "      <td>143</td>\n",
       "      <td>8</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>devilliers</td>\n",
       "      <td>Dhaka</td>\n",
       "      <td>144</td>\n",
       "      <td>13</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>devilliers</td>\n",
       "      <td>Leeds</td>\n",
       "      <td>24</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>devilliers</td>\n",
       "      <td>Canberra</td>\n",
       "      <td>76</td>\n",
       "      <td>7</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>devilliers</td>\n",
       "      <td>Hyderabad (Deccan)</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>devilliers</td>\n",
       "      <td>Wellington</td>\n",
       "      <td>205</td>\n",
       "      <td>9</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>devilliers</td>\n",
       "      <td>Lahore</td>\n",
       "      <td>155</td>\n",
       "      <td>15</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>devilliers</td>\n",
       "      <td>Dubai (DSC)</td>\n",
       "      <td>139</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>devilliers</td>\n",
       "      <td>Lord's</td>\n",
       "      <td>53</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>devilliers</td>\n",
       "      <td>Abu Dhabi</td>\n",
       "      <td>144</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>devilliers</td>\n",
       "      <td>Hamilton</td>\n",
       "      <td>58</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>devilliers</td>\n",
       "      <td>Jaipur</td>\n",
       "      <td>71</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>devilliers</td>\n",
       "      <td>Melbourne</td>\n",
       "      <td>121</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>devilliers</td>\n",
       "      <td>Mohali</td>\n",
       "      <td>144</td>\n",
       "      <td>15</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>devilliers</td>\n",
       "      <td>Bloemfontein</td>\n",
       "      <td>156</td>\n",
       "      <td>13</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>devilliers</td>\n",
       "      <td>Faisalabad</td>\n",
       "      <td>17</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>devilliers</td>\n",
       "      <td>Chennai</td>\n",
       "      <td>108</td>\n",
       "      <td>8</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>devilliers</td>\n",
       "      <td>Bridgetown</td>\n",
       "      <td>42</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>devilliers</td>\n",
       "      <td>Belfast</td>\n",
       "      <td>79</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>devilliers</td>\n",
       "      <td>Paarl</td>\n",
       "      <td>59</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>devilliers</td>\n",
       "      <td>Bangalore</td>\n",
       "      <td>8</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>devilliers</td>\n",
       "      <td>Perth</td>\n",
       "      <td>188</td>\n",
       "      <td>16</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>devilliers</td>\n",
       "      <td>Auckland</td>\n",
       "      <td>151</td>\n",
       "      <td>15</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>devilliers</td>\n",
       "      <td>Pallekele</td>\n",
       "      <td>80</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>devilliers</td>\n",
       "      <td>Roseau</td>\n",
       "      <td>127</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>devilliers</td>\n",
       "      <td>Nottingham</td>\n",
       "      <td>80</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>devilliers</td>\n",
       "      <td>Johannesburg</td>\n",
       "      <td>610</td>\n",
       "      <td>48</td>\n",
       "      <td>29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>devilliers</td>\n",
       "      <td>Delhi</td>\n",
       "      <td>107</td>\n",
       "      <td>8</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>devilliers</td>\n",
       "      <td>Harare</td>\n",
       "      <td>322</td>\n",
       "      <td>27</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>devilliers</td>\n",
       "      <td>Port of Spain</td>\n",
       "      <td>60</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>devilliers</td>\n",
       "      <td>Cape Town</td>\n",
       "      <td>380</td>\n",
       "      <td>44</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>devilliers</td>\n",
       "      <td>Kimberley</td>\n",
       "      <td>124</td>\n",
       "      <td>12</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>devilliers</td>\n",
       "      <td>Adelaide</td>\n",
       "      <td>82</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>devilliers</td>\n",
       "      <td>Centurion</td>\n",
       "      <td>593</td>\n",
       "      <td>59</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>devilliers</td>\n",
       "      <td>Gros Islet</td>\n",
       "      <td>15</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>devilliers</td>\n",
       "      <td>Ahmedabad</td>\n",
       "      <td>156</td>\n",
       "      <td>14</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>devilliers</td>\n",
       "      <td>Cardiff</td>\n",
       "      <td>107</td>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>devilliers</td>\n",
       "      <td>Providence</td>\n",
       "      <td>15</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>devilliers</td>\n",
       "      <td>Hobart</td>\n",
       "      <td>44</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>devilliers</td>\n",
       "      <td>Multan</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>devilliers</td>\n",
       "      <td>Napier</td>\n",
       "      <td>31</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>devilliers</td>\n",
       "      <td>Birmingham</td>\n",
       "      <td>31</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>devilliers</td>\n",
       "      <td>Mount Maunganui</td>\n",
       "      <td>126</td>\n",
       "      <td>14</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>devilliers</td>\n",
       "      <td>Port Elizabeth</td>\n",
       "      <td>361</td>\n",
       "      <td>37</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>devilliers</td>\n",
       "      <td>Benoni</td>\n",
       "      <td>309</td>\n",
       "      <td>21</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>devilliers</td>\n",
       "      <td>Nagpur</td>\n",
       "      <td>52</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>devilliers</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>28</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>devilliers</td>\n",
       "      <td>Colombo (RPS)</td>\n",
       "      <td>161</td>\n",
       "      <td>16</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>devilliers</td>\n",
       "      <td>East London</td>\n",
       "      <td>19</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>devilliers</td>\n",
       "      <td>Hambantota</td>\n",
       "      <td>108</td>\n",
       "      <td>11</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>devilliers</td>\n",
       "      <td>Potchefstroom</td>\n",
       "      <td>136</td>\n",
       "      <td>8</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>devilliers</td>\n",
       "      <td>St George's</td>\n",
       "      <td>146</td>\n",
       "      <td>12</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>devilliers</td>\n",
       "      <td>Durban</td>\n",
       "      <td>568</td>\n",
       "      <td>55</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>devilliers</td>\n",
       "      <td>Sharjah</td>\n",
       "      <td>119</td>\n",
       "      <td>10</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>devilliers</td>\n",
       "      <td>The Oval</td>\n",
       "      <td>40</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>devilliers</td>\n",
       "      <td>Bulawayo</td>\n",
       "      <td>85</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>devilliers</td>\n",
       "      <td>Gwalior</td>\n",
       "      <td>114</td>\n",
       "      <td>13</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>devilliers</td>\n",
       "      <td>Sydney</td>\n",
       "      <td>167</td>\n",
       "      <td>18</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>devilliers</td>\n",
       "      <td>Basseterre</td>\n",
       "      <td>154</td>\n",
       "      <td>23</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>tendulkarsp</td>\n",
       "      <td>Chittagong</td>\n",
       "      <td>289</td>\n",
       "      <td>30</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101</th>\n",
       "      <td>tendulkarsp</td>\n",
       "      <td>Brisbane</td>\n",
       "      <td>23</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>102</th>\n",
       "      <td>tendulkarsp</td>\n",
       "      <td>Kolkata</td>\n",
       "      <td>872</td>\n",
       "      <td>130</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>103</th>\n",
       "      <td>tendulkarsp</td>\n",
       "      <td>Dhaka</td>\n",
       "      <td>531</td>\n",
       "      <td>57</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>104</th>\n",
       "      <td>tendulkarsp</td>\n",
       "      <td>Leeds</td>\n",
       "      <td>193</td>\n",
       "      <td>19</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105</th>\n",
       "      <td>tendulkarsp</td>\n",
       "      <td>Cuttack</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>106</th>\n",
       "      <td>tendulkarsp</td>\n",
       "      <td>Sialkot</td>\n",
       "      <td>92</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>107</th>\n",
       "      <td>tendulkarsp</td>\n",
       "      <td>Georgetown</td>\n",
       "      <td>162</td>\n",
       "      <td>22</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>108</th>\n",
       "      <td>tendulkarsp</td>\n",
       "      <td>St John's</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>109</th>\n",
       "      <td>tendulkarsp</td>\n",
       "      <td>Hyderabad (Deccan)</td>\n",
       "      <td>39</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>110</th>\n",
       "      <td>tendulkarsp</td>\n",
       "      <td>Chandigarh</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>111</th>\n",
       "      <td>tendulkarsp</td>\n",
       "      <td>Wellington</td>\n",
       "      <td>290</td>\n",
       "      <td>40</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>112</th>\n",
       "      <td>tendulkarsp</td>\n",
       "      <td>Lahore</td>\n",
       "      <td>51</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>113</th>\n",
       "      <td>tendulkarsp</td>\n",
       "      <td>Mumbai</td>\n",
       "      <td>921</td>\n",
       "      <td>125</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114</th>\n",
       "      <td>tendulkarsp</td>\n",
       "      <td>Galle</td>\n",
       "      <td>128</td>\n",
       "      <td>18</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>115</th>\n",
       "      <td>tendulkarsp</td>\n",
       "      <td>Lord's</td>\n",
       "      <td>195</td>\n",
       "      <td>30</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>116</th>\n",
       "      <td>tendulkarsp</td>\n",
       "      <td>Hamilton</td>\n",
       "      <td>322</td>\n",
       "      <td>48</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117</th>\n",
       "      <td>tendulkarsp</td>\n",
       "      <td>Melbourne</td>\n",
       "      <td>449</td>\n",
       "      <td>43</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>118</th>\n",
       "      <td>tendulkarsp</td>\n",
       "      <td>Mohali</td>\n",
       "      <td>767</td>\n",
       "      <td>98</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>119</th>\n",
       "      <td>tendulkarsp</td>\n",
       "      <td>Bloemfontein</td>\n",
       "      <td>170</td>\n",
       "      <td>25</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>120</th>\n",
       "      <td>tendulkarsp</td>\n",
       "      <td>Faisalabad</td>\n",
       "      <td>81</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>121</th>\n",
       "      <td>tendulkarsp</td>\n",
       "      <td>Chennai</td>\n",
       "      <td>970</td>\n",
       "      <td>107</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>122</th>\n",
       "      <td>tendulkarsp</td>\n",
       "      <td>Colombo (SSC)</td>\n",
       "      <td>698</td>\n",
       "      <td>80</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>123</th>\n",
       "      <td>tendulkarsp</td>\n",
       "      <td>Bridgetown</td>\n",
       "      <td>104</td>\n",
       "      <td>15</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>124</th>\n",
       "      <td>tendulkarsp</td>\n",
       "      <td>Kingston</td>\n",
       "      <td>149</td>\n",
       "      <td>22</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>125</th>\n",
       "      <td>tendulkarsp</td>\n",
       "      <td>Bangalore</td>\n",
       "      <td>869</td>\n",
       "      <td>118</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>126</th>\n",
       "      <td>tendulkarsp</td>\n",
       "      <td>Perth</td>\n",
       "      <td>226</td>\n",
       "      <td>32</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>127</th>\n",
       "      <td>tendulkarsp</td>\n",
       "      <td>Auckland</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>128</th>\n",
       "      <td>tendulkarsp</td>\n",
       "      <td>Nottingham</td>\n",
       "      <td>541</td>\n",
       "      <td>83</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129</th>\n",
       "      <td>tendulkarsp</td>\n",
       "      <td>Colombo (PSS)</td>\n",
       "      <td>186</td>\n",
       "      <td>19</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>130</th>\n",
       "      <td>tendulkarsp</td>\n",
       "      <td>Delhi</td>\n",
       "      <td>759</td>\n",
       "      <td>110</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>131</th>\n",
       "      <td>tendulkarsp</td>\n",
       "      <td>Johannesburg</td>\n",
       "      <td>214</td>\n",
       "      <td>38</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>132</th>\n",
       "      <td>tendulkarsp</td>\n",
       "      <td>Harare</td>\n",
       "      <td>130</td>\n",
       "      <td>14</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>133</th>\n",
       "      <td>tendulkarsp</td>\n",
       "      <td>Manchester</td>\n",
       "      <td>187</td>\n",
       "      <td>25</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>134</th>\n",
       "      <td>tendulkarsp</td>\n",
       "      <td>Kanpur</td>\n",
       "      <td>199</td>\n",
       "      <td>19</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>135</th>\n",
       "      <td>tendulkarsp</td>\n",
       "      <td>Port of Spain</td>\n",
       "      <td>205</td>\n",
       "      <td>23</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>136</th>\n",
       "      <td>tendulkarsp</td>\n",
       "      <td>Adelaide</td>\n",
       "      <td>326</td>\n",
       "      <td>35</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>137</th>\n",
       "      <td>tendulkarsp</td>\n",
       "      <td>Cape Town</td>\n",
       "      <td>489</td>\n",
       "      <td>64</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>138</th>\n",
       "      <td>tendulkarsp</td>\n",
       "      <td>Centurion</td>\n",
       "      <td>147</td>\n",
       "      <td>21</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139</th>\n",
       "      <td>tendulkarsp</td>\n",
       "      <td>Christchurch</td>\n",
       "      <td>24</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>140</th>\n",
       "      <td>tendulkarsp</td>\n",
       "      <td>Ahmedabad</td>\n",
       "      <td>642</td>\n",
       "      <td>84</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>141</th>\n",
       "      <td>tendulkarsp</td>\n",
       "      <td>Multan</td>\n",
       "      <td>194</td>\n",
       "      <td>21</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>142</th>\n",
       "      <td>tendulkarsp</td>\n",
       "      <td>Birmingham</td>\n",
       "      <td>187</td>\n",
       "      <td>31</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>143</th>\n",
       "      <td>tendulkarsp</td>\n",
       "      <td>Napier</td>\n",
       "      <td>201</td>\n",
       "      <td>21</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>144</th>\n",
       "      <td>tendulkarsp</td>\n",
       "      <td>Port Elizabeth</td>\n",
       "      <td>29</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>145</th>\n",
       "      <td>tendulkarsp</td>\n",
       "      <td>Nagpur</td>\n",
       "      <td>970</td>\n",
       "      <td>120</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>146</th>\n",
       "      <td>tendulkarsp</td>\n",
       "      <td>Rawalpindi</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>147</th>\n",
       "      <td>tendulkarsp</td>\n",
       "      <td>Colombo (RPS)</td>\n",
       "      <td>143</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>148</th>\n",
       "      <td>tendulkarsp</td>\n",
       "      <td>Lucknow</td>\n",
       "      <td>142</td>\n",
       "      <td>22</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149</th>\n",
       "      <td>tendulkarsp</td>\n",
       "      <td>Mumbai (BS)</td>\n",
       "      <td>53</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>150</th>\n",
       "      <td>tendulkarsp</td>\n",
       "      <td>The Oval</td>\n",
       "      <td>272</td>\n",
       "      <td>39</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>151</th>\n",
       "      <td>tendulkarsp</td>\n",
       "      <td>Bulawayo</td>\n",
       "      <td>110</td>\n",
       "      <td>16</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>152</th>\n",
       "      <td>tendulkarsp</td>\n",
       "      <td>Karachi</td>\n",
       "      <td>64</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>153</th>\n",
       "      <td>tendulkarsp</td>\n",
       "      <td>Sydney</td>\n",
       "      <td>785</td>\n",
       "      <td>95</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>154</th>\n",
       "      <td>tendulkarsp</td>\n",
       "      <td>Durban</td>\n",
       "      <td>112</td>\n",
       "      <td>19</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>155</th>\n",
       "      <td>kohli1</td>\n",
       "      <td>Kolkata</td>\n",
       "      <td>70</td>\n",
       "      <td>10</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>156</th>\n",
       "      <td>kohli1</td>\n",
       "      <td>Dhaka</td>\n",
       "      <td>472</td>\n",
       "      <td>44</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>157</th>\n",
       "      <td>kohli1</td>\n",
       "      <td>Cuttack</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>158</th>\n",
       "      <td>kohli1</td>\n",
       "      <td>Mumbai</td>\n",
       "      <td>127</td>\n",
       "      <td>18</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>159</th>\n",
       "      <td>kohli1</td>\n",
       "      <td>Melbourne</td>\n",
       "      <td>90</td>\n",
       "      <td>10</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>160</th>\n",
       "      <td>kohli1</td>\n",
       "      <td>Mohali</td>\n",
       "      <td>82</td>\n",
       "      <td>9</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>161</th>\n",
       "      <td>kohli1</td>\n",
       "      <td>Dharamsala</td>\n",
       "      <td>43</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>162</th>\n",
       "      <td>kohli1</td>\n",
       "      <td>Chennai</td>\n",
       "      <td>70</td>\n",
       "      <td>10</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>163</th>\n",
       "      <td>kohli1</td>\n",
       "      <td>Bangalore</td>\n",
       "      <td>33</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>164</th>\n",
       "      <td>kohli1</td>\n",
       "      <td>Pallekele</td>\n",
       "      <td>68</td>\n",
       "      <td>11</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>165</th>\n",
       "      <td>kohli1</td>\n",
       "      <td>Rajkot</td>\n",
       "      <td>29</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>166</th>\n",
       "      <td>kohli1</td>\n",
       "      <td>Pune</td>\n",
       "      <td>21</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>167</th>\n",
       "      <td>kohli1</td>\n",
       "      <td>Manchester</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>168</th>\n",
       "      <td>kohli1</td>\n",
       "      <td>Harare</td>\n",
       "      <td>26</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>169</th>\n",
       "      <td>kohli1</td>\n",
       "      <td>Port of Spain</td>\n",
       "      <td>14</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>170</th>\n",
       "      <td>kohli1</td>\n",
       "      <td>Adelaide</td>\n",
       "      <td>90</td>\n",
       "      <td>9</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>171</th>\n",
       "      <td>kohli1</td>\n",
       "      <td>Ahmedabad</td>\n",
       "      <td>27</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>172</th>\n",
       "      <td>kohli1</td>\n",
       "      <td>Birmingham</td>\n",
       "      <td>66</td>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>173</th>\n",
       "      <td>kohli1</td>\n",
       "      <td>Nagpur</td>\n",
       "      <td>23</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>174</th>\n",
       "      <td>kohli1</td>\n",
       "      <td>Colombo (RPS)</td>\n",
       "      <td>185</td>\n",
       "      <td>20</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>175</th>\n",
       "      <td>kohli1</td>\n",
       "      <td>Sydney</td>\n",
       "      <td>72</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>176</th>\n",
       "      <td>kohli1</td>\n",
       "      <td>Durban</td>\n",
       "      <td>28</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177</th>\n",
       "      <td>tendulkar2</td>\n",
       "      <td>Chittagong</td>\n",
       "      <td>157</td>\n",
       "      <td>19</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>178</th>\n",
       "      <td>tendulkar2</td>\n",
       "      <td>Brisbane</td>\n",
       "      <td>23</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>179</th>\n",
       "      <td>tendulkar2</td>\n",
       "      <td>Dhaka</td>\n",
       "      <td>531</td>\n",
       "      <td>57</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>180</th>\n",
       "      <td>tendulkar2</td>\n",
       "      <td>Leeds</td>\n",
       "      <td>193</td>\n",
       "      <td>19</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>181</th>\n",
       "      <td>tendulkar2</td>\n",
       "      <td>Wellington</td>\n",
       "      <td>219</td>\n",
       "      <td>29</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>182</th>\n",
       "      <td>tendulkar2</td>\n",
       "      <td>Lahore</td>\n",
       "      <td>10</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>183</th>\n",
       "      <td>tendulkar2</td>\n",
       "      <td>Lord's</td>\n",
       "      <td>111</td>\n",
       "      <td>16</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>184</th>\n",
       "      <td>tendulkar2</td>\n",
       "      <td>Galle</td>\n",
       "      <td>128</td>\n",
       "      <td>18</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>185</th>\n",
       "      <td>tendulkar2</td>\n",
       "      <td>Hamilton</td>\n",
       "      <td>201</td>\n",
       "      <td>32</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>186</th>\n",
       "      <td>tendulkar2</td>\n",
       "      <td>Melbourne</td>\n",
       "      <td>449</td>\n",
       "      <td>43</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>187</th>\n",
       "      <td>tendulkar2</td>\n",
       "      <td>Bloemfontein</td>\n",
       "      <td>170</td>\n",
       "      <td>25</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>188</th>\n",
       "      <td>tendulkar2</td>\n",
       "      <td>Colombo (SSC)</td>\n",
       "      <td>171</td>\n",
       "      <td>20</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>189</th>\n",
       "      <td>tendulkar2</td>\n",
       "      <td>Bridgetown</td>\n",
       "      <td>104</td>\n",
       "      <td>15</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>190</th>\n",
       "      <td>tendulkar2</td>\n",
       "      <td>Kingston</td>\n",
       "      <td>127</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>191</th>\n",
       "      <td>tendulkar2</td>\n",
       "      <td>Perth</td>\n",
       "      <td>226</td>\n",
       "      <td>32</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>192</th>\n",
       "      <td>tendulkar2</td>\n",
       "      <td>Nottingham</td>\n",
       "      <td>164</td>\n",
       "      <td>23</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>193</th>\n",
       "      <td>tendulkar2</td>\n",
       "      <td>Colombo (PSS)</td>\n",
       "      <td>115</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>194</th>\n",
       "      <td>tendulkar2</td>\n",
       "      <td>Johannesburg</td>\n",
       "      <td>58</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>195</th>\n",
       "      <td>tendulkar2</td>\n",
       "      <td>Harare</td>\n",
       "      <td>130</td>\n",
       "      <td>14</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>196</th>\n",
       "      <td>tendulkar2</td>\n",
       "      <td>Port of Spain</td>\n",
       "      <td>117</td>\n",
       "      <td>14</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>197</th>\n",
       "      <td>tendulkar2</td>\n",
       "      <td>Cape Town</td>\n",
       "      <td>256</td>\n",
       "      <td>39</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>198</th>\n",
       "      <td>tendulkar2</td>\n",
       "      <td>Adelaide</td>\n",
       "      <td>160</td>\n",
       "      <td>21</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199</th>\n",
       "      <td>tendulkar2</td>\n",
       "      <td>Centurion</td>\n",
       "      <td>147</td>\n",
       "      <td>21</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>200</th>\n",
       "      <td>tendulkar2</td>\n",
       "      <td>Christchurch</td>\n",
       "      <td>24</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201</th>\n",
       "      <td>tendulkar2</td>\n",
       "      <td>Multan</td>\n",
       "      <td>194</td>\n",
       "      <td>21</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>202</th>\n",
       "      <td>tendulkar2</td>\n",
       "      <td>Birmingham</td>\n",
       "      <td>187</td>\n",
       "      <td>31</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>203</th>\n",
       "      <td>tendulkar2</td>\n",
       "      <td>Port Elizabeth</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>204</th>\n",
       "      <td>tendulkar2</td>\n",
       "      <td>Rawalpindi</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>205</th>\n",
       "      <td>tendulkar2</td>\n",
       "      <td>The Oval</td>\n",
       "      <td>114</td>\n",
       "      <td>15</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>206</th>\n",
       "      <td>tendulkar2</td>\n",
       "      <td>Bulawayo</td>\n",
       "      <td>110</td>\n",
       "      <td>16</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>207</th>\n",
       "      <td>tendulkar2</td>\n",
       "      <td>Karachi</td>\n",
       "      <td>49</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>208</th>\n",
       "      <td>tendulkar2</td>\n",
       "      <td>Sydney</td>\n",
       "      <td>336</td>\n",
       "      <td>43</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>209</th>\n",
       "      <td>tendulkar2</td>\n",
       "      <td>Durban</td>\n",
       "      <td>101</td>\n",
       "      <td>18</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>210</th>\n",
       "      <td>maxwell</td>\n",
       "      <td>Brisbane</td>\n",
       "      <td>54</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>211</th>\n",
       "      <td>maxwell</td>\n",
       "      <td>Canberra</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>212</th>\n",
       "      <td>maxwell</td>\n",
       "      <td>Dubai (DSC)</td>\n",
       "      <td>76</td>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>213</th>\n",
       "      <td>maxwell</td>\n",
       "      <td>Abu Dhabi</td>\n",
       "      <td>48</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>214</th>\n",
       "      <td>maxwell</td>\n",
       "      <td>Jaipur</td>\n",
       "      <td>53</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>215</th>\n",
       "      <td>maxwell</td>\n",
       "      <td>Melbourne</td>\n",
       "      <td>101</td>\n",
       "      <td>13</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>216</th>\n",
       "      <td>maxwell</td>\n",
       "      <td>Mohali</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>217</th>\n",
       "      <td>maxwell</td>\n",
       "      <td>Auckland</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>218</th>\n",
       "      <td>maxwell</td>\n",
       "      <td>Perth</td>\n",
       "      <td>289</td>\n",
       "      <td>37</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>219</th>\n",
       "      <td>maxwell</td>\n",
       "      <td>Bangalore</td>\n",
       "      <td>60</td>\n",
       "      <td>3</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>220</th>\n",
       "      <td>maxwell</td>\n",
       "      <td>Pune</td>\n",
       "      <td>31</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>221</th>\n",
       "      <td>maxwell</td>\n",
       "      <td>Harare</td>\n",
       "      <td>115</td>\n",
       "      <td>11</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>222</th>\n",
       "      <td>maxwell</td>\n",
       "      <td>Adelaide</td>\n",
       "      <td>74</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>223</th>\n",
       "      <td>maxwell</td>\n",
       "      <td>Hobart</td>\n",
       "      <td>46</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>224</th>\n",
       "      <td>maxwell</td>\n",
       "      <td>Birmingham</td>\n",
       "      <td>29</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>225</th>\n",
       "      <td>maxwell</td>\n",
       "      <td>Nagpur</td>\n",
       "      <td>9</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>226</th>\n",
       "      <td>maxwell</td>\n",
       "      <td>Sharjah</td>\n",
       "      <td>117</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>227</th>\n",
       "      <td>maxwell</td>\n",
       "      <td>The Oval</td>\n",
       "      <td>32</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>228</th>\n",
       "      <td>maxwell</td>\n",
       "      <td>Sydney</td>\n",
       "      <td>133</td>\n",
       "      <td>13</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>229</th>\n",
       "      <td>maxwell</td>\n",
       "      <td>Ranchi</td>\n",
       "      <td>92</td>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>230</th>\n",
       "      <td>gayle</td>\n",
       "      <td>Kandy</td>\n",
       "      <td>93</td>\n",
       "      <td>19</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>231</th>\n",
       "      <td>gayle</td>\n",
       "      <td>Chittagong</td>\n",
       "      <td>38</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>232</th>\n",
       "      <td>gayle</td>\n",
       "      <td>Vijayawada</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>233</th>\n",
       "      <td>gayle</td>\n",
       "      <td>Brisbane</td>\n",
       "      <td>142</td>\n",
       "      <td>16</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>234</th>\n",
       "      <td>gayle</td>\n",
       "      <td>St John's</td>\n",
       "      <td>134</td>\n",
       "      <td>17</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>235</th>\n",
       "      <td>gayle</td>\n",
       "      <td>Dhaka</td>\n",
       "      <td>161</td>\n",
       "      <td>24</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>236</th>\n",
       "      <td>gayle</td>\n",
       "      <td>Jamshedpur</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>237</th>\n",
       "      <td>gayle</td>\n",
       "      <td>Georgetown</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>238</th>\n",
       "      <td>gayle</td>\n",
       "      <td>Leeds</td>\n",
       "      <td>23</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>239</th>\n",
       "      <td>gayle</td>\n",
       "      <td>Cuttack</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>240</th>\n",
       "      <td>gayle</td>\n",
       "      <td>North Sound</td>\n",
       "      <td>117</td>\n",
       "      <td>19</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>241</th>\n",
       "      <td>gayle</td>\n",
       "      <td>Canberra</td>\n",
       "      <td>217</td>\n",
       "      <td>10</td>\n",
       "      <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>242</th>\n",
       "      <td>gayle</td>\n",
       "      <td>Wellington</td>\n",
       "      <td>85</td>\n",
       "      <td>6</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>243</th>\n",
       "      <td>gayle</td>\n",
       "      <td>Nairobi (Gym)</td>\n",
       "      <td>80</td>\n",
       "      <td>9</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>244</th>\n",
       "      <td>gayle</td>\n",
       "      <td>Lahore</td>\n",
       "      <td>41</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>245</th>\n",
       "      <td>gayle</td>\n",
       "      <td>Melbourne (Docklands)</td>\n",
       "      <td>54</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>246</th>\n",
       "      <td>gayle</td>\n",
       "      <td>Lord's</td>\n",
       "      <td>142</td>\n",
       "      <td>13</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>247</th>\n",
       "      <td>gayle</td>\n",
       "      <td>Abu Dhabi</td>\n",
       "      <td>235</td>\n",
       "      <td>16</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>248</th>\n",
       "      <td>gayle</td>\n",
       "      <td>Khulna</td>\n",
       "      <td>50</td>\n",
       "      <td>6</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>249</th>\n",
       "      <td>gayle</td>\n",
       "      <td>Nelson</td>\n",
       "      <td>36</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>250</th>\n",
       "      <td>gayle</td>\n",
       "      <td>Chester-le-Street</td>\n",
       "      <td>29</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>251</th>\n",
       "      <td>gayle</td>\n",
       "      <td>Jaipur</td>\n",
       "      <td>237</td>\n",
       "      <td>28</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>252</th>\n",
       "      <td>gayle</td>\n",
       "      <td>Melbourne</td>\n",
       "      <td>22</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>253</th>\n",
       "      <td>gayle</td>\n",
       "      <td>Faisalabad</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>254</th>\n",
       "      <td>gayle</td>\n",
       "      <td>Chennai</td>\n",
       "      <td>43</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>255</th>\n",
       "      <td>gayle</td>\n",
       "      <td>Bridgetown</td>\n",
       "      <td>503</td>\n",
       "      <td>43</td>\n",
       "      <td>21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>256</th>\n",
       "      <td>gayle</td>\n",
       "      <td>Kingston</td>\n",
       "      <td>783</td>\n",
       "      <td>85</td>\n",
       "      <td>30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>257</th>\n",
       "      <td>gayle</td>\n",
       "      <td>Colombo (SSC)</td>\n",
       "      <td>114</td>\n",
       "      <td>16</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>258</th>\n",
       "      <td>gayle</td>\n",
       "      <td>Perth</td>\n",
       "      <td>29</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>259</th>\n",
       "      <td>gayle</td>\n",
       "      <td>Auckland</td>\n",
       "      <td>48</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>260</th>\n",
       "      <td>gayle</td>\n",
       "      <td>Kuala Lumpur</td>\n",
       "      <td>183</td>\n",
       "      <td>23</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>261</th>\n",
       "      <td>gayle</td>\n",
       "      <td>Kingstown</td>\n",
       "      <td>308</td>\n",
       "      <td>38</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>262</th>\n",
       "      <td>gayle</td>\n",
       "      <td>Roseau</td>\n",
       "      <td>45</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>263</th>\n",
       "      <td>gayle</td>\n",
       "      <td>Nottingham</td>\n",
       "      <td>179</td>\n",
       "      <td>21</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>264</th>\n",
       "      <td>gayle</td>\n",
       "      <td>Nairobi</td>\n",
       "      <td>152</td>\n",
       "      <td>17</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>265</th>\n",
       "      <td>gayle</td>\n",
       "      <td>Rajkot</td>\n",
       "      <td>72</td>\n",
       "      <td>12</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>266</th>\n",
       "      <td>gayle</td>\n",
       "      <td>Basseterre</td>\n",
       "      <td>175</td>\n",
       "      <td>17</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>267</th>\n",
       "      <td>gayle</td>\n",
       "      <td>King City (NW)</td>\n",
       "      <td>129</td>\n",
       "      <td>17</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>268</th>\n",
       "      <td>gayle</td>\n",
       "      <td>Jodhpur</td>\n",
       "      <td>27</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>269</th>\n",
       "      <td>gayle</td>\n",
       "      <td>Toronto</td>\n",
       "      <td>29</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>270</th>\n",
       "      <td>gayle</td>\n",
       "      <td>Harare</td>\n",
       "      <td>403</td>\n",
       "      <td>52</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>271</th>\n",
       "      <td>gayle</td>\n",
       "      <td>Canterbury</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>272</th>\n",
       "      <td>gayle</td>\n",
       "      <td>Port of Spain</td>\n",
       "      <td>529</td>\n",
       "      <td>63</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>273</th>\n",
       "      <td>gayle</td>\n",
       "      <td>Cape Town</td>\n",
       "      <td>61</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>274</th>\n",
       "      <td>gayle</td>\n",
       "      <td>Kimberley</td>\n",
       "      <td>119</td>\n",
       "      <td>8</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>275</th>\n",
       "      <td>gayle</td>\n",
       "      <td>Johannesburg</td>\n",
       "      <td>171</td>\n",
       "      <td>14</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>276</th>\n",
       "      <td>gayle</td>\n",
       "      <td>Adelaide</td>\n",
       "      <td>11</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>277</th>\n",
       "      <td>gayle</td>\n",
       "      <td>Queenstown</td>\n",
       "      <td>25</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>278</th>\n",
       "      <td>gayle</td>\n",
       "      <td>Centurion</td>\n",
       "      <td>34</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>279</th>\n",
       "      <td>gayle</td>\n",
       "      <td>Dublin</td>\n",
       "      <td>136</td>\n",
       "      <td>14</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>280</th>\n",
       "      <td>gayle</td>\n",
       "      <td>Kochi</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>281</th>\n",
       "      <td>gayle</td>\n",
       "      <td>Christchurch</td>\n",
       "      <td>78</td>\n",
       "      <td>10</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>282</th>\n",
       "      <td>gayle</td>\n",
       "      <td>Gros Islet</td>\n",
       "      <td>503</td>\n",
       "      <td>64</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>283</th>\n",
       "      <td>gayle</td>\n",
       "      <td>Ahmedabad</td>\n",
       "      <td>316</td>\n",
       "      <td>36</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>284</th>\n",
       "      <td>gayle</td>\n",
       "      <td>Cardiff</td>\n",
       "      <td>63</td>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>285</th>\n",
       "      <td>gayle</td>\n",
       "      <td>Providence</td>\n",
       "      <td>179</td>\n",
       "      <td>14</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>286</th>\n",
       "      <td>gayle</td>\n",
       "      <td>Bristol</td>\n",
       "      <td>72</td>\n",
       "      <td>9</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>287</th>\n",
       "      <td>gayle</td>\n",
       "      <td>Birmingham</td>\n",
       "      <td>77</td>\n",
       "      <td>9</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>288</th>\n",
       "      <td>gayle</td>\n",
       "      <td>Napier</td>\n",
       "      <td>140</td>\n",
       "      <td>10</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>289</th>\n",
       "      <td>gayle</td>\n",
       "      <td>Multan</td>\n",
       "      <td>9</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>290</th>\n",
       "      <td>gayle</td>\n",
       "      <td>Port Elizabeth</td>\n",
       "      <td>41</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>291</th>\n",
       "      <td>gayle</td>\n",
       "      <td>Benoni</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>292</th>\n",
       "      <td>gayle</td>\n",
       "      <td>Nagpur</td>\n",
       "      <td>155</td>\n",
       "      <td>18</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>293</th>\n",
       "      <td>gayle</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>100</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>294</th>\n",
       "      <td>gayle</td>\n",
       "      <td>Colombo (RPS)</td>\n",
       "      <td>81</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>295</th>\n",
       "      <td>gayle</td>\n",
       "      <td>East London</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>296</th>\n",
       "      <td>gayle</td>\n",
       "      <td>Vadodara</td>\n",
       "      <td>107</td>\n",
       "      <td>11</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>297</th>\n",
       "      <td>gayle</td>\n",
       "      <td>Delhi</td>\n",
       "      <td>82</td>\n",
       "      <td>7</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>298</th>\n",
       "      <td>gayle</td>\n",
       "      <td>St George's</td>\n",
       "      <td>286</td>\n",
       "      <td>28</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>299</th>\n",
       "      <td>gayle</td>\n",
       "      <td>Sharjah</td>\n",
       "      <td>160</td>\n",
       "      <td>25</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300</th>\n",
       "      <td>gayle</td>\n",
       "      <td>The Oval</td>\n",
       "      <td>152</td>\n",
       "      <td>19</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>301</th>\n",
       "      <td>gayle</td>\n",
       "      <td>Mumbai (BS)</td>\n",
       "      <td>61</td>\n",
       "      <td>10</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>302</th>\n",
       "      <td>gayle</td>\n",
       "      <td>Bulawayo</td>\n",
       "      <td>237</td>\n",
       "      <td>26</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>303</th>\n",
       "      <td>gayle</td>\n",
       "      <td>Karachi</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>304</th>\n",
       "      <td>gayle</td>\n",
       "      <td>Sydney</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>305</th>\n",
       "      <td>gayle</td>\n",
       "      <td>Durban</td>\n",
       "      <td>42</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>306</th>\n",
       "      <td>sehwag1</td>\n",
       "      <td>Vijayawada</td>\n",
       "      <td>12</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>307</th>\n",
       "      <td>sehwag1</td>\n",
       "      <td>Brisbane</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>308</th>\n",
       "      <td>sehwag1</td>\n",
       "      <td>Kolkata</td>\n",
       "      <td>158</td>\n",
       "      <td>23</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>309</th>\n",
       "      <td>sehwag1</td>\n",
       "      <td>Dhaka</td>\n",
       "      <td>474</td>\n",
       "      <td>59</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>310</th>\n",
       "      <td>sehwag1</td>\n",
       "      <td>Jamshedpur</td>\n",
       "      <td>34</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>311</th>\n",
       "      <td>sehwag1</td>\n",
       "      <td>Cuttack</td>\n",
       "      <td>160</td>\n",
       "      <td>27</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>312</th>\n",
       "      <td>sehwag1</td>\n",
       "      <td>Hyderabad (Deccan)</td>\n",
       "      <td>169</td>\n",
       "      <td>20</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>313</th>\n",
       "      <td>sehwag1</td>\n",
       "      <td>Wellington</td>\n",
       "      <td>99</td>\n",
       "      <td>18</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>314</th>\n",
       "      <td>sehwag1</td>\n",
       "      <td>Lahore</td>\n",
       "      <td>46</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>315</th>\n",
       "      <td>sehwag1</td>\n",
       "      <td>Mumbai</td>\n",
       "      <td>58</td>\n",
       "      <td>8</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>316</th>\n",
       "      <td>sehwag1</td>\n",
       "      <td>Lord's</td>\n",
       "      <td>117</td>\n",
       "      <td>16</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>317</th>\n",
       "      <td>sehwag1</td>\n",
       "      <td>Melbourne (Docklands)</td>\n",
       "      <td>64</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>318</th>\n",
       "      <td>sehwag1</td>\n",
       "      <td>Hamilton</td>\n",
       "      <td>129</td>\n",
       "      <td>14</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>319</th>\n",
       "      <td>sehwag1</td>\n",
       "      <td>Peshawar</td>\n",
       "      <td>18</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>320</th>\n",
       "      <td>sehwag1</td>\n",
       "      <td>Visakhapatnam</td>\n",
       "      <td>146</td>\n",
       "      <td>22</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>321</th>\n",
       "      <td>sehwag1</td>\n",
       "      <td>Chester-le-Street</td>\n",
       "      <td>16</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>322</th>\n",
       "      <td>sehwag1</td>\n",
       "      <td>Jaipur</td>\n",
       "      <td>104</td>\n",
       "      <td>12</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>323</th>\n",
       "      <td>sehwag1</td>\n",
       "      <td>Melbourne</td>\n",
       "      <td>49</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>324</th>\n",
       "      <td>sehwag1</td>\n",
       "      <td>Mohali</td>\n",
       "      <td>197</td>\n",
       "      <td>31</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>325</th>\n",
       "      <td>sehwag1</td>\n",
       "      <td>Chennai</td>\n",
       "      <td>86</td>\n",
       "      <td>14</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>326</th>\n",
       "      <td>sehwag1</td>\n",
       "      <td>Colombo (SSC)</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>327</th>\n",
       "      <td>sehwag1</td>\n",
       "      <td>Bridgetown</td>\n",
       "      <td>21</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>328</th>\n",
       "      <td>sehwag1</td>\n",
       "      <td>Auckland</td>\n",
       "      <td>152</td>\n",
       "      <td>14</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>329</th>\n",
       "      <td>sehwag1</td>\n",
       "      <td>Bangalore</td>\n",
       "      <td>283</td>\n",
       "      <td>38</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>330</th>\n",
       "      <td>sehwag1</td>\n",
       "      <td>Perth</td>\n",
       "      <td>32</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>331</th>\n",
       "      <td>sehwag1</td>\n",
       "      <td>Dambulla</td>\n",
       "      <td>222</td>\n",
       "      <td>32</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>332</th>\n",
       "      <td>sehwag1</td>\n",
       "      <td>Kingston</td>\n",
       "      <td>34</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>333</th>\n",
       "      <td>sehwag1</td>\n",
       "      <td>Nottingham</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>334</th>\n",
       "      <td>sehwag1</td>\n",
       "      <td>Rajkot</td>\n",
       "      <td>405</td>\n",
       "      <td>51</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>335</th>\n",
       "      <td>sehwag1</td>\n",
       "      <td>Basseterre</td>\n",
       "      <td>97</td>\n",
       "      <td>9</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>336</th>\n",
       "      <td>sehwag1</td>\n",
       "      <td>Pune</td>\n",
       "      <td>48</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>337</th>\n",
       "      <td>sehwag1</td>\n",
       "      <td>Johannesburg</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>338</th>\n",
       "      <td>sehwag1</td>\n",
       "      <td>Delhi</td>\n",
       "      <td>120</td>\n",
       "      <td>17</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>339</th>\n",
       "      <td>sehwag1</td>\n",
       "      <td>Jodhpur</td>\n",
       "      <td>18</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>340</th>\n",
       "      <td>sehwag1</td>\n",
       "      <td>Harare</td>\n",
       "      <td>48</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>341</th>\n",
       "      <td>sehwag1</td>\n",
       "      <td>Kanpur</td>\n",
       "      <td>155</td>\n",
       "      <td>23</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>342</th>\n",
       "      <td>sehwag1</td>\n",
       "      <td>Port of Spain</td>\n",
       "      <td>138</td>\n",
       "      <td>18</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>343</th>\n",
       "      <td>sehwag1</td>\n",
       "      <td>Cape Town</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>344</th>\n",
       "      <td>sehwag1</td>\n",
       "      <td>Adelaide</td>\n",
       "      <td>20</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>345</th>\n",
       "      <td>sehwag1</td>\n",
       "      <td>Queenstown</td>\n",
       "      <td>23</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>346</th>\n",
       "      <td>sehwag1</td>\n",
       "      <td>Centurion</td>\n",
       "      <td>44</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>347</th>\n",
       "      <td>sehwag1</td>\n",
       "      <td>Kochi</td>\n",
       "      <td>134</td>\n",
       "      <td>13</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>348</th>\n",
       "      <td>sehwag1</td>\n",
       "      <td>Faridabad</td>\n",
       "      <td>26</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>349</th>\n",
       "      <td>sehwag1</td>\n",
       "      <td>Christchurch</td>\n",
       "      <td>10</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>350</th>\n",
       "      <td>sehwag1</td>\n",
       "      <td>Ahmedabad</td>\n",
       "      <td>84</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>351</th>\n",
       "      <td>sehwag1</td>\n",
       "      <td>Indore</td>\n",
       "      <td>220</td>\n",
       "      <td>25</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>352</th>\n",
       "      <td>sehwag1</td>\n",
       "      <td>Napier</td>\n",
       "      <td>185</td>\n",
       "      <td>20</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>353</th>\n",
       "      <td>sehwag1</td>\n",
       "      <td>Port Elizabeth</td>\n",
       "      <td>18</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>354</th>\n",
       "      <td>sehwag1</td>\n",
       "      <td>Nagpur</td>\n",
       "      <td>138</td>\n",
       "      <td>23</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>355</th>\n",
       "      <td>sehwag1</td>\n",
       "      <td>Rawalpindi</td>\n",
       "      <td>93</td>\n",
       "      <td>14</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>356</th>\n",
       "      <td>sehwag1</td>\n",
       "      <td>Colombo (RPS)</td>\n",
       "      <td>421</td>\n",
       "      <td>60</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>357</th>\n",
       "      <td>sehwag1</td>\n",
       "      <td>East London</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>358</th>\n",
       "      <td>sehwag1</td>\n",
       "      <td>Hambantota</td>\n",
       "      <td>111</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>359</th>\n",
       "      <td>sehwag1</td>\n",
       "      <td>Vadodara</td>\n",
       "      <td>100</td>\n",
       "      <td>18</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>360</th>\n",
       "      <td>sehwag1</td>\n",
       "      <td>Guwahati</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>361</th>\n",
       "      <td>sehwag1</td>\n",
       "      <td>The Oval</td>\n",
       "      <td>46</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>362</th>\n",
       "      <td>sehwag1</td>\n",
       "      <td>Margao</td>\n",
       "      <td>27</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>363</th>\n",
       "      <td>sehwag1</td>\n",
       "      <td>Bulawayo</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>364</th>\n",
       "      <td>sehwag1</td>\n",
       "      <td>Gwalior</td>\n",
       "      <td>52</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>365</th>\n",
       "      <td>sehwag1</td>\n",
       "      <td>Karachi</td>\n",
       "      <td>247</td>\n",
       "      <td>32</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>366</th>\n",
       "      <td>sehwag1</td>\n",
       "      <td>Sydney</td>\n",
       "      <td>34</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>367</th>\n",
       "      <td>sehwag1</td>\n",
       "      <td>Durban</td>\n",
       "      <td>34</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>368</th>\n",
       "      <td>tendulkar1</td>\n",
       "      <td>Chittagong</td>\n",
       "      <td>289</td>\n",
       "      <td>30</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>369</th>\n",
       "      <td>tendulkar1</td>\n",
       "      <td>Brisbane</td>\n",
       "      <td>23</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>370</th>\n",
       "      <td>tendulkar1</td>\n",
       "      <td>Kolkata</td>\n",
       "      <td>872</td>\n",
       "      <td>130</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>371</th>\n",
       "      <td>tendulkar1</td>\n",
       "      <td>Sialkot</td>\n",
       "      <td>92</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>372</th>\n",
       "      <td>tendulkar1</td>\n",
       "      <td>Georgetown</td>\n",
       "      <td>162</td>\n",
       "      <td>22</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>373</th>\n",
       "      <td>tendulkar1</td>\n",
       "      <td>Cuttack</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>374</th>\n",
       "      <td>tendulkar1</td>\n",
       "      <td>Dhaka</td>\n",
       "      <td>531</td>\n",
       "      <td>57</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>375</th>\n",
       "      <td>tendulkar1</td>\n",
       "      <td>St John's</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>376</th>\n",
       "      <td>tendulkar1</td>\n",
       "      <td>Leeds</td>\n",
       "      <td>193</td>\n",
       "      <td>19</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>377</th>\n",
       "      <td>tendulkar1</td>\n",
       "      <td>Hyderabad (Deccan)</td>\n",
       "      <td>39</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>378</th>\n",
       "      <td>tendulkar1</td>\n",
       "      <td>Chandigarh</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>379</th>\n",
       "      <td>tendulkar1</td>\n",
       "      <td>Lahore</td>\n",
       "      <td>51</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>380</th>\n",
       "      <td>tendulkar1</td>\n",
       "      <td>Wellington</td>\n",
       "      <td>290</td>\n",
       "      <td>40</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>381</th>\n",
       "      <td>tendulkar1</td>\n",
       "      <td>Mumbai</td>\n",
       "      <td>921</td>\n",
       "      <td>125</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>382</th>\n",
       "      <td>tendulkar1</td>\n",
       "      <td>Lord's</td>\n",
       "      <td>195</td>\n",
       "      <td>30</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>383</th>\n",
       "      <td>tendulkar1</td>\n",
       "      <td>Galle</td>\n",
       "      <td>128</td>\n",
       "      <td>18</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>384</th>\n",
       "      <td>tendulkar1</td>\n",
       "      <td>Hamilton</td>\n",
       "      <td>322</td>\n",
       "      <td>48</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>385</th>\n",
       "      <td>tendulkar1</td>\n",
       "      <td>Melbourne</td>\n",
       "      <td>449</td>\n",
       "      <td>43</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>386</th>\n",
       "      <td>tendulkar1</td>\n",
       "      <td>Mohali</td>\n",
       "      <td>767</td>\n",
       "      <td>98</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>387</th>\n",
       "      <td>tendulkar1</td>\n",
       "      <td>Bloemfontein</td>\n",
       "      <td>170</td>\n",
       "      <td>25</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>388</th>\n",
       "      <td>tendulkar1</td>\n",
       "      <td>Faisalabad</td>\n",
       "      <td>81</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>389</th>\n",
       "      <td>tendulkar1</td>\n",
       "      <td>Chennai</td>\n",
       "      <td>970</td>\n",
       "      <td>107</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>390</th>\n",
       "      <td>tendulkar1</td>\n",
       "      <td>Auckland</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>391</th>\n",
       "      <td>tendulkar1</td>\n",
       "      <td>Colombo (SSC)</td>\n",
       "      <td>698</td>\n",
       "      <td>80</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>392</th>\n",
       "      <td>tendulkar1</td>\n",
       "      <td>Kingston</td>\n",
       "      <td>149</td>\n",
       "      <td>22</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>393</th>\n",
       "      <td>tendulkar1</td>\n",
       "      <td>Perth</td>\n",
       "      <td>226</td>\n",
       "      <td>32</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>394</th>\n",
       "      <td>tendulkar1</td>\n",
       "      <td>Bangalore</td>\n",
       "      <td>869</td>\n",
       "      <td>118</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>395</th>\n",
       "      <td>tendulkar1</td>\n",
       "      <td>Bridgetown</td>\n",
       "      <td>104</td>\n",
       "      <td>15</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>396</th>\n",
       "      <td>tendulkar1</td>\n",
       "      <td>Nottingham</td>\n",
       "      <td>541</td>\n",
       "      <td>83</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>397</th>\n",
       "      <td>tendulkar1</td>\n",
       "      <td>Colombo (PSS)</td>\n",
       "      <td>186</td>\n",
       "      <td>19</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>398</th>\n",
       "      <td>tendulkar1</td>\n",
       "      <td>Manchester</td>\n",
       "      <td>187</td>\n",
       "      <td>25</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>399</th>\n",
       "      <td>tendulkar1</td>\n",
       "      <td>Johannesburg</td>\n",
       "      <td>214</td>\n",
       "      <td>38</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>400</th>\n",
       "      <td>tendulkar1</td>\n",
       "      <td>Harare</td>\n",
       "      <td>130</td>\n",
       "      <td>14</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>401</th>\n",
       "      <td>tendulkar1</td>\n",
       "      <td>Delhi</td>\n",
       "      <td>759</td>\n",
       "      <td>110</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>402</th>\n",
       "      <td>tendulkar1</td>\n",
       "      <td>Kanpur</td>\n",
       "      <td>199</td>\n",
       "      <td>19</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>403</th>\n",
       "      <td>tendulkar1</td>\n",
       "      <td>Cape Town</td>\n",
       "      <td>489</td>\n",
       "      <td>64</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>404</th>\n",
       "      <td>tendulkar1</td>\n",
       "      <td>Adelaide</td>\n",
       "      <td>326</td>\n",
       "      <td>35</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>405</th>\n",
       "      <td>tendulkar1</td>\n",
       "      <td>Port of Spain</td>\n",
       "      <td>205</td>\n",
       "      <td>23</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>406</th>\n",
       "      <td>tendulkar1</td>\n",
       "      <td>Centurion</td>\n",
       "      <td>147</td>\n",
       "      <td>21</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>407</th>\n",
       "      <td>tendulkar1</td>\n",
       "      <td>Christchurch</td>\n",
       "      <td>24</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>408</th>\n",
       "      <td>tendulkar1</td>\n",
       "      <td>Ahmedabad</td>\n",
       "      <td>642</td>\n",
       "      <td>84</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>409</th>\n",
       "      <td>tendulkar1</td>\n",
       "      <td>Napier</td>\n",
       "      <td>201</td>\n",
       "      <td>21</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>410</th>\n",
       "      <td>tendulkar1</td>\n",
       "      <td>Birmingham</td>\n",
       "      <td>187</td>\n",
       "      <td>31</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>411</th>\n",
       "      <td>tendulkar1</td>\n",
       "      <td>Multan</td>\n",
       "      <td>194</td>\n",
       "      <td>21</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>412</th>\n",
       "      <td>tendulkar1</td>\n",
       "      <td>Port Elizabeth</td>\n",
       "      <td>29</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>413</th>\n",
       "      <td>tendulkar1</td>\n",
       "      <td>Nagpur</td>\n",
       "      <td>970</td>\n",
       "      <td>120</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>414</th>\n",
       "      <td>tendulkar1</td>\n",
       "      <td>Rawalpindi</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>415</th>\n",
       "      <td>tendulkar1</td>\n",
       "      <td>Colombo (RPS)</td>\n",
       "      <td>143</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>416</th>\n",
       "      <td>tendulkar1</td>\n",
       "      <td>Lucknow</td>\n",
       "      <td>142</td>\n",
       "      <td>22</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>417</th>\n",
       "      <td>tendulkar1</td>\n",
       "      <td>Mumbai (BS)</td>\n",
       "      <td>53</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>418</th>\n",
       "      <td>tendulkar1</td>\n",
       "      <td>The Oval</td>\n",
       "      <td>272</td>\n",
       "      <td>39</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>419</th>\n",
       "      <td>tendulkar1</td>\n",
       "      <td>Bulawayo</td>\n",
       "      <td>110</td>\n",
       "      <td>16</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>420</th>\n",
       "      <td>tendulkar1</td>\n",
       "      <td>Karachi</td>\n",
       "      <td>64</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>421</th>\n",
       "      <td>tendulkar1</td>\n",
       "      <td>Sydney</td>\n",
       "      <td>785</td>\n",
       "      <td>95</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>422</th>\n",
       "      <td>tendulkar1</td>\n",
       "      <td>Durban</td>\n",
       "      <td>112</td>\n",
       "      <td>19</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>423</th>\n",
       "      <td>kohli</td>\n",
       "      <td>Kolkata</td>\n",
       "      <td>15</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>424</th>\n",
       "      <td>kohli</td>\n",
       "      <td>Dhaka</td>\n",
       "      <td>319</td>\n",
       "      <td>24</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>425</th>\n",
       "      <td>kohli</td>\n",
       "      <td>Cuttack</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>426</th>\n",
       "      <td>kohli</td>\n",
       "      <td>Mumbai</td>\n",
       "      <td>38</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>427</th>\n",
       "      <td>kohli</td>\n",
       "      <td>Melbourne</td>\n",
       "      <td>31</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>428</th>\n",
       "      <td>kohli</td>\n",
       "      <td>Dharamsala</td>\n",
       "      <td>43</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>429</th>\n",
       "      <td>kohli</td>\n",
       "      <td>Chennai</td>\n",
       "      <td>70</td>\n",
       "      <td>10</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>430</th>\n",
       "      <td>kohli</td>\n",
       "      <td>Bangalore</td>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>431</th>\n",
       "      <td>kohli</td>\n",
       "      <td>Pallekele</td>\n",
       "      <td>68</td>\n",
       "      <td>11</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>432</th>\n",
       "      <td>kohli</td>\n",
       "      <td>Rajkot</td>\n",
       "      <td>29</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>433</th>\n",
       "      <td>kohli</td>\n",
       "      <td>Pune</td>\n",
       "      <td>21</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>434</th>\n",
       "      <td>kohli</td>\n",
       "      <td>Manchester</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>435</th>\n",
       "      <td>kohli</td>\n",
       "      <td>Harare</td>\n",
       "      <td>26</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>436</th>\n",
       "      <td>kohli</td>\n",
       "      <td>Port of Spain</td>\n",
       "      <td>14</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>437</th>\n",
       "      <td>kohli</td>\n",
       "      <td>Ahmedabad</td>\n",
       "      <td>27</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>438</th>\n",
       "      <td>kohli</td>\n",
       "      <td>Birmingham</td>\n",
       "      <td>66</td>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>439</th>\n",
       "      <td>kohli</td>\n",
       "      <td>Colombo (RPS)</td>\n",
       "      <td>185</td>\n",
       "      <td>20</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>440</th>\n",
       "      <td>kohli</td>\n",
       "      <td>Sydney</td>\n",
       "      <td>22</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>441</th>\n",
       "      <td>kohli</td>\n",
       "      <td>Durban</td>\n",
       "      <td>28</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>442</th>\n",
       "      <td>tendulkar</td>\n",
       "      <td>Chittagong</td>\n",
       "      <td>289</td>\n",
       "      <td>30</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>443</th>\n",
       "      <td>tendulkar</td>\n",
       "      <td>Brisbane</td>\n",
       "      <td>23</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>444</th>\n",
       "      <td>tendulkar</td>\n",
       "      <td>Kolkata</td>\n",
       "      <td>872</td>\n",
       "      <td>130</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>445</th>\n",
       "      <td>tendulkar</td>\n",
       "      <td>Sialkot</td>\n",
       "      <td>92</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>446</th>\n",
       "      <td>tendulkar</td>\n",
       "      <td>Georgetown</td>\n",
       "      <td>162</td>\n",
       "      <td>22</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>447</th>\n",
       "      <td>tendulkar</td>\n",
       "      <td>Cuttack</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>448</th>\n",
       "      <td>tendulkar</td>\n",
       "      <td>Dhaka</td>\n",
       "      <td>531</td>\n",
       "      <td>57</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>449</th>\n",
       "      <td>tendulkar</td>\n",
       "      <td>St John's</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>450</th>\n",
       "      <td>tendulkar</td>\n",
       "      <td>Leeds</td>\n",
       "      <td>193</td>\n",
       "      <td>19</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>451</th>\n",
       "      <td>tendulkar</td>\n",
       "      <td>Hyderabad (Deccan)</td>\n",
       "      <td>39</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>452</th>\n",
       "      <td>tendulkar</td>\n",
       "      <td>Chandigarh</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>453</th>\n",
       "      <td>tendulkar</td>\n",
       "      <td>Lahore</td>\n",
       "      <td>51</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>454</th>\n",
       "      <td>tendulkar</td>\n",
       "      <td>Wellington</td>\n",
       "      <td>290</td>\n",
       "      <td>40</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>455</th>\n",
       "      <td>tendulkar</td>\n",
       "      <td>Mumbai</td>\n",
       "      <td>921</td>\n",
       "      <td>125</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>456</th>\n",
       "      <td>tendulkar</td>\n",
       "      <td>Lord's</td>\n",
       "      <td>195</td>\n",
       "      <td>30</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>457</th>\n",
       "      <td>tendulkar</td>\n",
       "      <td>Galle</td>\n",
       "      <td>128</td>\n",
       "      <td>18</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>458</th>\n",
       "      <td>tendulkar</td>\n",
       "      <td>Hamilton</td>\n",
       "      <td>322</td>\n",
       "      <td>48</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>459</th>\n",
       "      <td>tendulkar</td>\n",
       "      <td>Melbourne</td>\n",
       "      <td>449</td>\n",
       "      <td>43</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>460</th>\n",
       "      <td>tendulkar</td>\n",
       "      <td>Mohali</td>\n",
       "      <td>767</td>\n",
       "      <td>98</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>461</th>\n",
       "      <td>tendulkar</td>\n",
       "      <td>Bloemfontein</td>\n",
       "      <td>170</td>\n",
       "      <td>25</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>462</th>\n",
       "      <td>tendulkar</td>\n",
       "      <td>Faisalabad</td>\n",
       "      <td>81</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>463</th>\n",
       "      <td>tendulkar</td>\n",
       "      <td>Chennai</td>\n",
       "      <td>970</td>\n",
       "      <td>107</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>464</th>\n",
       "      <td>tendulkar</td>\n",
       "      <td>Auckland</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>465</th>\n",
       "      <td>tendulkar</td>\n",
       "      <td>Colombo (SSC)</td>\n",
       "      <td>698</td>\n",
       "      <td>80</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>466</th>\n",
       "      <td>tendulkar</td>\n",
       "      <td>Kingston</td>\n",
       "      <td>149</td>\n",
       "      <td>22</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>467</th>\n",
       "      <td>tendulkar</td>\n",
       "      <td>Perth</td>\n",
       "      <td>226</td>\n",
       "      <td>32</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>468</th>\n",
       "      <td>tendulkar</td>\n",
       "      <td>Bangalore</td>\n",
       "      <td>869</td>\n",
       "      <td>118</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>469</th>\n",
       "      <td>tendulkar</td>\n",
       "      <td>Bridgetown</td>\n",
       "      <td>104</td>\n",
       "      <td>15</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>470</th>\n",
       "      <td>tendulkar</td>\n",
       "      <td>Nottingham</td>\n",
       "      <td>541</td>\n",
       "      <td>83</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>471</th>\n",
       "      <td>tendulkar</td>\n",
       "      <td>Colombo (PSS)</td>\n",
       "      <td>186</td>\n",
       "      <td>19</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>472</th>\n",
       "      <td>tendulkar</td>\n",
       "      <td>Manchester</td>\n",
       "      <td>187</td>\n",
       "      <td>25</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>473</th>\n",
       "      <td>tendulkar</td>\n",
       "      <td>Johannesburg</td>\n",
       "      <td>214</td>\n",
       "      <td>38</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>474</th>\n",
       "      <td>tendulkar</td>\n",
       "      <td>Harare</td>\n",
       "      <td>130</td>\n",
       "      <td>14</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>475</th>\n",
       "      <td>tendulkar</td>\n",
       "      <td>Delhi</td>\n",
       "      <td>759</td>\n",
       "      <td>110</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>476</th>\n",
       "      <td>tendulkar</td>\n",
       "      <td>Kanpur</td>\n",
       "      <td>199</td>\n",
       "      <td>19</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>477</th>\n",
       "      <td>tendulkar</td>\n",
       "      <td>Cape Town</td>\n",
       "      <td>489</td>\n",
       "      <td>64</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>478</th>\n",
       "      <td>tendulkar</td>\n",
       "      <td>Adelaide</td>\n",
       "      <td>326</td>\n",
       "      <td>35</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>479</th>\n",
       "      <td>tendulkar</td>\n",
       "      <td>Port of Spain</td>\n",
       "      <td>205</td>\n",
       "      <td>23</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>480</th>\n",
       "      <td>tendulkar</td>\n",
       "      <td>Centurion</td>\n",
       "      <td>147</td>\n",
       "      <td>21</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>481</th>\n",
       "      <td>tendulkar</td>\n",
       "      <td>Christchurch</td>\n",
       "      <td>24</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>482</th>\n",
       "      <td>tendulkar</td>\n",
       "      <td>Ahmedabad</td>\n",
       "      <td>642</td>\n",
       "      <td>84</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>483</th>\n",
       "      <td>tendulkar</td>\n",
       "      <td>Napier</td>\n",
       "      <td>201</td>\n",
       "      <td>21</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>484</th>\n",
       "      <td>tendulkar</td>\n",
       "      <td>Birmingham</td>\n",
       "      <td>187</td>\n",
       "      <td>31</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>485</th>\n",
       "      <td>tendulkar</td>\n",
       "      <td>Multan</td>\n",
       "      <td>194</td>\n",
       "      <td>21</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>486</th>\n",
       "      <td>tendulkar</td>\n",
       "      <td>Port Elizabeth</td>\n",
       "      <td>29</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>487</th>\n",
       "      <td>tendulkar</td>\n",
       "      <td>Nagpur</td>\n",
       "      <td>970</td>\n",
       "      <td>120</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>488</th>\n",
       "      <td>tendulkar</td>\n",
       "      <td>Rawalpindi</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>489</th>\n",
       "      <td>tendulkar</td>\n",
       "      <td>Colombo (RPS)</td>\n",
       "      <td>143</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>490</th>\n",
       "      <td>tendulkar</td>\n",
       "      <td>Lucknow</td>\n",
       "      <td>142</td>\n",
       "      <td>22</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>491</th>\n",
       "      <td>tendulkar</td>\n",
       "      <td>Mumbai (BS)</td>\n",
       "      <td>53</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>492</th>\n",
       "      <td>tendulkar</td>\n",
       "      <td>The Oval</td>\n",
       "      <td>272</td>\n",
       "      <td>39</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>493</th>\n",
       "      <td>tendulkar</td>\n",
       "      <td>Bulawayo</td>\n",
       "      <td>110</td>\n",
       "      <td>16</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>494</th>\n",
       "      <td>tendulkar</td>\n",
       "      <td>Karachi</td>\n",
       "      <td>64</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>495</th>\n",
       "      <td>tendulkar</td>\n",
       "      <td>Sydney</td>\n",
       "      <td>785</td>\n",
       "      <td>95</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>496</th>\n",
       "      <td>tendulkar</td>\n",
       "      <td>Durban</td>\n",
       "      <td>112</td>\n",
       "      <td>19</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>497</th>\n",
       "      <td>sehwag2</td>\n",
       "      <td>Dhaka</td>\n",
       "      <td>474</td>\n",
       "      <td>59</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>498</th>\n",
       "      <td>sehwag2</td>\n",
       "      <td>Wellington</td>\n",
       "      <td>45</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>499</th>\n",
       "      <td>sehwag2</td>\n",
       "      <td>Lahore</td>\n",
       "      <td>46</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>500</th>\n",
       "      <td>sehwag2</td>\n",
       "      <td>Melbourne (Docklands)</td>\n",
       "      <td>64</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>501</th>\n",
       "      <td>sehwag2</td>\n",
       "      <td>Lord's</td>\n",
       "      <td>117</td>\n",
       "      <td>16</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>502</th>\n",
       "      <td>sehwag2</td>\n",
       "      <td>Hamilton</td>\n",
       "      <td>129</td>\n",
       "      <td>14</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>503</th>\n",
       "      <td>sehwag2</td>\n",
       "      <td>Peshawar</td>\n",
       "      <td>18</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>504</th>\n",
       "      <td>sehwag2</td>\n",
       "      <td>Melbourne</td>\n",
       "      <td>49</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>505</th>\n",
       "      <td>sehwag2</td>\n",
       "      <td>Colombo (SSC)</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>506</th>\n",
       "      <td>sehwag2</td>\n",
       "      <td>Bridgetown</td>\n",
       "      <td>21</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>507</th>\n",
       "      <td>sehwag2</td>\n",
       "      <td>Auckland</td>\n",
       "      <td>152</td>\n",
       "      <td>14</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>508</th>\n",
       "      <td>sehwag2</td>\n",
       "      <td>Perth</td>\n",
       "      <td>32</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>509</th>\n",
       "      <td>sehwag2</td>\n",
       "      <td>Dambulla</td>\n",
       "      <td>222</td>\n",
       "      <td>32</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>510</th>\n",
       "      <td>sehwag2</td>\n",
       "      <td>Kingston</td>\n",
       "      <td>34</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>511</th>\n",
       "      <td>sehwag2</td>\n",
       "      <td>Nottingham</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>512</th>\n",
       "      <td>sehwag2</td>\n",
       "      <td>Basseterre</td>\n",
       "      <td>97</td>\n",
       "      <td>9</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>513</th>\n",
       "      <td>sehwag2</td>\n",
       "      <td>Johannesburg</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>514</th>\n",
       "      <td>sehwag2</td>\n",
       "      <td>Harare</td>\n",
       "      <td>48</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>515</th>\n",
       "      <td>sehwag2</td>\n",
       "      <td>Port of Spain</td>\n",
       "      <td>138</td>\n",
       "      <td>18</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>516</th>\n",
       "      <td>sehwag2</td>\n",
       "      <td>Cape Town</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>517</th>\n",
       "      <td>sehwag2</td>\n",
       "      <td>Adelaide</td>\n",
       "      <td>20</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>518</th>\n",
       "      <td>sehwag2</td>\n",
       "      <td>Queenstown</td>\n",
       "      <td>23</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>519</th>\n",
       "      <td>sehwag2</td>\n",
       "      <td>Centurion</td>\n",
       "      <td>44</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>520</th>\n",
       "      <td>sehwag2</td>\n",
       "      <td>Christchurch</td>\n",
       "      <td>10</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>521</th>\n",
       "      <td>sehwag2</td>\n",
       "      <td>Napier</td>\n",
       "      <td>185</td>\n",
       "      <td>20</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>522</th>\n",
       "      <td>sehwag2</td>\n",
       "      <td>Port Elizabeth</td>\n",
       "      <td>18</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>523</th>\n",
       "      <td>sehwag2</td>\n",
       "      <td>Rawalpindi</td>\n",
       "      <td>93</td>\n",
       "      <td>14</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>524</th>\n",
       "      <td>sehwag2</td>\n",
       "      <td>Colombo (RPS)</td>\n",
       "      <td>383</td>\n",
       "      <td>54</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>525</th>\n",
       "      <td>sehwag2</td>\n",
       "      <td>East London</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>526</th>\n",
       "      <td>sehwag2</td>\n",
       "      <td>Hambantota</td>\n",
       "      <td>111</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>527</th>\n",
       "      <td>sehwag2</td>\n",
       "      <td>The Oval</td>\n",
       "      <td>46</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>528</th>\n",
       "      <td>sehwag2</td>\n",
       "      <td>Bulawayo</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>529</th>\n",
       "      <td>sehwag2</td>\n",
       "      <td>Karachi</td>\n",
       "      <td>247</td>\n",
       "      <td>32</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>530</th>\n",
       "      <td>sehwag2</td>\n",
       "      <td>Sydney</td>\n",
       "      <td>34</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>531</th>\n",
       "      <td>sehwag2</td>\n",
       "      <td>Durban</td>\n",
       "      <td>34</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>532</th>\n",
       "      <td>sehwag</td>\n",
       "      <td>Dhaka</td>\n",
       "      <td>474</td>\n",
       "      <td>59</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>533</th>\n",
       "      <td>sehwag</td>\n",
       "      <td>Wellington</td>\n",
       "      <td>45</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>534</th>\n",
       "      <td>sehwag</td>\n",
       "      <td>Lahore</td>\n",
       "      <td>46</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>535</th>\n",
       "      <td>sehwag</td>\n",
       "      <td>Melbourne (Docklands)</td>\n",
       "      <td>64</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>536</th>\n",
       "      <td>sehwag</td>\n",
       "      <td>Lord's</td>\n",
       "      <td>117</td>\n",
       "      <td>16</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>537</th>\n",
       "      <td>sehwag</td>\n",
       "      <td>Hamilton</td>\n",
       "      <td>129</td>\n",
       "      <td>14</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>538</th>\n",
       "      <td>sehwag</td>\n",
       "      <td>Peshawar</td>\n",
       "      <td>18</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>539</th>\n",
       "      <td>sehwag</td>\n",
       "      <td>Melbourne</td>\n",
       "      <td>49</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>540</th>\n",
       "      <td>sehwag</td>\n",
       "      <td>Colombo (SSC)</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>541</th>\n",
       "      <td>sehwag</td>\n",
       "      <td>Bridgetown</td>\n",
       "      <td>21</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>542</th>\n",
       "      <td>sehwag</td>\n",
       "      <td>Auckland</td>\n",
       "      <td>152</td>\n",
       "      <td>14</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>543</th>\n",
       "      <td>sehwag</td>\n",
       "      <td>Perth</td>\n",
       "      <td>32</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>544</th>\n",
       "      <td>sehwag</td>\n",
       "      <td>Dambulla</td>\n",
       "      <td>222</td>\n",
       "      <td>32</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>545</th>\n",
       "      <td>sehwag</td>\n",
       "      <td>Kingston</td>\n",
       "      <td>34</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>546</th>\n",
       "      <td>sehwag</td>\n",
       "      <td>Nottingham</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>547</th>\n",
       "      <td>sehwag</td>\n",
       "      <td>Basseterre</td>\n",
       "      <td>97</td>\n",
       "      <td>9</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>548</th>\n",
       "      <td>sehwag</td>\n",
       "      <td>Johannesburg</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>549</th>\n",
       "      <td>sehwag</td>\n",
       "      <td>Harare</td>\n",
       "      <td>48</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>550</th>\n",
       "      <td>sehwag</td>\n",
       "      <td>Port of Spain</td>\n",
       "      <td>138</td>\n",
       "      <td>18</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>551</th>\n",
       "      <td>sehwag</td>\n",
       "      <td>Cape Town</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>552</th>\n",
       "      <td>sehwag</td>\n",
       "      <td>Adelaide</td>\n",
       "      <td>20</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>553</th>\n",
       "      <td>sehwag</td>\n",
       "      <td>Queenstown</td>\n",
       "      <td>23</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>554</th>\n",
       "      <td>sehwag</td>\n",
       "      <td>Centurion</td>\n",
       "      <td>44</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>555</th>\n",
       "      <td>sehwag</td>\n",
       "      <td>Christchurch</td>\n",
       "      <td>10</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>556</th>\n",
       "      <td>sehwag</td>\n",
       "      <td>Napier</td>\n",
       "      <td>185</td>\n",
       "      <td>20</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>557</th>\n",
       "      <td>sehwag</td>\n",
       "      <td>Port Elizabeth</td>\n",
       "      <td>18</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>558</th>\n",
       "      <td>sehwag</td>\n",
       "      <td>Rawalpindi</td>\n",
       "      <td>93</td>\n",
       "      <td>14</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>559</th>\n",
       "      <td>sehwag</td>\n",
       "      <td>Colombo (RPS)</td>\n",
       "      <td>383</td>\n",
       "      <td>54</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>560</th>\n",
       "      <td>sehwag</td>\n",
       "      <td>East London</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>561</th>\n",
       "      <td>sehwag</td>\n",
       "      <td>Hambantota</td>\n",
       "      <td>111</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>562</th>\n",
       "      <td>sehwag</td>\n",
       "      <td>The Oval</td>\n",
       "      <td>46</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>563</th>\n",
       "      <td>sehwag</td>\n",
       "      <td>Bulawayo</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>564</th>\n",
       "      <td>sehwag</td>\n",
       "      <td>Karachi</td>\n",
       "      <td>247</td>\n",
       "      <td>32</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>565</th>\n",
       "      <td>sehwag</td>\n",
       "      <td>Sydney</td>\n",
       "      <td>34</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>566</th>\n",
       "      <td>sehwag</td>\n",
       "      <td>Durban</td>\n",
       "      <td>34</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         Batsman                 Ground Runs   4s  6s\n",
       "0        ganguly                  Kandy  116   17   0\n",
       "1        ganguly             Chittagong  201   23   2\n",
       "2        ganguly               Brisbane  144   18   0\n",
       "3        ganguly                Kolkata  440   57   1\n",
       "4        ganguly                  Dhaka  170   19   0\n",
       "5        ganguly             Georgetown    5    0   0\n",
       "6        ganguly              St John's   45    4   1\n",
       "7        ganguly                  Leeds  128   14   3\n",
       "8        ganguly             Wellington   72   10   0\n",
       "9        ganguly                 Mumbai  230   32   3\n",
       "10       ganguly                 Lord's  210   30   0\n",
       "11       ganguly                  Galle   35    2   0\n",
       "12       ganguly               Hamilton  122   17   3\n",
       "13       ganguly              Melbourne  241   27   1\n",
       "14       ganguly                 Mohali  372   40   3\n",
       "15       ganguly           Bloemfontein   44    8   0\n",
       "16       ganguly                Chennai  153   17   2\n",
       "17       ganguly             Bridgetown  138   15   1\n",
       "18       ganguly               Kingston  106   16   0\n",
       "19       ganguly          Colombo (SSC)  384   48   3\n",
       "20       ganguly              Bangalore  503   59   3\n",
       "21       ganguly                  Perth    9    2   0\n",
       "22       ganguly             Nottingham  432   59   3\n",
       "23       ganguly          Colombo (PSS)   53    5   2\n",
       "24       ganguly                  Delhi  582   76   9\n",
       "25       ganguly           Johannesburg  209   32   3\n",
       "26       ganguly                 Harare  108   14   1\n",
       "27       ganguly                 Kanpur  237   31   1\n",
       "28       ganguly              Cape Town  165   21   1\n",
       "29       ganguly          Port of Spain  106   10   0\n",
       "30       ganguly               Adelaide  142   15   0\n",
       "31       ganguly              Ahmedabad  411   42   7\n",
       "32       ganguly         Port Elizabeth   46    7   0\n",
       "33       ganguly                 Nagpur  252   30   2\n",
       "34       ganguly             Rawalpindi   77   12   0\n",
       "35       ganguly          Colombo (RPS)    0    0   0\n",
       "36       ganguly               The Oval  145   21   1\n",
       "37       ganguly               Bulawayo  106   11   0\n",
       "38       ganguly                Karachi   71   12   0\n",
       "39       ganguly                 Sydney  160   22   1\n",
       "40       ganguly                 Durban   42    5   0\n",
       "41    devilliers            North Sound  143    8   3\n",
       "42    devilliers                  Dhaka  144   13   1\n",
       "43    devilliers                  Leeds   24    3   0\n",
       "44    devilliers               Canberra   76    7   3\n",
       "45    devilliers     Hyderabad (Deccan)    7    1   0\n",
       "46    devilliers             Wellington  205    9   8\n",
       "47    devilliers                 Lahore  155   15   3\n",
       "48    devilliers            Dubai (DSC)  139    6   0\n",
       "49    devilliers                 Lord's   53    2   0\n",
       "50    devilliers              Abu Dhabi  144   11   0\n",
       "51    devilliers               Hamilton   58    5   1\n",
       "52    devilliers                 Jaipur   71    7   0\n",
       "53    devilliers              Melbourne  121    9   0\n",
       "54    devilliers                 Mohali  144   15   4\n",
       "55    devilliers           Bloemfontein  156   13   0\n",
       "56    devilliers             Faisalabad   17    2   0\n",
       "57    devilliers                Chennai  108    8   3\n",
       "58    devilliers             Bridgetown   42    8   0\n",
       "59    devilliers                Belfast   79   11   0\n",
       "60    devilliers                  Paarl   59    8   0\n",
       "61    devilliers              Bangalore    8    2   0\n",
       "62    devilliers                  Perth  188   16   1\n",
       "63    devilliers               Auckland  151   15   7\n",
       "64    devilliers              Pallekele   80    6   0\n",
       "65    devilliers                 Roseau  127    5   1\n",
       "66    devilliers             Nottingham   80   10   0\n",
       "67    devilliers           Johannesburg  610   48  29\n",
       "68    devilliers                  Delhi  107    8   2\n",
       "69    devilliers                 Harare  322   27  10\n",
       "70    devilliers          Port of Spain   60    7   1\n",
       "71    devilliers              Cape Town  380   44   3\n",
       "72    devilliers              Kimberley  124   12   3\n",
       "73    devilliers               Adelaide   82    6   1\n",
       "74    devilliers              Centurion  593   59  11\n",
       "75    devilliers             Gros Islet   15    3   0\n",
       "76    devilliers              Ahmedabad  156   14   3\n",
       "77    devilliers                Cardiff  107    9   1\n",
       "78    devilliers             Providence   15    1   0\n",
       "79    devilliers                 Hobart   44    2   0\n",
       "80    devilliers                 Multan    1    0   0\n",
       "81    devilliers                 Napier   31    2   0\n",
       "82    devilliers             Birmingham   31    1   1\n",
       "83    devilliers        Mount Maunganui  126   14   1\n",
       "84    devilliers         Port Elizabeth  361   37   8\n",
       "85    devilliers                 Benoni  309   21  11\n",
       "86    devilliers                 Nagpur   52    6   1\n",
       "87    devilliers            Southampton   28    1   0\n",
       "88    devilliers          Colombo (RPS)  161   16   2\n",
       "89    devilliers            East London   19    2   0\n",
       "90    devilliers             Hambantota  108   11   4\n",
       "91    devilliers          Potchefstroom  136    8   5\n",
       "92    devilliers            St George's  146   12   5\n",
       "93    devilliers                 Durban  568   55   4\n",
       "94    devilliers                Sharjah  119   10   3\n",
       "95    devilliers               The Oval   40    4   0\n",
       "96    devilliers               Bulawayo   85    5   2\n",
       "97    devilliers                Gwalior  114   13   2\n",
       "98    devilliers                 Sydney  167   18   8\n",
       "99    devilliers             Basseterre  154   23   4\n",
       "100  tendulkarsp             Chittagong  289   30   2\n",
       "101  tendulkarsp               Brisbane   23    4   0\n",
       "102  tendulkarsp                Kolkata  872  130   3\n",
       "103  tendulkarsp                  Dhaka  531   57   2\n",
       "104  tendulkarsp                  Leeds  193   19   3\n",
       "105  tendulkarsp                Cuttack    2    0   0\n",
       "106  tendulkarsp                Sialkot   92   11   0\n",
       "107  tendulkarsp             Georgetown  162   22   0\n",
       "108  tendulkarsp              St John's    0    0   0\n",
       "109  tendulkarsp     Hyderabad (Deccan)   39    4   0\n",
       "110  tendulkarsp             Chandigarh   11    0   0\n",
       "111  tendulkarsp             Wellington  290   40   3\n",
       "112  tendulkarsp                 Lahore   51    6   0\n",
       "113  tendulkarsp                 Mumbai  921  125   9\n",
       "114  tendulkarsp                  Galle  128   18   1\n",
       "115  tendulkarsp                 Lord's  195   30   0\n",
       "116  tendulkarsp               Hamilton  322   48   1\n",
       "117  tendulkarsp              Melbourne  449   43   3\n",
       "118  tendulkarsp                 Mohali  767   98   0\n",
       "119  tendulkarsp           Bloemfontein  170   25   1\n",
       "120  tendulkarsp             Faisalabad   81    8   0\n",
       "121  tendulkarsp                Chennai  970  107  10\n",
       "122  tendulkarsp          Colombo (SSC)  698   80   3\n",
       "123  tendulkarsp             Bridgetown  104   15   1\n",
       "124  tendulkarsp               Kingston  149   22   0\n",
       "125  tendulkarsp              Bangalore  869  118   7\n",
       "126  tendulkarsp                  Perth  226   32   0\n",
       "127  tendulkarsp               Auckland    5    1   0\n",
       "128  tendulkarsp             Nottingham  541   83   1\n",
       "129  tendulkarsp          Colombo (PSS)  186   19   0\n",
       "130  tendulkarsp                  Delhi  759  110   2\n",
       "131  tendulkarsp           Johannesburg  214   38   0\n",
       "132  tendulkarsp                 Harare  130   14   1\n",
       "133  tendulkarsp             Manchester  187   25   0\n",
       "134  tendulkarsp                 Kanpur  199   19   2\n",
       "135  tendulkarsp          Port of Spain  205   23   0\n",
       "136  tendulkarsp               Adelaide  326   35   3\n",
       "137  tendulkarsp              Cape Town  489   64   3\n",
       "138  tendulkarsp              Centurion  147   21   1\n",
       "139  tendulkarsp           Christchurch   24    3   0\n",
       "140  tendulkarsp              Ahmedabad  642   84   1\n",
       "141  tendulkarsp                 Multan  194   21   0\n",
       "142  tendulkarsp             Birmingham  187   31   1\n",
       "143  tendulkarsp                 Napier  201   21   2\n",
       "144  tendulkarsp         Port Elizabeth   29    5   0\n",
       "145  tendulkarsp                 Nagpur  970  120   2\n",
       "146  tendulkarsp             Rawalpindi    1    0   0\n",
       "147  tendulkarsp          Colombo (RPS)  143   20   0\n",
       "148  tendulkarsp                Lucknow  142   22   0\n",
       "149  tendulkarsp            Mumbai (BS)   53    6   0\n",
       "150  tendulkarsp               The Oval  272   39   0\n",
       "151  tendulkarsp               Bulawayo  110   16   0\n",
       "152  tendulkarsp                Karachi   64   12   0\n",
       "153  tendulkarsp                 Sydney  785   95   1\n",
       "154  tendulkarsp                 Durban  112   19   0\n",
       "155       kohli1                Kolkata   70   10   1\n",
       "156       kohli1                  Dhaka  472   44  10\n",
       "157       kohli1                Cuttack    1    0   0\n",
       "158       kohli1                 Mumbai  127   18   1\n",
       "159       kohli1              Melbourne   90   10   1\n",
       "160       kohli1                 Mohali   82    9   2\n",
       "161       kohli1             Dharamsala   43    1   3\n",
       "162       kohli1                Chennai   70   10   1\n",
       "163       kohli1              Bangalore   33    1   1\n",
       "164       kohli1              Pallekele   68   11   1\n",
       "165       kohli1                 Rajkot   29    2   1\n",
       "166       kohli1                   Pune   21    2   0\n",
       "167       kohli1             Manchester    4    0   0\n",
       "168       kohli1                 Harare   26    3   1\n",
       "169       kohli1          Port of Spain   14    2   0\n",
       "170       kohli1               Adelaide   90    9   2\n",
       "171       kohli1              Ahmedabad   27    3   0\n",
       "172       kohli1             Birmingham   66    9   1\n",
       "173       kohli1                 Nagpur   23    2   0\n",
       "174       kohli1          Colombo (RPS)  185   20   4\n",
       "175       kohli1                 Sydney   72    2   2\n",
       "176       kohli1                 Durban   28    5   0\n",
       "177   tendulkar2             Chittagong  157   19   2\n",
       "178   tendulkar2               Brisbane   23    4   0\n",
       "179   tendulkar2                  Dhaka  531   57   2\n",
       "180   tendulkar2                  Leeds  193   19   3\n",
       "181   tendulkar2             Wellington  219   29   2\n",
       "182   tendulkar2                 Lahore   10    1   0\n",
       "183   tendulkar2                 Lord's  111   16   0\n",
       "184   tendulkar2                  Galle  128   18   1\n",
       "185   tendulkar2               Hamilton  201   32   0\n",
       "186   tendulkar2              Melbourne  449   43   3\n",
       "187   tendulkar2           Bloemfontein  170   25   1\n",
       "188   tendulkar2          Colombo (SSC)  171   20   1\n",
       "189   tendulkar2             Bridgetown  104   15   1\n",
       "190   tendulkar2               Kingston  127   20   0\n",
       "191   tendulkar2                  Perth  226   32   0\n",
       "192   tendulkar2             Nottingham  164   23   0\n",
       "193   tendulkar2          Colombo (PSS)  115    9   0\n",
       "194   tendulkar2           Johannesburg   58   10   0\n",
       "195   tendulkar2                 Harare  130   14   1\n",
       "196   tendulkar2          Port of Spain  117   14   0\n",
       "197   tendulkar2              Cape Town  256   39   0\n",
       "198   tendulkar2               Adelaide  160   21   0\n",
       "199   tendulkar2              Centurion  147   21   1\n",
       "200   tendulkar2           Christchurch   24    3   0\n",
       "201   tendulkar2                 Multan  194   21   0\n",
       "202   tendulkar2             Birmingham  187   31   1\n",
       "203   tendulkar2         Port Elizabeth    6    1   0\n",
       "204   tendulkar2             Rawalpindi    1    0   0\n",
       "205   tendulkar2               The Oval  114   15   0\n",
       "206   tendulkar2               Bulawayo  110   16   0\n",
       "207   tendulkar2                Karachi   49   10   0\n",
       "208   tendulkar2                 Sydney  336   43   1\n",
       "209   tendulkar2                 Durban  101   18   0\n",
       "210      maxwell               Brisbane   54    8   0\n",
       "211      maxwell               Canberra    4    0   0\n",
       "212      maxwell            Dubai (DSC)   76    9   1\n",
       "213      maxwell              Abu Dhabi   48    1   2\n",
       "214      maxwell                 Jaipur   53    7   1\n",
       "215      maxwell              Melbourne  101   13   1\n",
       "216      maxwell                 Mohali    3    0   0\n",
       "217      maxwell               Auckland    1    0   0\n",
       "218      maxwell                  Perth  289   37   9\n",
       "219      maxwell              Bangalore   60    3   7\n",
       "220      maxwell                   Pune   31    1   3\n",
       "221      maxwell                 Harare  115   11   6\n",
       "222      maxwell               Adelaide   74    6   2\n",
       "223      maxwell                 Hobart   46    5   0\n",
       "224      maxwell             Birmingham   29    1   2\n",
       "225      maxwell                 Nagpur    9    2   0\n",
       "226      maxwell                Sharjah  117    7   4\n",
       "227      maxwell               The Oval   32    5   1\n",
       "228      maxwell                 Sydney  133   13   5\n",
       "229      maxwell                 Ranchi   92    6   5\n",
       "230        gayle                  Kandy   93   19   1\n",
       "231        gayle             Chittagong   38    5   0\n",
       "232        gayle             Vijayawada    5    0   0\n",
       "233        gayle               Brisbane  142   16   1\n",
       "234        gayle              St John's  134   17   1\n",
       "235        gayle                  Dhaka  161   24   1\n",
       "236        gayle             Jamshedpur    7    1   0\n",
       "237        gayle             Georgetown    2    0   0\n",
       "238        gayle                  Leeds   23    5   0\n",
       "239        gayle                Cuttack    5    1   0\n",
       "240        gayle            North Sound  117   19   1\n",
       "241        gayle               Canberra  217   10  16\n",
       "242        gayle             Wellington   85    6   8\n",
       "243        gayle          Nairobi (Gym)   80    9   3\n",
       "244        gayle                 Lahore   41    7   1\n",
       "245        gayle  Melbourne (Docklands)   54    8   1\n",
       "246        gayle                 Lord's  142   13   1\n",
       "247        gayle              Abu Dhabi  235   16  11\n",
       "248        gayle                 Khulna   50    6   3\n",
       "249        gayle                 Nelson   36    3   1\n",
       "250        gayle      Chester-le-Street   29    3   0\n",
       "251        gayle                 Jaipur  237   28   6\n",
       "252        gayle              Melbourne   22    1   2\n",
       "253        gayle             Faisalabad    0    0   0\n",
       "254        gayle                Chennai   43    8   1\n",
       "255        gayle             Bridgetown  503   43  21\n",
       "256        gayle               Kingston  783   85  30\n",
       "257        gayle          Colombo (SSC)  114   16   4\n",
       "258        gayle                  Perth   29    3   1\n",
       "259        gayle               Auckland   48    4   3\n",
       "260        gayle           Kuala Lumpur  183   23   5\n",
       "261        gayle              Kingstown  308   38   6\n",
       "262        gayle                 Roseau   45    5   1\n",
       "263        gayle             Nottingham  179   21   0\n",
       "264        gayle                Nairobi  152   17   1\n",
       "265        gayle                 Rajkot   72   12   2\n",
       "266        gayle             Basseterre  175   17   6\n",
       "267        gayle         King City (NW)  129   17   6\n",
       "268        gayle                Jodhpur   27    4   0\n",
       "269        gayle                Toronto   29    5   0\n",
       "270        gayle                 Harare  403   52   7\n",
       "271        gayle             Canterbury    6    1   0\n",
       "272        gayle          Port of Spain  529   63   9\n",
       "273        gayle              Cape Town   61    9   0\n",
       "274        gayle              Kimberley  119    8   2\n",
       "275        gayle           Johannesburg  171   14   4\n",
       "276        gayle               Adelaide   11    1   0\n",
       "277        gayle             Queenstown   25    1   1\n",
       "278        gayle              Centurion   34    3   2\n",
       "279        gayle                 Dublin  136   14   4\n",
       "280        gayle                  Kochi    0    0   0\n",
       "281        gayle           Christchurch   78   10   3\n",
       "282        gayle             Gros Islet  503   64   6\n",
       "283        gayle              Ahmedabad  316   36   7\n",
       "284        gayle                Cardiff   63    9   1\n",
       "285        gayle             Providence  179   14   5\n",
       "286        gayle                Bristol   72    9   2\n",
       "287        gayle             Birmingham   77    9   3\n",
       "288        gayle                 Napier  140   10   5\n",
       "289        gayle                 Multan    9    2   0\n",
       "290        gayle         Port Elizabeth   41    7   0\n",
       "291        gayle                 Benoni    0    0   0\n",
       "292        gayle                 Nagpur  155   18   3\n",
       "293        gayle            Southampton  100    6   0\n",
       "294        gayle          Colombo (RPS)   81   11   0\n",
       "295        gayle            East London    1    0   0\n",
       "296        gayle               Vadodara  107   11   3\n",
       "297        gayle                  Delhi   82    7   2\n",
       "298        gayle            St George's  286   28   9\n",
       "299        gayle                Sharjah  160   25   3\n",
       "300        gayle               The Oval  152   19   6\n",
       "301        gayle            Mumbai (BS)   61   10   2\n",
       "302        gayle               Bulawayo  237   26   2\n",
       "303        gayle                Karachi    7    1   0\n",
       "304        gayle                 Sydney    3    0   0\n",
       "305        gayle                 Durban   42    5   2\n",
       "306      sehwag1             Vijayawada   12    2   0\n",
       "307      sehwag1               Brisbane    6    1   0\n",
       "308      sehwag1                Kolkata  158   23   2\n",
       "309      sehwag1                  Dhaka  474   59  11\n",
       "310      sehwag1             Jamshedpur   34    5   0\n",
       "311      sehwag1                Cuttack  160   27   1\n",
       "312      sehwag1     Hyderabad (Deccan)  169   20   3\n",
       "313      sehwag1             Wellington   99   18   1\n",
       "314      sehwag1                 Lahore   46    9   0\n",
       "315      sehwag1                 Mumbai   58    8   2\n",
       "316      sehwag1                 Lord's  117   16   1\n",
       "317      sehwag1  Melbourne (Docklands)   64    8   1\n",
       "318      sehwag1               Hamilton  129   14   6\n",
       "319      sehwag1               Peshawar   18    4   0\n",
       "320      sehwag1          Visakhapatnam  146   22   2\n",
       "321      sehwag1      Chester-le-Street   16    2   0\n",
       "322      sehwag1                 Jaipur  104   12   2\n",
       "323      sehwag1              Melbourne   49    5   0\n",
       "324      sehwag1                 Mohali  197   31   1\n",
       "325      sehwag1                Chennai   86   14   1\n",
       "326      sehwag1          Colombo (SSC)    0    0   0\n",
       "327      sehwag1             Bridgetown   21    3   0\n",
       "328      sehwag1               Auckland  152   14   6\n",
       "329      sehwag1              Bangalore  283   38   4\n",
       "330      sehwag1                  Perth   32    6   0\n",
       "331      sehwag1               Dambulla  222   32   2\n",
       "332      sehwag1               Kingston   34    4   0\n",
       "333      sehwag1             Nottingham    4    0   0\n",
       "334      sehwag1                 Rajkot  405   51  12\n",
       "335      sehwag1             Basseterre   97    9   3\n",
       "336      sehwag1                   Pune   48    7   0\n",
       "337      sehwag1           Johannesburg    5    0   0\n",
       "338      sehwag1                  Delhi  120   17   2\n",
       "339      sehwag1                Jodhpur   18    3   0\n",
       "340      sehwag1                 Harare   48    8   0\n",
       "341      sehwag1                 Kanpur  155   23   1\n",
       "342      sehwag1          Port of Spain  138   18   1\n",
       "343      sehwag1              Cape Town    0    0   0\n",
       "344      sehwag1               Adelaide   20    3   0\n",
       "345      sehwag1             Queenstown   23    4   0\n",
       "346      sehwag1              Centurion   44    6   1\n",
       "347      sehwag1                  Kochi  134   13   3\n",
       "348      sehwag1              Faridabad   26    4   0\n",
       "349      sehwag1           Christchurch   10    1   0\n",
       "350      sehwag1              Ahmedabad   84   11   0\n",
       "351      sehwag1                 Indore  220   25   7\n",
       "352      sehwag1                 Napier  185   20   3\n",
       "353      sehwag1         Port Elizabeth   18    3   0\n",
       "354      sehwag1                 Nagpur  138   23   1\n",
       "355      sehwag1             Rawalpindi   93   14   1\n",
       "356      sehwag1          Colombo (RPS)  421   60   4\n",
       "357      sehwag1            East London    4    0   0\n",
       "358      sehwag1             Hambantota  111   12   0\n",
       "359      sehwag1               Vadodara  100   18   1\n",
       "360      sehwag1               Guwahati    6    0   1\n",
       "361      sehwag1               The Oval   46    8   1\n",
       "362      sehwag1                 Margao   27    5   0\n",
       "363      sehwag1               Bulawayo    2    0   0\n",
       "364      sehwag1                Gwalior   52    5   1\n",
       "365      sehwag1                Karachi  247   32   8\n",
       "366      sehwag1                 Sydney   34    5   1\n",
       "367      sehwag1                 Durban   34    4   1\n",
       "368   tendulkar1             Chittagong  289   30   2\n",
       "369   tendulkar1               Brisbane   23    4   0\n",
       "370   tendulkar1                Kolkata  872  130   3\n",
       "371   tendulkar1                Sialkot   92   11   0\n",
       "372   tendulkar1             Georgetown  162   22   0\n",
       "373   tendulkar1                Cuttack    2    0   0\n",
       "374   tendulkar1                  Dhaka  531   57   2\n",
       "375   tendulkar1              St John's    0    0   0\n",
       "376   tendulkar1                  Leeds  193   19   3\n",
       "377   tendulkar1     Hyderabad (Deccan)   39    4   0\n",
       "378   tendulkar1             Chandigarh   11    0   0\n",
       "379   tendulkar1                 Lahore   51    6   0\n",
       "380   tendulkar1             Wellington  290   40   3\n",
       "381   tendulkar1                 Mumbai  921  125   9\n",
       "382   tendulkar1                 Lord's  195   30   0\n",
       "383   tendulkar1                  Galle  128   18   1\n",
       "384   tendulkar1               Hamilton  322   48   1\n",
       "385   tendulkar1              Melbourne  449   43   3\n",
       "386   tendulkar1                 Mohali  767   98   0\n",
       "387   tendulkar1           Bloemfontein  170   25   1\n",
       "388   tendulkar1             Faisalabad   81    8   0\n",
       "389   tendulkar1                Chennai  970  107  10\n",
       "390   tendulkar1               Auckland    5    1   0\n",
       "391   tendulkar1          Colombo (SSC)  698   80   3\n",
       "392   tendulkar1               Kingston  149   22   0\n",
       "393   tendulkar1                  Perth  226   32   0\n",
       "394   tendulkar1              Bangalore  869  118   7\n",
       "395   tendulkar1             Bridgetown  104   15   1\n",
       "396   tendulkar1             Nottingham  541   83   1\n",
       "397   tendulkar1          Colombo (PSS)  186   19   0\n",
       "398   tendulkar1             Manchester  187   25   0\n",
       "399   tendulkar1           Johannesburg  214   38   0\n",
       "400   tendulkar1                 Harare  130   14   1\n",
       "401   tendulkar1                  Delhi  759  110   2\n",
       "402   tendulkar1                 Kanpur  199   19   2\n",
       "403   tendulkar1              Cape Town  489   64   3\n",
       "404   tendulkar1               Adelaide  326   35   3\n",
       "405   tendulkar1          Port of Spain  205   23   0\n",
       "406   tendulkar1              Centurion  147   21   1\n",
       "407   tendulkar1           Christchurch   24    3   0\n",
       "408   tendulkar1              Ahmedabad  642   84   1\n",
       "409   tendulkar1                 Napier  201   21   2\n",
       "410   tendulkar1             Birmingham  187   31   1\n",
       "411   tendulkar1                 Multan  194   21   0\n",
       "412   tendulkar1         Port Elizabeth   29    5   0\n",
       "413   tendulkar1                 Nagpur  970  120   2\n",
       "414   tendulkar1             Rawalpindi    1    0   0\n",
       "415   tendulkar1          Colombo (RPS)  143   20   0\n",
       "416   tendulkar1                Lucknow  142   22   0\n",
       "417   tendulkar1            Mumbai (BS)   53    6   0\n",
       "418   tendulkar1               The Oval  272   39   0\n",
       "419   tendulkar1               Bulawayo  110   16   0\n",
       "420   tendulkar1                Karachi   64   12   0\n",
       "421   tendulkar1                 Sydney  785   95   1\n",
       "422   tendulkar1                 Durban  112   19   0\n",
       "423        kohli                Kolkata   15    3   0\n",
       "424        kohli                  Dhaka  319   24  10\n",
       "425        kohli                Cuttack    1    0   0\n",
       "426        kohli                 Mumbai   38    7   0\n",
       "427        kohli              Melbourne   31    3   0\n",
       "428        kohli             Dharamsala   43    1   3\n",
       "429        kohli                Chennai   70   10   1\n",
       "430        kohli              Bangalore    9    1   0\n",
       "431        kohli              Pallekele   68   11   1\n",
       "432        kohli                 Rajkot   29    2   1\n",
       "433        kohli                   Pune   21    2   0\n",
       "434        kohli             Manchester    4    0   0\n",
       "435        kohli                 Harare   26    3   1\n",
       "436        kohli          Port of Spain   14    2   0\n",
       "437        kohli              Ahmedabad   27    3   0\n",
       "438        kohli             Birmingham   66    9   1\n",
       "439        kohli          Colombo (RPS)  185   20   4\n",
       "440        kohli                 Sydney   22    0   1\n",
       "441        kohli                 Durban   28    5   0\n",
       "442    tendulkar             Chittagong  289   30   2\n",
       "443    tendulkar               Brisbane   23    4   0\n",
       "444    tendulkar                Kolkata  872  130   3\n",
       "445    tendulkar                Sialkot   92   11   0\n",
       "446    tendulkar             Georgetown  162   22   0\n",
       "447    tendulkar                Cuttack    2    0   0\n",
       "448    tendulkar                  Dhaka  531   57   2\n",
       "449    tendulkar              St John's    0    0   0\n",
       "450    tendulkar                  Leeds  193   19   3\n",
       "451    tendulkar     Hyderabad (Deccan)   39    4   0\n",
       "452    tendulkar             Chandigarh   11    0   0\n",
       "453    tendulkar                 Lahore   51    6   0\n",
       "454    tendulkar             Wellington  290   40   3\n",
       "455    tendulkar                 Mumbai  921  125   9\n",
       "456    tendulkar                 Lord's  195   30   0\n",
       "457    tendulkar                  Galle  128   18   1\n",
       "458    tendulkar               Hamilton  322   48   1\n",
       "459    tendulkar              Melbourne  449   43   3\n",
       "460    tendulkar                 Mohali  767   98   0\n",
       "461    tendulkar           Bloemfontein  170   25   1\n",
       "462    tendulkar             Faisalabad   81    8   0\n",
       "463    tendulkar                Chennai  970  107  10\n",
       "464    tendulkar               Auckland    5    1   0\n",
       "465    tendulkar          Colombo (SSC)  698   80   3\n",
       "466    tendulkar               Kingston  149   22   0\n",
       "467    tendulkar                  Perth  226   32   0\n",
       "468    tendulkar              Bangalore  869  118   7\n",
       "469    tendulkar             Bridgetown  104   15   1\n",
       "470    tendulkar             Nottingham  541   83   1\n",
       "471    tendulkar          Colombo (PSS)  186   19   0\n",
       "472    tendulkar             Manchester  187   25   0\n",
       "473    tendulkar           Johannesburg  214   38   0\n",
       "474    tendulkar                 Harare  130   14   1\n",
       "475    tendulkar                  Delhi  759  110   2\n",
       "476    tendulkar                 Kanpur  199   19   2\n",
       "477    tendulkar              Cape Town  489   64   3\n",
       "478    tendulkar               Adelaide  326   35   3\n",
       "479    tendulkar          Port of Spain  205   23   0\n",
       "480    tendulkar              Centurion  147   21   1\n",
       "481    tendulkar           Christchurch   24    3   0\n",
       "482    tendulkar              Ahmedabad  642   84   1\n",
       "483    tendulkar                 Napier  201   21   2\n",
       "484    tendulkar             Birmingham  187   31   1\n",
       "485    tendulkar                 Multan  194   21   0\n",
       "486    tendulkar         Port Elizabeth   29    5   0\n",
       "487    tendulkar                 Nagpur  970  120   2\n",
       "488    tendulkar             Rawalpindi    1    0   0\n",
       "489    tendulkar          Colombo (RPS)  143   20   0\n",
       "490    tendulkar                Lucknow  142   22   0\n",
       "491    tendulkar            Mumbai (BS)   53    6   0\n",
       "492    tendulkar               The Oval  272   39   0\n",
       "493    tendulkar               Bulawayo  110   16   0\n",
       "494    tendulkar                Karachi   64   12   0\n",
       "495    tendulkar                 Sydney  785   95   1\n",
       "496    tendulkar                 Durban  112   19   0\n",
       "497      sehwag2                  Dhaka  474   59  11\n",
       "498      sehwag2             Wellington   45    9   0\n",
       "499      sehwag2                 Lahore   46    9   0\n",
       "500      sehwag2  Melbourne (Docklands)   64    8   1\n",
       "501      sehwag2                 Lord's  117   16   1\n",
       "502      sehwag2               Hamilton  129   14   6\n",
       "503      sehwag2               Peshawar   18    4   0\n",
       "504      sehwag2              Melbourne   49    5   0\n",
       "505      sehwag2          Colombo (SSC)    0    0   0\n",
       "506      sehwag2             Bridgetown   21    3   0\n",
       "507      sehwag2               Auckland  152   14   6\n",
       "508      sehwag2                  Perth   32    6   0\n",
       "509      sehwag2               Dambulla  222   32   2\n",
       "510      sehwag2               Kingston   34    4   0\n",
       "511      sehwag2             Nottingham    4    0   0\n",
       "512      sehwag2             Basseterre   97    9   3\n",
       "513      sehwag2           Johannesburg    5    0   0\n",
       "514      sehwag2                 Harare   48    8   0\n",
       "515      sehwag2          Port of Spain  138   18   1\n",
       "516      sehwag2              Cape Town    0    0   0\n",
       "517      sehwag2               Adelaide   20    3   0\n",
       "518      sehwag2             Queenstown   23    4   0\n",
       "519      sehwag2              Centurion   44    6   1\n",
       "520      sehwag2           Christchurch   10    1   0\n",
       "521      sehwag2                 Napier  185   20   3\n",
       "522      sehwag2         Port Elizabeth   18    3   0\n",
       "523      sehwag2             Rawalpindi   93   14   1\n",
       "524      sehwag2          Colombo (RPS)  383   54   3\n",
       "525      sehwag2            East London    4    0   0\n",
       "526      sehwag2             Hambantota  111   12   0\n",
       "527      sehwag2               The Oval   46    8   1\n",
       "528      sehwag2               Bulawayo    2    0   0\n",
       "529      sehwag2                Karachi  247   32   8\n",
       "530      sehwag2                 Sydney   34    5   1\n",
       "531      sehwag2                 Durban   34    4   1\n",
       "532       sehwag                  Dhaka  474   59  11\n",
       "533       sehwag             Wellington   45    9   0\n",
       "534       sehwag                 Lahore   46    9   0\n",
       "535       sehwag  Melbourne (Docklands)   64    8   1\n",
       "536       sehwag                 Lord's  117   16   1\n",
       "537       sehwag               Hamilton  129   14   6\n",
       "538       sehwag               Peshawar   18    4   0\n",
       "539       sehwag              Melbourne   49    5   0\n",
       "540       sehwag          Colombo (SSC)    0    0   0\n",
       "541       sehwag             Bridgetown   21    3   0\n",
       "542       sehwag               Auckland  152   14   6\n",
       "543       sehwag                  Perth   32    6   0\n",
       "544       sehwag               Dambulla  222   32   2\n",
       "545       sehwag               Kingston   34    4   0\n",
       "546       sehwag             Nottingham    4    0   0\n",
       "547       sehwag             Basseterre   97    9   3\n",
       "548       sehwag           Johannesburg    5    0   0\n",
       "549       sehwag                 Harare   48    8   0\n",
       "550       sehwag          Port of Spain  138   18   1\n",
       "551       sehwag              Cape Town    0    0   0\n",
       "552       sehwag               Adelaide   20    3   0\n",
       "553       sehwag             Queenstown   23    4   0\n",
       "554       sehwag              Centurion   44    6   1\n",
       "555       sehwag           Christchurch   10    1   0\n",
       "556       sehwag                 Napier  185   20   3\n",
       "557       sehwag         Port Elizabeth   18    3   0\n",
       "558       sehwag             Rawalpindi   93   14   1\n",
       "559       sehwag          Colombo (RPS)  383   54   3\n",
       "560       sehwag            East London    4    0   0\n",
       "561       sehwag             Hambantota  111   12   0\n",
       "562       sehwag               The Oval   46    8   1\n",
       "563       sehwag               Bulawayo    2    0   0\n",
       "564       sehwag                Karachi  247   32   8\n",
       "565       sehwag                 Sydney   34    5   1\n",
       "566       sehwag                 Durban   34    4   1"
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gnd_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "id": "788d7eed",
   "metadata": {},
   "outputs": [],
   "source": [
    "def opposition_details(l,df):\n",
    "        ru=0\n",
    "        s4=0\n",
    "        s6=0\n",
    "        cnt=0\n",
    "        sr=0\n",
    "        bf=0\n",
    "        for i in range(0, len(df)):\n",
    "            if(df[\"Opposition\"][i]==l):\n",
    "                ru=ru+int(df[\"Runs\"][i])\n",
    "                s4=s4+int(df[\"4s\"][i])\n",
    "                s6=s6+int(df[\"6s\"][i])\n",
    "                cnt=cnt+1\n",
    "                sr=sr+float(df[\"SR\"][i])\n",
    "                bf=bf+int(df[\"BF\"][i])\n",
    "        return(ru,s4,s6,cnt,round(sr/cnt,2),bf)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "id": "97ded6d1",
   "metadata": {},
   "outputs": [],
   "source": [
    "def prep_dataset_opposition(batsman):\n",
    "    ndf=pd.DataFrame(columns=[\"Batsman\",\"Ground\",\"Runs\",\"4s\",\"6s\",\"No. of Matches Played\",\"Average Strike Rate\",\"Balls Faced\"])\n",
    "    \n",
    "    for bat in batsman:\n",
    "        #print(str(x))\n",
    "        df=clean_batsman(str(bat))\n",
    "        li=list(set(df[\"Opposition\"]))\n",
    "        for gnd in li:\n",
    "            ru,s_4,s_6,nmf,avg_sr,bf=opposition_details(gnd,df)\n",
    "            add={\"Batsman\":bat,\"Ground\":gnd,\"Runs\":ru,\"4s\":s_4,\"6s\":s_6,\"No. of Matches Played\":nmf,\"Average Strike Rate\":avg_sr,\"Balls Faced\":bf}\n",
    "            ndf=ndf.append(add,ignore_index=True)\n",
    "    return(ndf)        \n",
    "            "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "id": "f25488b7",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Naman\\AppData\\Local\\Temp/ipykernel_9348/1019180788.py:9: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  df[\"4s\"][i] = 0\n",
      "C:\\Users\\Naman\\AppData\\Local\\Temp/ipykernel_9348/1019180788.py:11: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  df[\"6s\"][i] = 0\n",
      "C:\\Users\\Naman\\AppData\\Local\\Temp/ipykernel_9348/1019180788.py:16: FutureWarning: The default value of regex will change from True to False in a future version. In addition, single character regular expressions will *not* be treated as literal strings when regex=True.\n",
      "  df[\"Runs\"] = df[\"Runs\"].str.replace(r'*', '')\n"
     ]
    },
    {
     "ename": "ValueError",
     "evalue": "could not convert string to float: '-'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mValueError\u001b[0m                                Traceback (most recent call last)",
      "\u001b[1;32m~\\AppData\\Local\\Temp/ipykernel_9348/2932439173.py\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mopp_df\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mprep_dataset_opposition\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mbatsman\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;32m~\\AppData\\Local\\Temp/ipykernel_9348/2028388366.py\u001b[0m in \u001b[0;36mprep_dataset_opposition\u001b[1;34m(batsman)\u001b[0m\n\u001b[0;32m      7\u001b[0m         \u001b[0mli\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mlist\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mset\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m\"Opposition\"\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      8\u001b[0m         \u001b[1;32mfor\u001b[0m \u001b[0mgnd\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mli\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 9\u001b[1;33m             \u001b[0mru\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0ms_4\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0ms_6\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mnmf\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mavg_sr\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mbf\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mopposition_details\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mgnd\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mdf\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m     10\u001b[0m             \u001b[0madd\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;33m{\u001b[0m\u001b[1;34m\"Batsman\"\u001b[0m\u001b[1;33m:\u001b[0m\u001b[0mbat\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;34m\"Ground\"\u001b[0m\u001b[1;33m:\u001b[0m\u001b[0mgnd\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;34m\"Runs\"\u001b[0m\u001b[1;33m:\u001b[0m\u001b[0mru\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;34m\"4s\"\u001b[0m\u001b[1;33m:\u001b[0m\u001b[0ms_4\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;34m\"6s\"\u001b[0m\u001b[1;33m:\u001b[0m\u001b[0ms_6\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;34m\"No. of Matches Played\"\u001b[0m\u001b[1;33m:\u001b[0m\u001b[0mnmf\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;34m\"Average Strike Rate\"\u001b[0m\u001b[1;33m:\u001b[0m\u001b[0mavg_sr\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;34m\"Balls Faced\"\u001b[0m\u001b[1;33m:\u001b[0m\u001b[0mbf\u001b[0m\u001b[1;33m}\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     11\u001b[0m             \u001b[0mndf\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mndf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mappend\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0madd\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mignore_index\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mTrue\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\AppData\\Local\\Temp/ipykernel_9348/2680416304.py\u001b[0m in \u001b[0;36mopposition_details\u001b[1;34m(l, df)\u001b[0m\n\u001b[0;32m     12\u001b[0m                 \u001b[0ms6\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0ms6\u001b[0m\u001b[1;33m+\u001b[0m\u001b[0mint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m\"6s\"\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mi\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     13\u001b[0m                 \u001b[0mcnt\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mcnt\u001b[0m\u001b[1;33m+\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 14\u001b[1;33m                 \u001b[0msr\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0msr\u001b[0m\u001b[1;33m+\u001b[0m\u001b[0mfloat\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m\"SR\"\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mi\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m     15\u001b[0m                 \u001b[0mbf\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mbf\u001b[0m\u001b[1;33m+\u001b[0m\u001b[0mint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m\"BF\"\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mi\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     16\u001b[0m         \u001b[1;32mreturn\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mru\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0ms4\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0ms6\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mcnt\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mround\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0msr\u001b[0m\u001b[1;33m/\u001b[0m\u001b[0mcnt\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m2\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mbf\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mValueError\u001b[0m: could not convert string to float: '-'"
     ]
    }
   ],
   "source": [
    "opp_df=prep_dataset_opposition(batsman)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "id": "5ea5375c",
   "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>Batsman</th>\n",
       "      <th>Opposition</th>\n",
       "      <th>Runs</th>\n",
       "      <th>4s</th>\n",
       "      <th>6s</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>ganguly</td>\n",
       "      <td>v South Africa</td>\n",
       "      <td>947</td>\n",
       "      <td>129</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>ganguly</td>\n",
       "      <td>v West Indies</td>\n",
       "      <td>449</td>\n",
       "      <td>52</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>ganguly</td>\n",
       "      <td>v New Zealand</td>\n",
       "      <td>563</td>\n",
       "      <td>69</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>ganguly</td>\n",
       "      <td>v England</td>\n",
       "      <td>983</td>\n",
       "      <td>134</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>ganguly</td>\n",
       "      <td>v Pakistan</td>\n",
       "      <td>902</td>\n",
       "      <td>115</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>ganguly</td>\n",
       "      <td>v Sri Lanka</td>\n",
       "      <td>1064</td>\n",
       "      <td>129</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>ganguly</td>\n",
       "      <td>v Bangladesh</td>\n",
       "      <td>371</td>\n",
       "      <td>42</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>ganguly</td>\n",
       "      <td>v Australia</td>\n",
       "      <td>1403</td>\n",
       "      <td>162</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>ganguly</td>\n",
       "      <td>v Zimbabwe</td>\n",
       "      <td>530</td>\n",
       "      <td>68</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>devilliers</td>\n",
       "      <td>v West Indies</td>\n",
       "      <td>1219</td>\n",
       "      <td>95</td>\n",
       "      <td>38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>devilliers</td>\n",
       "      <td>v New Zealand</td>\n",
       "      <td>634</td>\n",
       "      <td>64</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>devilliers</td>\n",
       "      <td>v England</td>\n",
       "      <td>520</td>\n",
       "      <td>55</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>devilliers</td>\n",
       "      <td>v Pakistan</td>\n",
       "      <td>1423</td>\n",
       "      <td>127</td>\n",
       "      <td>23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>devilliers</td>\n",
       "      <td>v Ireland</td>\n",
       "      <td>64</td>\n",
       "      <td>7</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>devilliers</td>\n",
       "      <td>v Kenya</td>\n",
       "      <td>39</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>devilliers</td>\n",
       "      <td>v Sri Lanka</td>\n",
       "      <td>756</td>\n",
       "      <td>66</td>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>devilliers</td>\n",
       "      <td>v Asia XI</td>\n",
       "      <td>150</td>\n",
       "      <td>17</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>devilliers</td>\n",
       "      <td>v Scotland</td>\n",
       "      <td>62</td>\n",
       "      <td>9</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>devilliers</td>\n",
       "      <td>v Bangladesh</td>\n",
       "      <td>213</td>\n",
       "      <td>15</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>devilliers</td>\n",
       "      <td>v Australia</td>\n",
       "      <td>1189</td>\n",
       "      <td>109</td>\n",
       "      <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>devilliers</td>\n",
       "      <td>v U.A.E.</td>\n",
       "      <td>99</td>\n",
       "      <td>6</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>devilliers</td>\n",
       "      <td>v Zimbabwe</td>\n",
       "      <td>527</td>\n",
       "      <td>34</td>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>devilliers</td>\n",
       "      <td>v India</td>\n",
       "      <td>921</td>\n",
       "      <td>92</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>devilliers</td>\n",
       "      <td>v Netherlands</td>\n",
       "      <td>134</td>\n",
       "      <td>13</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>tendulkarsp</td>\n",
       "      <td>v South Africa</td>\n",
       "      <td>1741</td>\n",
       "      <td>242</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>tendulkarsp</td>\n",
       "      <td>v West Indies</td>\n",
       "      <td>1630</td>\n",
       "      <td>218</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>tendulkarsp</td>\n",
       "      <td>v New Zealand</td>\n",
       "      <td>1595</td>\n",
       "      <td>212</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>tendulkarsp</td>\n",
       "      <td>v England</td>\n",
       "      <td>2535</td>\n",
       "      <td>357</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>tendulkarsp</td>\n",
       "      <td>v Pakistan</td>\n",
       "      <td>1057</td>\n",
       "      <td>141</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>tendulkarsp</td>\n",
       "      <td>v Sri Lanka</td>\n",
       "      <td>1995</td>\n",
       "      <td>241</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>tendulkarsp</td>\n",
       "      <td>v Bangladesh</td>\n",
       "      <td>820</td>\n",
       "      <td>87</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>tendulkarsp</td>\n",
       "      <td>v Australia</td>\n",
       "      <td>3630</td>\n",
       "      <td>434</td>\n",
       "      <td>25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>tendulkarsp</td>\n",
       "      <td>v Zimbabwe</td>\n",
       "      <td>918</td>\n",
       "      <td>126</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>kohli1</td>\n",
       "      <td>v South Africa</td>\n",
       "      <td>146</td>\n",
       "      <td>11</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>kohli1</td>\n",
       "      <td>v West Indies</td>\n",
       "      <td>157</td>\n",
       "      <td>18</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>kohli1</td>\n",
       "      <td>v New Zealand</td>\n",
       "      <td>93</td>\n",
       "      <td>12</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>kohli1</td>\n",
       "      <td>v England</td>\n",
       "      <td>184</td>\n",
       "      <td>27</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>kohli1</td>\n",
       "      <td>v Pakistan</td>\n",
       "      <td>254</td>\n",
       "      <td>30</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>kohli1</td>\n",
       "      <td>v Sri Lanka</td>\n",
       "      <td>201</td>\n",
       "      <td>23</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>kohli1</td>\n",
       "      <td>v Bangladesh</td>\n",
       "      <td>129</td>\n",
       "      <td>9</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>kohli1</td>\n",
       "      <td>v Australia</td>\n",
       "      <td>401</td>\n",
       "      <td>36</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>kohli1</td>\n",
       "      <td>v Afghanistan</td>\n",
       "      <td>50</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>kohli1</td>\n",
       "      <td>v Zimbabwe</td>\n",
       "      <td>26</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>tendulkar2</td>\n",
       "      <td>v South Africa</td>\n",
       "      <td>738</td>\n",
       "      <td>114</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>tendulkar2</td>\n",
       "      <td>v New Zealand</td>\n",
       "      <td>444</td>\n",
       "      <td>64</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>tendulkar2</td>\n",
       "      <td>v West Indies</td>\n",
       "      <td>348</td>\n",
       "      <td>49</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>tendulkar2</td>\n",
       "      <td>v England</td>\n",
       "      <td>769</td>\n",
       "      <td>104</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>tendulkar2</td>\n",
       "      <td>v Pakistan</td>\n",
       "      <td>254</td>\n",
       "      <td>32</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>tendulkar2</td>\n",
       "      <td>v Sri Lanka</td>\n",
       "      <td>414</td>\n",
       "      <td>47</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>tendulkar2</td>\n",
       "      <td>v Bangladesh</td>\n",
       "      <td>688</td>\n",
       "      <td>76</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>tendulkar2</td>\n",
       "      <td>v Australia</td>\n",
       "      <td>1194</td>\n",
       "      <td>143</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>tendulkar2</td>\n",
       "      <td>v Zimbabwe</td>\n",
       "      <td>240</td>\n",
       "      <td>30</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>maxwell</td>\n",
       "      <td>v South Africa</td>\n",
       "      <td>47</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>maxwell</td>\n",
       "      <td>v West Indies</td>\n",
       "      <td>56</td>\n",
       "      <td>9</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>maxwell</td>\n",
       "      <td>v New Zealand</td>\n",
       "      <td>30</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>maxwell</td>\n",
       "      <td>v England</td>\n",
       "      <td>308</td>\n",
       "      <td>41</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>maxwell</td>\n",
       "      <td>v Pakistan</td>\n",
       "      <td>283</td>\n",
       "      <td>22</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>maxwell</td>\n",
       "      <td>v Sri Lanka</td>\n",
       "      <td>156</td>\n",
       "      <td>17</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>maxwell</td>\n",
       "      <td>v Afghanistan</td>\n",
       "      <td>90</td>\n",
       "      <td>6</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>maxwell</td>\n",
       "      <td>v Zimbabwe</td>\n",
       "      <td>106</td>\n",
       "      <td>10</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>maxwell</td>\n",
       "      <td>v India</td>\n",
       "      <td>291</td>\n",
       "      <td>23</td>\n",
       "      <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>gayle</td>\n",
       "      <td>v South Africa</td>\n",
       "      <td>985</td>\n",
       "      <td>111</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>gayle</td>\n",
       "      <td>v Kenya</td>\n",
       "      <td>384</td>\n",
       "      <td>38</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>gayle</td>\n",
       "      <td>v New Zealand</td>\n",
       "      <td>913</td>\n",
       "      <td>90</td>\n",
       "      <td>38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>gayle</td>\n",
       "      <td>v England</td>\n",
       "      <td>999</td>\n",
       "      <td>109</td>\n",
       "      <td>31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>gayle</td>\n",
       "      <td>v Pakistan</td>\n",
       "      <td>944</td>\n",
       "      <td>104</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>gayle</td>\n",
       "      <td>v Ireland</td>\n",
       "      <td>54</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>gayle</td>\n",
       "      <td>v Netherlands</td>\n",
       "      <td>131</td>\n",
       "      <td>13</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>gayle</td>\n",
       "      <td>v Sri Lanka</td>\n",
       "      <td>494</td>\n",
       "      <td>60</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>gayle</td>\n",
       "      <td>v Asia XI</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>gayle</td>\n",
       "      <td>v Scotland</td>\n",
       "      <td>85</td>\n",
       "      <td>8</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>gayle</td>\n",
       "      <td>v Bangladesh</td>\n",
       "      <td>519</td>\n",
       "      <td>55</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>gayle</td>\n",
       "      <td>v Australia</td>\n",
       "      <td>802</td>\n",
       "      <td>94</td>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>gayle</td>\n",
       "      <td>v Zimbabwe</td>\n",
       "      <td>1532</td>\n",
       "      <td>164</td>\n",
       "      <td>43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>gayle</td>\n",
       "      <td>v India</td>\n",
       "      <td>1241</td>\n",
       "      <td>168</td>\n",
       "      <td>24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>gayle</td>\n",
       "      <td>v Canada</td>\n",
       "      <td>137</td>\n",
       "      <td>18</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>sehwag1</td>\n",
       "      <td>v South Africa</td>\n",
       "      <td>368</td>\n",
       "      <td>53</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>sehwag1</td>\n",
       "      <td>v West Indies</td>\n",
       "      <td>801</td>\n",
       "      <td>104</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>sehwag1</td>\n",
       "      <td>v New Zealand</td>\n",
       "      <td>759</td>\n",
       "      <td>91</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>sehwag1</td>\n",
       "      <td>v England</td>\n",
       "      <td>859</td>\n",
       "      <td>126</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>sehwag1</td>\n",
       "      <td>v Pakistan</td>\n",
       "      <td>848</td>\n",
       "      <td>113</td>\n",
       "      <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>sehwag1</td>\n",
       "      <td>v Netherlands</td>\n",
       "      <td>39</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>sehwag1</td>\n",
       "      <td>v Sri Lanka</td>\n",
       "      <td>1256</td>\n",
       "      <td>176</td>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>sehwag1</td>\n",
       "      <td>v Bangladesh</td>\n",
       "      <td>474</td>\n",
       "      <td>59</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>sehwag1</td>\n",
       "      <td>v Australia</td>\n",
       "      <td>525</td>\n",
       "      <td>73</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>sehwag1</td>\n",
       "      <td>v Zimbabwe</td>\n",
       "      <td>69</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>sehwag1</td>\n",
       "      <td>v Ireland</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>tendulkar1</td>\n",
       "      <td>v South Africa</td>\n",
       "      <td>1741</td>\n",
       "      <td>242</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>tendulkar1</td>\n",
       "      <td>v New Zealand</td>\n",
       "      <td>1595</td>\n",
       "      <td>212</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>tendulkar1</td>\n",
       "      <td>v West Indies</td>\n",
       "      <td>1630</td>\n",
       "      <td>218</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>tendulkar1</td>\n",
       "      <td>v England</td>\n",
       "      <td>2535</td>\n",
       "      <td>357</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>tendulkar1</td>\n",
       "      <td>v Pakistan</td>\n",
       "      <td>1057</td>\n",
       "      <td>141</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>tendulkar1</td>\n",
       "      <td>v Sri Lanka</td>\n",
       "      <td>1995</td>\n",
       "      <td>241</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>tendulkar1</td>\n",
       "      <td>v Bangladesh</td>\n",
       "      <td>820</td>\n",
       "      <td>87</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>tendulkar1</td>\n",
       "      <td>v Australia</td>\n",
       "      <td>3630</td>\n",
       "      <td>434</td>\n",
       "      <td>25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>tendulkar1</td>\n",
       "      <td>v Zimbabwe</td>\n",
       "      <td>918</td>\n",
       "      <td>126</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>kohli</td>\n",
       "      <td>v South Africa</td>\n",
       "      <td>146</td>\n",
       "      <td>11</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>kohli</td>\n",
       "      <td>v West Indies</td>\n",
       "      <td>68</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>kohli</td>\n",
       "      <td>v New Zealand</td>\n",
       "      <td>70</td>\n",
       "      <td>10</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>kohli</td>\n",
       "      <td>v England</td>\n",
       "      <td>184</td>\n",
       "      <td>27</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>kohli</td>\n",
       "      <td>v Pakistan</td>\n",
       "      <td>150</td>\n",
       "      <td>16</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101</th>\n",
       "      <td>kohli</td>\n",
       "      <td>v Sri Lanka</td>\n",
       "      <td>145</td>\n",
       "      <td>16</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>102</th>\n",
       "      <td>kohli</td>\n",
       "      <td>v Bangladesh</td>\n",
       "      <td>57</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>103</th>\n",
       "      <td>kohli</td>\n",
       "      <td>v Australia</td>\n",
       "      <td>120</td>\n",
       "      <td>9</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>104</th>\n",
       "      <td>kohli</td>\n",
       "      <td>v Afghanistan</td>\n",
       "      <td>50</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105</th>\n",
       "      <td>kohli</td>\n",
       "      <td>v Zimbabwe</td>\n",
       "      <td>26</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>106</th>\n",
       "      <td>tendulkar</td>\n",
       "      <td>v South Africa</td>\n",
       "      <td>1741</td>\n",
       "      <td>242</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>107</th>\n",
       "      <td>tendulkar</td>\n",
       "      <td>v New Zealand</td>\n",
       "      <td>1595</td>\n",
       "      <td>212</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>108</th>\n",
       "      <td>tendulkar</td>\n",
       "      <td>v West Indies</td>\n",
       "      <td>1630</td>\n",
       "      <td>218</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>109</th>\n",
       "      <td>tendulkar</td>\n",
       "      <td>v England</td>\n",
       "      <td>2535</td>\n",
       "      <td>357</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>110</th>\n",
       "      <td>tendulkar</td>\n",
       "      <td>v Pakistan</td>\n",
       "      <td>1057</td>\n",
       "      <td>141</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>111</th>\n",
       "      <td>tendulkar</td>\n",
       "      <td>v Sri Lanka</td>\n",
       "      <td>1995</td>\n",
       "      <td>241</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>112</th>\n",
       "      <td>tendulkar</td>\n",
       "      <td>v Bangladesh</td>\n",
       "      <td>820</td>\n",
       "      <td>87</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>113</th>\n",
       "      <td>tendulkar</td>\n",
       "      <td>v Australia</td>\n",
       "      <td>3630</td>\n",
       "      <td>434</td>\n",
       "      <td>25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114</th>\n",
       "      <td>tendulkar</td>\n",
       "      <td>v Zimbabwe</td>\n",
       "      <td>918</td>\n",
       "      <td>126</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>115</th>\n",
       "      <td>sehwag2</td>\n",
       "      <td>v South Africa</td>\n",
       "      <td>105</td>\n",
       "      <td>13</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>116</th>\n",
       "      <td>sehwag2</td>\n",
       "      <td>v West Indies</td>\n",
       "      <td>290</td>\n",
       "      <td>34</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117</th>\n",
       "      <td>sehwag2</td>\n",
       "      <td>v New Zealand</td>\n",
       "      <td>544</td>\n",
       "      <td>62</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>118</th>\n",
       "      <td>sehwag2</td>\n",
       "      <td>v England</td>\n",
       "      <td>167</td>\n",
       "      <td>24</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>119</th>\n",
       "      <td>sehwag2</td>\n",
       "      <td>v Pakistan</td>\n",
       "      <td>404</td>\n",
       "      <td>59</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>120</th>\n",
       "      <td>sehwag2</td>\n",
       "      <td>v Sri Lanka</td>\n",
       "      <td>716</td>\n",
       "      <td>98</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>121</th>\n",
       "      <td>sehwag2</td>\n",
       "      <td>v Bangladesh</td>\n",
       "      <td>474</td>\n",
       "      <td>59</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>122</th>\n",
       "      <td>sehwag2</td>\n",
       "      <td>v Australia</td>\n",
       "      <td>199</td>\n",
       "      <td>27</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>123</th>\n",
       "      <td>sehwag2</td>\n",
       "      <td>v Zimbabwe</td>\n",
       "      <td>50</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>124</th>\n",
       "      <td>sehwag</td>\n",
       "      <td>v South Africa</td>\n",
       "      <td>105</td>\n",
       "      <td>13</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>125</th>\n",
       "      <td>sehwag</td>\n",
       "      <td>v West Indies</td>\n",
       "      <td>290</td>\n",
       "      <td>34</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>126</th>\n",
       "      <td>sehwag</td>\n",
       "      <td>v New Zealand</td>\n",
       "      <td>544</td>\n",
       "      <td>62</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>127</th>\n",
       "      <td>sehwag</td>\n",
       "      <td>v England</td>\n",
       "      <td>167</td>\n",
       "      <td>24</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>128</th>\n",
       "      <td>sehwag</td>\n",
       "      <td>v Pakistan</td>\n",
       "      <td>404</td>\n",
       "      <td>59</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129</th>\n",
       "      <td>sehwag</td>\n",
       "      <td>v Sri Lanka</td>\n",
       "      <td>716</td>\n",
       "      <td>98</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>130</th>\n",
       "      <td>sehwag</td>\n",
       "      <td>v Bangladesh</td>\n",
       "      <td>474</td>\n",
       "      <td>59</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>131</th>\n",
       "      <td>sehwag</td>\n",
       "      <td>v Australia</td>\n",
       "      <td>199</td>\n",
       "      <td>27</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>132</th>\n",
       "      <td>sehwag</td>\n",
       "      <td>v Zimbabwe</td>\n",
       "      <td>50</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         Batsman      Opposition  Runs   4s  6s\n",
       "0        ganguly  v South Africa   947  129   6\n",
       "1        ganguly   v West Indies   449   52   2\n",
       "2        ganguly   v New Zealand   563   69  11\n",
       "3        ganguly       v England   983  134   7\n",
       "4        ganguly      v Pakistan   902  115   7\n",
       "5        ganguly     v Sri Lanka  1064  129   9\n",
       "6        ganguly    v Bangladesh   371   42   2\n",
       "7        ganguly     v Australia  1403  162   6\n",
       "8        ganguly      v Zimbabwe   530   68   7\n",
       "9     devilliers   v West Indies  1219   95  38\n",
       "10    devilliers   v New Zealand   634   64   8\n",
       "11    devilliers       v England   520   55   1\n",
       "12    devilliers      v Pakistan  1423  127  23\n",
       "13    devilliers       v Ireland    64    7   2\n",
       "14    devilliers         v Kenya    39    5   0\n",
       "15    devilliers     v Sri Lanka   756   66  13\n",
       "16    devilliers       v Asia XI   150   17   4\n",
       "17    devilliers      v Scotland    62    9   2\n",
       "18    devilliers    v Bangladesh   213   15   5\n",
       "19    devilliers     v Australia  1189  109  17\n",
       "20    devilliers        v U.A.E.    99    6   4\n",
       "21    devilliers      v Zimbabwe   527   34  20\n",
       "22    devilliers         v India   921   92  19\n",
       "23    devilliers   v Netherlands   134   13   4\n",
       "24   tendulkarsp  v South Africa  1741  242   9\n",
       "25   tendulkarsp   v West Indies  1630  218   5\n",
       "26   tendulkarsp   v New Zealand  1595  212   6\n",
       "27   tendulkarsp       v England  2535  357   8\n",
       "28   tendulkarsp      v Pakistan  1057  141   0\n",
       "29   tendulkarsp     v Sri Lanka  1995  241  10\n",
       "30   tendulkarsp    v Bangladesh   820   87   4\n",
       "31   tendulkarsp     v Australia  3630  434  25\n",
       "32   tendulkarsp      v Zimbabwe   918  126   2\n",
       "33        kohli1  v South Africa   146   11   5\n",
       "34        kohli1   v West Indies   157   18   2\n",
       "35        kohli1   v New Zealand    93   12   1\n",
       "36        kohli1       v England   184   27   1\n",
       "37        kohli1      v Pakistan   254   30   4\n",
       "38        kohli1     v Sri Lanka   201   23   5\n",
       "39        kohli1    v Bangladesh   129    9   2\n",
       "40        kohli1     v Australia   401   36   9\n",
       "41        kohli1   v Afghanistan    50    4   2\n",
       "42        kohli1      v Zimbabwe    26    3   1\n",
       "43    tendulkar2  v South Africa   738  114   2\n",
       "44    tendulkar2   v New Zealand   444   64   2\n",
       "45    tendulkar2   v West Indies   348   49   1\n",
       "46    tendulkar2       v England   769  104   4\n",
       "47    tendulkar2      v Pakistan   254   32   0\n",
       "48    tendulkar2     v Sri Lanka   414   47   2\n",
       "49    tendulkar2    v Bangladesh   688   76   4\n",
       "50    tendulkar2     v Australia  1194  143   4\n",
       "51    tendulkar2      v Zimbabwe   240   30   1\n",
       "52       maxwell  v South Africa    47    6   0\n",
       "53       maxwell   v West Indies    56    9   2\n",
       "54       maxwell   v New Zealand    30    1   2\n",
       "55       maxwell       v England   308   41   0\n",
       "56       maxwell      v Pakistan   283   22   9\n",
       "57       maxwell     v Sri Lanka   156   17   5\n",
       "58       maxwell   v Afghanistan    90    6   7\n",
       "59       maxwell      v Zimbabwe   106   10   6\n",
       "60       maxwell         v India   291   23  18\n",
       "61         gayle  v South Africa   985  111  19\n",
       "62         gayle         v Kenya   384   38   8\n",
       "63         gayle   v New Zealand   913   90  38\n",
       "64         gayle       v England   999  109  31\n",
       "65         gayle      v Pakistan   944  104  19\n",
       "66         gayle       v Ireland    54    6   1\n",
       "67         gayle   v Netherlands   131   13   3\n",
       "68         gayle     v Sri Lanka   494   60  11\n",
       "69         gayle       v Asia XI     1    0   0\n",
       "70         gayle      v Scotland    85    8   3\n",
       "71         gayle    v Bangladesh   519   55  12\n",
       "72         gayle     v Australia   802   94  20\n",
       "73         gayle      v Zimbabwe  1532  164  43\n",
       "74         gayle         v India  1241  168  24\n",
       "75         gayle        v Canada   137   18   6\n",
       "76       sehwag1  v South Africa   368   53   5\n",
       "77       sehwag1   v West Indies   801  104  14\n",
       "78       sehwag1   v New Zealand   759   91  19\n",
       "79       sehwag1       v England   859  126  11\n",
       "80       sehwag1      v Pakistan   848  113  17\n",
       "81       sehwag1   v Netherlands    39    5   2\n",
       "82       sehwag1     v Sri Lanka  1256  176  13\n",
       "83       sehwag1    v Bangladesh   474   59  11\n",
       "84       sehwag1     v Australia   525   73   6\n",
       "85       sehwag1      v Zimbabwe    69    8   1\n",
       "86       sehwag1       v Ireland     5    1   0\n",
       "87    tendulkar1  v South Africa  1741  242   9\n",
       "88    tendulkar1   v New Zealand  1595  212   6\n",
       "89    tendulkar1   v West Indies  1630  218   5\n",
       "90    tendulkar1       v England  2535  357   8\n",
       "91    tendulkar1      v Pakistan  1057  141   0\n",
       "92    tendulkar1     v Sri Lanka  1995  241  10\n",
       "93    tendulkar1    v Bangladesh   820   87   4\n",
       "94    tendulkar1     v Australia  3630  434  25\n",
       "95    tendulkar1      v Zimbabwe   918  126   2\n",
       "96         kohli  v South Africa   146   11   5\n",
       "97         kohli   v West Indies    68    7   1\n",
       "98         kohli   v New Zealand    70   10   1\n",
       "99         kohli       v England   184   27   1\n",
       "100        kohli      v Pakistan   150   16   3\n",
       "101        kohli     v Sri Lanka   145   16   5\n",
       "102        kohli    v Bangladesh    57    3   1\n",
       "103        kohli     v Australia   120    9   3\n",
       "104        kohli   v Afghanistan    50    4   2\n",
       "105        kohli      v Zimbabwe    26    3   1\n",
       "106    tendulkar  v South Africa  1741  242   9\n",
       "107    tendulkar   v New Zealand  1595  212   6\n",
       "108    tendulkar   v West Indies  1630  218   5\n",
       "109    tendulkar       v England  2535  357   8\n",
       "110    tendulkar      v Pakistan  1057  141   0\n",
       "111    tendulkar     v Sri Lanka  1995  241  10\n",
       "112    tendulkar    v Bangladesh   820   87   4\n",
       "113    tendulkar     v Australia  3630  434  25\n",
       "114    tendulkar      v Zimbabwe   918  126   2\n",
       "115      sehwag2  v South Africa   105   13   2\n",
       "116      sehwag2   v West Indies   290   34   4\n",
       "117      sehwag2   v New Zealand   544   62  15\n",
       "118      sehwag2       v England   167   24   2\n",
       "119      sehwag2      v Pakistan   404   59   9\n",
       "120      sehwag2     v Sri Lanka   716   98   5\n",
       "121      sehwag2    v Bangladesh   474   59  11\n",
       "122      sehwag2     v Australia   199   27   2\n",
       "123      sehwag2      v Zimbabwe    50    8   0\n",
       "124       sehwag  v South Africa   105   13   2\n",
       "125       sehwag   v West Indies   290   34   4\n",
       "126       sehwag   v New Zealand   544   62  15\n",
       "127       sehwag       v England   167   24   2\n",
       "128       sehwag      v Pakistan   404   59   9\n",
       "129       sehwag     v Sri Lanka   716   98   5\n",
       "130       sehwag    v Bangladesh   474   59  11\n",
       "131       sehwag     v Australia   199   27   2\n",
       "132       sehwag      v Zimbabwe    50    8   0"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "opp_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "014cd374",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3ed97e55",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "539d17db",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "6866f923",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "2d64f665",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "1e461d43",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "2fd1b080",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "574848c4",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "id": "849773d0-cad1-4df4-afd4-be23557b2bee",
   "metadata": {},
   "outputs": [],
   "source": [
    "def prep_all(batsman):\n",
    "    ndf=pd.DataFrame(columns=[\"Batsman\",\"Opposition\",\"Runs\",\"4s\",\"6s\"])\n",
    "    \n",
    "    for bat in batsman:\n",
    "        #print(str(x))\n",
    "        df=clean_batsman(str(bat))\n",
    "        # This much is working\n",
    "        val1=dict_opposition_file(df)\n",
    "        for opp in val1:\n",
    "            print(x)\n",
    "        add={\"Batsman\":bat,\"Opposition\":opp,\"Runs\":ru,\"4s\":s_4,\"6s\":s_6}   \n",
    "        ndf=ndf.append(add,ignore_index=True)\n",
    "        val1=dict_opposition_file(df)\n",
    "        val2=dict_ground_file(df)\n",
    "        batsman_opp_dict[x]=val1\n",
    "        batsman_gnd_dict[x]=val2\n",
    "    return(batsman_opp_dict,batsman_gnd_dict)\n",
    "        "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "id": "2d420660",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Naman\\AppData\\Local\\Temp/ipykernel_4860/1019180788.py:16: FutureWarning: The default value of regex will change from True to False in a future version. In addition, single character regular expressions will *not* be treated as literal strings when regex=True.\n",
      "  df[\"Runs\"] = df[\"Runs\"].str.replace(r'*', '')\n",
      "C:\\Users\\Naman\\AppData\\Local\\Temp/ipykernel_4860/1019180788.py:9: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  df[\"4s\"][i] = 0\n",
      "C:\\Users\\Naman\\AppData\\Local\\Temp/ipykernel_4860/1019180788.py:11: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  df[\"6s\"][i] = 0\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "({'gayle': {'Canada': [137, 18, 6],\n",
       "   'Sri Lanka': [494, 60, 11],\n",
       "   'Bangladesh': [519, 55, 12],\n",
       "   'Netherlands': [131, 13, 3],\n",
       "   'Kenya': [384, 38, 8],\n",
       "   'India': [1241, 168, 24],\n",
       "   'New Zealand': [913, 90, 38],\n",
       "   'Asia XI': [1, 0, 0],\n",
       "   'Scotland': [85, 8, 3],\n",
       "   'England': [999, 109, 31],\n",
       "   'Zimbabwe': [1532, 164, 43],\n",
       "   'Australia': [802, 94, 20],\n",
       "   'South Africa': [985, 111, 19],\n",
       "   'Pakistan': [944, 104, 19],\n",
       "   'Ireland': [54, 6, 1]},\n",
       "  'sehwag2': {'Pakistan': [404, 59, 9],\n",
       "   'Sri Lanka': [716, 98, 5],\n",
       "   'Bangladesh': [474, 59, 11],\n",
       "   'New Zealand': [544, 62, 15],\n",
       "   'West Indies': [290, 34, 4],\n",
       "   'England': [167, 24, 2],\n",
       "   'Australia': [199, 27, 2],\n",
       "   'South Africa': [105, 13, 2],\n",
       "   'Zimbabwe': [50, 8, 0]},\n",
       "  'tendulkar2': {'Pakistan': [254, 32, 0],\n",
       "   'Sri Lanka': [414, 47, 2],\n",
       "   'Bangladesh': [688, 76, 4],\n",
       "   'New Zealand': [444, 64, 2],\n",
       "   'West Indies': [348, 49, 1],\n",
       "   'England': [769, 104, 4],\n",
       "   'Australia': [1194, 143, 4],\n",
       "   'South Africa': [738, 114, 2],\n",
       "   'Zimbabwe': [240, 30, 1]},\n",
       "  'ganguly': {'Pakistan': [902, 115, 7],\n",
       "   'Sri Lanka': [1064, 129, 9],\n",
       "   'Bangladesh': [371, 42, 2],\n",
       "   'New Zealand': [563, 69, 11],\n",
       "   'West Indies': [449, 52, 2],\n",
       "   'England': [983, 134, 7],\n",
       "   'Australia': [1403, 162, 6],\n",
       "   'South Africa': [947, 129, 6],\n",
       "   'Zimbabwe': [530, 68, 7]},\n",
       "  'sehwag1': {'Sri Lanka': [1256, 176, 13],\n",
       "   'Bangladesh': [474, 59, 11],\n",
       "   'Netherlands': [39, 5, 2],\n",
       "   'New Zealand': [759, 91, 19],\n",
       "   'West Indies': [801, 104, 14],\n",
       "   'England': [859, 126, 11],\n",
       "   'Zimbabwe': [69, 8, 1],\n",
       "   'Australia': [525, 73, 6],\n",
       "   'South Africa': [368, 53, 5],\n",
       "   'Pakistan': [848, 113, 17],\n",
       "   'Ireland': [5, 1, 0]},\n",
       "  'kohli': {'Pakistan': [150, 16, 3],\n",
       "   'Sri Lanka': [145, 16, 5],\n",
       "   'Bangladesh': [57, 3, 1],\n",
       "   'Afghanistan': [50, 4, 2],\n",
       "   'New Zealand': [70, 10, 1],\n",
       "   'West Indies': [68, 7, 1],\n",
       "   'England': [184, 27, 1],\n",
       "   'Australia': [120, 9, 3],\n",
       "   'South Africa': [146, 11, 5],\n",
       "   'Zimbabwe': [26, 3, 1]},\n",
       "  'sehwag': {'Pakistan': [404, 59, 9],\n",
       "   'Sri Lanka': [716, 98, 5],\n",
       "   'Bangladesh': [474, 59, 11],\n",
       "   'New Zealand': [544, 62, 15],\n",
       "   'West Indies': [290, 34, 4],\n",
       "   'England': [167, 24, 2],\n",
       "   'Australia': [199, 27, 2],\n",
       "   'South Africa': [105, 13, 2],\n",
       "   'Zimbabwe': [50, 8, 0]},\n",
       "  'kohli1': {'Pakistan': [254, 30, 4],\n",
       "   'Sri Lanka': [201, 23, 5],\n",
       "   'Bangladesh': [129, 9, 2],\n",
       "   'Afghanistan': [50, 4, 2],\n",
       "   'New Zealand': [93, 12, 1],\n",
       "   'West Indies': [157, 18, 2],\n",
       "   'England': [184, 27, 1],\n",
       "   'Australia': [401, 36, 9],\n",
       "   'South Africa': [146, 11, 5],\n",
       "   'Zimbabwe': [26, 3, 1]},\n",
       "  'tendulkar': {'Sri Lanka': [1995, 241, 10],\n",
       "   'Bangladesh': [820, 87, 4],\n",
       "   'New Zealand': [1595, 212, 6],\n",
       "   'West Indies': [1630, 218, 5],\n",
       "   'England': [2535, 357, 8],\n",
       "   'Zimbabwe': [918, 126, 2],\n",
       "   'Australia': [3630, 434, 25],\n",
       "   'South Africa': [1741, 242, 9],\n",
       "   'Pakistan': [1057, 141, 0]},\n",
       "  'maxwell': {'Sri Lanka': [156, 17, 5],\n",
       "   'Afghanistan': [90, 6, 7],\n",
       "   'New Zealand': [30, 1, 2],\n",
       "   'India': [291, 23, 18],\n",
       "   'West Indies': [56, 9, 2],\n",
       "   'England': [308, 41, 0],\n",
       "   'Zimbabwe': [106, 10, 6],\n",
       "   'South Africa': [47, 6, 0],\n",
       "   'Pakistan': [283, 22, 9]},\n",
       "  'tendulkarsp': {'Pakistan': [1057, 141, 0],\n",
       "   'Sri Lanka': [1995, 241, 10],\n",
       "   'Bangladesh': [820, 87, 4],\n",
       "   'New Zealand': [1595, 212, 6],\n",
       "   'West Indies': [1630, 218, 5],\n",
       "   'England': [2535, 357, 8],\n",
       "   'Australia': [3630, 434, 25],\n",
       "   'South Africa': [1741, 242, 9],\n",
       "   'Zimbabwe': [918, 126, 2]},\n",
       "  'tendulkar1': {'Sri Lanka': [1995, 241, 10],\n",
       "   'Bangladesh': [820, 87, 4],\n",
       "   'New Zealand': [1595, 212, 6],\n",
       "   'West Indies': [1630, 218, 5],\n",
       "   'England': [2535, 357, 8],\n",
       "   'Zimbabwe': [918, 126, 2],\n",
       "   'Australia': [3630, 434, 25],\n",
       "   'South Africa': [1741, 242, 9],\n",
       "   'Pakistan': [1057, 141, 0]},\n",
       "  'devilliers': {'U.A.E.': [99, 6, 4],\n",
       "   'Pakistan': [1423, 127, 23],\n",
       "   'Sri Lanka': [756, 66, 13],\n",
       "   'Netherlands': [134, 13, 4],\n",
       "   'Bangladesh': [213, 15, 5],\n",
       "   'Kenya': [39, 5, 0],\n",
       "   'New Zealand': [634, 64, 8],\n",
       "   'India': [921, 92, 19],\n",
       "   'Asia XI': [150, 17, 4],\n",
       "   'West Indies': [1219, 95, 38],\n",
       "   'Scotland': [62, 9, 2],\n",
       "   'England': [520, 55, 1],\n",
       "   'Australia': [1189, 109, 17],\n",
       "   'Zimbabwe': [527, 34, 20],\n",
       "   'Ireland': [64, 7, 2]}},\n",
       " {'gayle': {'Jaipur': [237, 28, 6],\n",
       "   'Port of Spain': [529, 63, 9],\n",
       "   'Colombo (SSC)': [114, 16, 4],\n",
       "   'Nairobi (Gym)': [80, 9, 3],\n",
       "   'Durban': [42, 5, 2],\n",
       "   'Birmingham': [77, 9, 3],\n",
       "   'Perth': [29, 3, 1],\n",
       "   'Auckland': [48, 4, 3],\n",
       "   'Nairobi': [152, 17, 1],\n",
       "   'Ahmedabad': [316, 36, 7],\n",
       "   'Canterbury': [6, 1, 0],\n",
       "   'Kimberley': [119, 8, 2],\n",
       "   'Gros Islet': [503, 64, 6],\n",
       "   'Chittagong': [38, 5, 0],\n",
       "   'Kuala Lumpur': [183, 23, 5],\n",
       "   'Providence': [179, 14, 5],\n",
       "   'Bridgetown': [503, 43, 21],\n",
       "   'Brisbane': [142, 16, 1],\n",
       "   'Sharjah': [160, 25, 3],\n",
       "   'Canberra': [217, 10, 16],\n",
       "   'Johannesburg': [171, 14, 4],\n",
       "   'Vadodara': [107, 11, 3],\n",
       "   'Basseterre': [175, 17, 6],\n",
       "   \"St John's\": [134, 17, 1],\n",
       "   'Faisalabad': [0, 0, 0],\n",
       "   'North Sound': [117, 19, 1],\n",
       "   'Melbourne (Docklands)': [54, 8, 1],\n",
       "   'King City (NW)': [129, 17, 6],\n",
       "   'Multan': [9, 2, 0],\n",
       "   'Melbourne': [22, 1, 2],\n",
       "   \"St George's\": [286, 28, 9],\n",
       "   'Karachi': [7, 1, 0],\n",
       "   'Jamshedpur': [7, 1, 0],\n",
       "   'Vijayawada': [5, 0, 0],\n",
       "   'Chennai': [43, 8, 1],\n",
       "   'Bristol': [72, 9, 2],\n",
       "   'Delhi': [82, 7, 2],\n",
       "   'Southampton': [100, 6, 0],\n",
       "   'Leeds': [23, 5, 0],\n",
       "   'Nelson': [36, 3, 1],\n",
       "   'Dhaka': [161, 24, 1],\n",
       "   'Toronto': [29, 5, 0],\n",
       "   'Benoni': [0, 0, 0],\n",
       "   'Wellington': [85, 6, 8],\n",
       "   'Nottingham': [179, 21, 0],\n",
       "   'Colombo (RPS)': [81, 11, 0],\n",
       "   'East London': [1, 0, 0],\n",
       "   'Bulawayo': [237, 26, 2],\n",
       "   'Christchurch': [78, 10, 3],\n",
       "   'Georgetown': [2, 0, 0],\n",
       "   'Jodhpur': [27, 4, 0],\n",
       "   'Cuttack': [5, 1, 0],\n",
       "   'Dublin': [136, 14, 4],\n",
       "   'Port Elizabeth': [41, 7, 0],\n",
       "   'Sydney': [3, 0, 0],\n",
       "   'Kingstown': [308, 38, 6],\n",
       "   'Cape Town': [61, 9, 0],\n",
       "   'Cardiff': [63, 9, 1],\n",
       "   'Nagpur': [155, 18, 3],\n",
       "   \"Lord's\": [142, 13, 1],\n",
       "   'Napier': [140, 10, 5],\n",
       "   'Queenstown': [25, 1, 1],\n",
       "   'Adelaide': [11, 1, 0],\n",
       "   'Kandy': [93, 19, 1],\n",
       "   'Centurion': [34, 3, 2],\n",
       "   'Lahore': [41, 7, 1],\n",
       "   'Harare': [403, 52, 7],\n",
       "   'Roseau': [45, 5, 1],\n",
       "   'Khulna': [50, 6, 3],\n",
       "   'Abu Dhabi': [235, 16, 11],\n",
       "   'Kochi': [0, 0, 0],\n",
       "   'The Oval': [152, 19, 6],\n",
       "   'Kingston': [783, 85, 30],\n",
       "   'Chester-le-Street': [29, 3, 0],\n",
       "   'Mumbai (BS)': [61, 10, 2],\n",
       "   'Rajkot': [72, 12, 2]},\n",
       "  'sehwag2': {'Colombo (SSC)': [0, 0, 0],\n",
       "   'Port of Spain': [138, 18, 1],\n",
       "   'Auckland': [152, 14, 6],\n",
       "   'Durban': [34, 4, 1],\n",
       "   'Perth': [32, 6, 0],\n",
       "   'Bridgetown': [21, 3, 0],\n",
       "   'Hambantota': [111, 12, 0],\n",
       "   'Melbourne (Docklands)': [64, 8, 1],\n",
       "   'Rawalpindi': [93, 14, 1],\n",
       "   'Melbourne': [49, 5, 0],\n",
       "   'Karachi': [247, 32, 8],\n",
       "   'Dhaka': [474, 59, 11],\n",
       "   'Peshawar': [18, 4, 0],\n",
       "   'Wellington': [45, 9, 0],\n",
       "   'East London': [4, 0, 0],\n",
       "   'Nottingham': [4, 0, 0],\n",
       "   'Colombo (RPS)': [383, 54, 3],\n",
       "   'Bulawayo': [2, 0, 0],\n",
       "   'Hamilton': [129, 14, 6],\n",
       "   'Port Elizabeth': [18, 3, 0],\n",
       "   'Sydney': [34, 5, 1],\n",
       "   'Dambulla': [222, 32, 2],\n",
       "   'Lahore': [46, 9, 0],\n",
       "   \"Lord's\": [117, 16, 1],\n",
       "   'Basseterre': [97, 9, 3],\n",
       "   'Cape Town': [0, 0, 0],\n",
       "   'Napier': [185, 20, 3],\n",
       "   'Queenstown': [23, 4, 0],\n",
       "   'Adelaide': [20, 3, 0],\n",
       "   'Centurion': [44, 6, 1],\n",
       "   'Harare': [48, 8, 0],\n",
       "   'Kingston': [34, 4, 0],\n",
       "   'The Oval': [46, 8, 1],\n",
       "   'Christchurch': [10, 1, 0],\n",
       "   'Johannesburg': [5, 0, 0]},\n",
       "  'tendulkar2': {'Colombo (SSC)': [171, 20, 1],\n",
       "   'Port of Spain': [117, 14, 0],\n",
       "   'Perth': [226, 32, 0],\n",
       "   'Durban': [101, 18, 0],\n",
       "   'Bloemfontein': [170, 25, 1],\n",
       "   'Chittagong': [157, 19, 2],\n",
       "   'Brisbane': [23, 4, 0],\n",
       "   'Bridgetown': [104, 15, 1],\n",
       "   'Rawalpindi': [1, 0, 0],\n",
       "   'Multan': [194, 21, 0],\n",
       "   'Melbourne': [449, 43, 3],\n",
       "   'Karachi': [49, 10, 0],\n",
       "   'Galle': [128, 18, 1],\n",
       "   'Leeds': [193, 19, 3],\n",
       "   'Dhaka': [531, 57, 2],\n",
       "   'Wellington': [219, 29, 2],\n",
       "   'Colombo (PSS)': [115, 9, 0],\n",
       "   'Nottingham': [164, 23, 0],\n",
       "   'Bulawayo': [110, 16, 0],\n",
       "   'Hamilton': [201, 32, 0],\n",
       "   'Port Elizabeth': [6, 1, 0],\n",
       "   'Sydney': [336, 43, 1],\n",
       "   'Cape Town': [256, 39, 0],\n",
       "   \"Lord's\": [111, 16, 0],\n",
       "   'Lahore': [10, 1, 0],\n",
       "   'Adelaide': [160, 21, 0],\n",
       "   'Centurion': [147, 21, 1],\n",
       "   'Harare': [130, 14, 1],\n",
       "   'Kingston': [127, 20, 0],\n",
       "   'The Oval': [114, 15, 0],\n",
       "   'Christchurch': [24, 3, 0],\n",
       "   'Birmingham': [187, 31, 1],\n",
       "   'Johannesburg': [58, 10, 0]},\n",
       "  'ganguly': {'Port of Spain': [106, 10, 0],\n",
       "   'Colombo (SSC)': [384, 48, 3],\n",
       "   'Durban': [42, 5, 0],\n",
       "   'Perth': [9, 2, 0],\n",
       "   'Ahmedabad': [411, 42, 7],\n",
       "   'Bloemfontein': [44, 8, 0],\n",
       "   'Chittagong': [201, 23, 2],\n",
       "   'Bridgetown': [138, 15, 1],\n",
       "   'Brisbane': [144, 18, 0],\n",
       "   'Mumbai': [230, 32, 3],\n",
       "   \"St John's\": [45, 4, 1],\n",
       "   'Rawalpindi': [77, 12, 0],\n",
       "   'Melbourne': [241, 27, 1],\n",
       "   'Karachi': [71, 12, 0],\n",
       "   'Galle': [35, 2, 0],\n",
       "   'Chennai': [153, 17, 2],\n",
       "   'Delhi': [582, 76, 9],\n",
       "   'Leeds': [128, 14, 3],\n",
       "   'Dhaka': [170, 19, 0],\n",
       "   'Wellington': [72, 10, 0],\n",
       "   'Colombo (PSS)': [53, 5, 2],\n",
       "   'Nottingham': [432, 59, 3],\n",
       "   'Colombo (RPS)': [0, 0, 0],\n",
       "   'Kanpur': [237, 31, 1],\n",
       "   'Mohali': [372, 40, 3],\n",
       "   'Bulawayo': [106, 11, 0],\n",
       "   'Hamilton': [122, 17, 3],\n",
       "   'Georgetown': [5, 0, 0],\n",
       "   'Port Elizabeth': [46, 7, 0],\n",
       "   'Sydney': [160, 22, 1],\n",
       "   'Cape Town': [165, 21, 1],\n",
       "   \"Lord's\": [210, 30, 0],\n",
       "   'Nagpur': [252, 30, 2],\n",
       "   'Adelaide': [142, 15, 0],\n",
       "   'Kandy': [116, 17, 0],\n",
       "   'Harare': [108, 14, 1],\n",
       "   'Bangalore': [503, 59, 3],\n",
       "   'The Oval': [145, 21, 1],\n",
       "   'Kingston': [106, 16, 0],\n",
       "   'Kolkata': [440, 57, 1],\n",
       "   'Johannesburg': [209, 32, 3]},\n",
       "  'sehwag1': {'Jaipur': [104, 12, 2],\n",
       "   'Gwalior': [52, 5, 1],\n",
       "   'Colombo (SSC)': [0, 0, 0],\n",
       "   'Port of Spain': [138, 18, 1],\n",
       "   'Auckland': [152, 14, 6],\n",
       "   'Durban': [34, 4, 1],\n",
       "   'Perth': [32, 6, 0],\n",
       "   'Margao': [27, 5, 0],\n",
       "   'Ahmedabad': [84, 11, 0],\n",
       "   'Bridgetown': [21, 3, 0],\n",
       "   'Brisbane': [6, 1, 0],\n",
       "   'Hambantota': [111, 12, 0],\n",
       "   'Mumbai': [58, 8, 2],\n",
       "   'Faridabad': [26, 4, 0],\n",
       "   'Vadodara': [100, 18, 1],\n",
       "   'Visakhapatnam': [146, 22, 2],\n",
       "   'Hyderabad (Deccan)': [169, 20, 3],\n",
       "   'Melbourne (Docklands)': [64, 8, 1],\n",
       "   'Rawalpindi': [93, 14, 1],\n",
       "   'Indore': [220, 25, 7],\n",
       "   'Melbourne': [49, 5, 0],\n",
       "   'Karachi': [247, 32, 8],\n",
       "   'Guwahati': [6, 0, 1],\n",
       "   'Jamshedpur': [34, 5, 0],\n",
       "   'Vijayawada': [12, 2, 0],\n",
       "   'Chennai': [86, 14, 1],\n",
       "   'Delhi': [120, 17, 2],\n",
       "   'Pune': [48, 7, 0],\n",
       "   'Dhaka': [474, 59, 11],\n",
       "   'Peshawar': [18, 4, 0],\n",
       "   'Wellington': [99, 18, 1],\n",
       "   'East London': [4, 0, 0],\n",
       "   'Nottingham': [4, 0, 0],\n",
       "   'Colombo (RPS)': [421, 60, 4],\n",
       "   'Kanpur': [155, 23, 1],\n",
       "   'Rajkot': [405, 51, 12],\n",
       "   'Mohali': [197, 31, 1],\n",
       "   'Bulawayo': [2, 0, 0],\n",
       "   'Hamilton': [129, 14, 6],\n",
       "   'Cuttack': [160, 27, 1],\n",
       "   'Jodhpur': [18, 3, 0],\n",
       "   'Port Elizabeth': [18, 3, 0],\n",
       "   'Sydney': [34, 5, 1],\n",
       "   'Dambulla': [222, 32, 2],\n",
       "   'Lahore': [46, 9, 0],\n",
       "   \"Lord's\": [117, 16, 1],\n",
       "   'Nagpur': [138, 23, 1],\n",
       "   'Basseterre': [97, 9, 3],\n",
       "   'Napier': [185, 20, 3],\n",
       "   'Queenstown': [23, 4, 0],\n",
       "   'Cape Town': [0, 0, 0],\n",
       "   'Adelaide': [20, 3, 0],\n",
       "   'Centurion': [44, 6, 1],\n",
       "   'Harare': [48, 8, 0],\n",
       "   'Kochi': [134, 13, 3],\n",
       "   'Bangalore': [283, 38, 4],\n",
       "   'Kingston': [34, 4, 0],\n",
       "   'The Oval': [46, 8, 1],\n",
       "   'Christchurch': [10, 1, 0],\n",
       "   'Chester-le-Street': [16, 2, 0],\n",
       "   'Kolkata': [158, 23, 2],\n",
       "   'Johannesburg': [5, 0, 0]},\n",
       "  'kohli': {'Port of Spain': [14, 2, 0],\n",
       "   'Durban': [28, 5, 0],\n",
       "   'Ahmedabad': [27, 3, 0],\n",
       "   'Mumbai': [38, 7, 0],\n",
       "   'Melbourne': [31, 3, 0],\n",
       "   'Chennai': [70, 10, 1],\n",
       "   'Manchester': [4, 0, 0],\n",
       "   'Pallekele': [68, 11, 1],\n",
       "   'Dharamsala': [43, 1, 3],\n",
       "   'Pune': [21, 2, 0],\n",
       "   'Dhaka': [319, 24, 10],\n",
       "   'Colombo (RPS)': [185, 20, 4],\n",
       "   'Cuttack': [1, 0, 0],\n",
       "   'Sydney': [22, 0, 1],\n",
       "   'Harare': [26, 3, 1],\n",
       "   'Bangalore': [9, 1, 0],\n",
       "   'Birmingham': [66, 9, 1],\n",
       "   'Kolkata': [15, 3, 0],\n",
       "   'Rajkot': [29, 2, 1]},\n",
       "  'sehwag': {'Colombo (SSC)': [0, 0, 0],\n",
       "   'Port of Spain': [138, 18, 1],\n",
       "   'Auckland': [152, 14, 6],\n",
       "   'Durban': [34, 4, 1],\n",
       "   'Perth': [32, 6, 0],\n",
       "   'Bridgetown': [21, 3, 0],\n",
       "   'Hambantota': [111, 12, 0],\n",
       "   'Melbourne (Docklands)': [64, 8, 1],\n",
       "   'Rawalpindi': [93, 14, 1],\n",
       "   'Melbourne': [49, 5, 0],\n",
       "   'Karachi': [247, 32, 8],\n",
       "   'Dhaka': [474, 59, 11],\n",
       "   'Peshawar': [18, 4, 0],\n",
       "   'Wellington': [45, 9, 0],\n",
       "   'East London': [4, 0, 0],\n",
       "   'Nottingham': [4, 0, 0],\n",
       "   'Colombo (RPS)': [383, 54, 3],\n",
       "   'Bulawayo': [2, 0, 0],\n",
       "   'Hamilton': [129, 14, 6],\n",
       "   'Port Elizabeth': [18, 3, 0],\n",
       "   'Sydney': [34, 5, 1],\n",
       "   'Dambulla': [222, 32, 2],\n",
       "   'Lahore': [46, 9, 0],\n",
       "   \"Lord's\": [117, 16, 1],\n",
       "   'Basseterre': [97, 9, 3],\n",
       "   'Cape Town': [0, 0, 0],\n",
       "   'Napier': [185, 20, 3],\n",
       "   'Queenstown': [23, 4, 0],\n",
       "   'Adelaide': [20, 3, 0],\n",
       "   'Centurion': [44, 6, 1],\n",
       "   'Harare': [48, 8, 0],\n",
       "   'Kingston': [34, 4, 0],\n",
       "   'The Oval': [46, 8, 1],\n",
       "   'Christchurch': [10, 1, 0],\n",
       "   'Johannesburg': [5, 0, 0]},\n",
       "  'kohli1': {'Port of Spain': [14, 2, 0],\n",
       "   'Durban': [28, 5, 0],\n",
       "   'Ahmedabad': [27, 3, 0],\n",
       "   'Mumbai': [127, 18, 1],\n",
       "   'Melbourne': [90, 10, 1],\n",
       "   'Chennai': [70, 10, 1],\n",
       "   'Manchester': [4, 0, 0],\n",
       "   'Pallekele': [68, 11, 1],\n",
       "   'Dharamsala': [43, 1, 3],\n",
       "   'Pune': [21, 2, 0],\n",
       "   'Dhaka': [472, 44, 10],\n",
       "   'Colombo (RPS)': [185, 20, 4],\n",
       "   'Mohali': [82, 9, 2],\n",
       "   'Cuttack': [1, 0, 0],\n",
       "   'Sydney': [72, 2, 2],\n",
       "   'Nagpur': [23, 2, 0],\n",
       "   'Adelaide': [90, 9, 2],\n",
       "   'Harare': [26, 3, 1],\n",
       "   'Bangalore': [33, 1, 1],\n",
       "   'Birmingham': [66, 9, 1],\n",
       "   'Kolkata': [70, 10, 1],\n",
       "   'Rajkot': [29, 2, 1]},\n",
       "  'tendulkar': {'Colombo (SSC)': [698, 80, 3],\n",
       "   'Port of Spain': [205, 23, 0],\n",
       "   'Auckland': [5, 1, 0],\n",
       "   'Perth': [226, 32, 0],\n",
       "   'Durban': [112, 19, 0],\n",
       "   'Ahmedabad': [642, 84, 1],\n",
       "   'Bloemfontein': [170, 25, 1],\n",
       "   'Chittagong': [289, 30, 2],\n",
       "   'Brisbane': [23, 4, 0],\n",
       "   'Bridgetown': [104, 15, 1],\n",
       "   'Mumbai': [921, 125, 9],\n",
       "   'Faisalabad': [81, 8, 0],\n",
       "   \"St John's\": [0, 0, 0],\n",
       "   'Hyderabad (Deccan)': [39, 4, 0],\n",
       "   'Rawalpindi': [1, 0, 0],\n",
       "   'Multan': [194, 21, 0],\n",
       "   'Melbourne': [449, 43, 3],\n",
       "   'Karachi': [64, 12, 0],\n",
       "   'Galle': [128, 18, 1],\n",
       "   'Chennai': [970, 107, 10],\n",
       "   'Manchester': [187, 25, 0],\n",
       "   'Delhi': [759, 110, 2],\n",
       "   'Leeds': [193, 19, 3],\n",
       "   'Dhaka': [531, 57, 2],\n",
       "   'Colombo (PSS)': [186, 19, 0],\n",
       "   'Wellington': [290, 40, 3],\n",
       "   'Nottingham': [541, 83, 1],\n",
       "   'Colombo (RPS)': [143, 20, 0],\n",
       "   'Kanpur': [199, 19, 2],\n",
       "   'Mohali': [767, 98, 0],\n",
       "   'Bulawayo': [110, 16, 0],\n",
       "   'Hamilton': [322, 48, 1],\n",
       "   'Lucknow': [142, 22, 0],\n",
       "   'Cuttack': [2, 0, 0],\n",
       "   'Georgetown': [162, 22, 0],\n",
       "   'Port Elizabeth': [29, 5, 0],\n",
       "   'Sydney': [785, 95, 1],\n",
       "   'Lahore': [51, 6, 0],\n",
       "   \"Lord's\": [195, 30, 0],\n",
       "   'Cape Town': [489, 64, 3],\n",
       "   'Nagpur': [970, 120, 2],\n",
       "   'Napier': [201, 21, 2],\n",
       "   'Adelaide': [326, 35, 3],\n",
       "   'Centurion': [147, 21, 1],\n",
       "   'Harare': [130, 14, 1],\n",
       "   'Bangalore': [869, 118, 7],\n",
       "   'Kingston': [149, 22, 0],\n",
       "   'The Oval': [272, 39, 0],\n",
       "   'Chandigarh': [11, 0, 0],\n",
       "   'Christchurch': [24, 3, 0],\n",
       "   'Birmingham': [187, 31, 1],\n",
       "   'Sialkot': [92, 11, 0],\n",
       "   'Mumbai (BS)': [53, 6, 0],\n",
       "   'Kolkata': [872, 130, 3],\n",
       "   'Johannesburg': [214, 38, 0]},\n",
       "  'maxwell': {'Ranchi': [92, 6, 5],\n",
       "   'Auckland': [1, 0, 0],\n",
       "   'Perth': [289, 37, 9],\n",
       "   'Brisbane': [54, 8, 0],\n",
       "   'Sharjah': [117, 7, 4],\n",
       "   'Melbourne': [101, 13, 1],\n",
       "   'Pune': [31, 1, 3],\n",
       "   'Dubai (DSC)': [76, 9, 1],\n",
       "   'Mohali': [3, 0, 0],\n",
       "   'Canberra': [4, 0, 0],\n",
       "   'Sydney': [133, 13, 5],\n",
       "   'Nagpur': [9, 2, 0],\n",
       "   'Adelaide': [74, 6, 2],\n",
       "   'Hobart': [46, 5, 0],\n",
       "   'Harare': [115, 11, 6],\n",
       "   'Abu Dhabi': [48, 1, 2],\n",
       "   'Bangalore': [60, 3, 7],\n",
       "   'The Oval': [32, 5, 1],\n",
       "   'Jaipur': [53, 7, 1],\n",
       "   'Birmingham': [29, 1, 2]},\n",
       "  'tendulkarsp': {'Colombo (SSC)': [698, 80, 3],\n",
       "   'Port of Spain': [205, 23, 0],\n",
       "   'Auckland': [5, 1, 0],\n",
       "   'Perth': [226, 32, 0],\n",
       "   'Durban': [112, 19, 0],\n",
       "   'Ahmedabad': [642, 84, 1],\n",
       "   'Bloemfontein': [170, 25, 1],\n",
       "   'Chittagong': [289, 30, 2],\n",
       "   'Brisbane': [23, 4, 0],\n",
       "   'Bridgetown': [104, 15, 1],\n",
       "   'Mumbai': [921, 125, 9],\n",
       "   'Faisalabad': [81, 8, 0],\n",
       "   \"St John's\": [0, 0, 0],\n",
       "   'Hyderabad (Deccan)': [39, 4, 0],\n",
       "   'Rawalpindi': [1, 0, 0],\n",
       "   'Multan': [194, 21, 0],\n",
       "   'Melbourne': [449, 43, 3],\n",
       "   'Karachi': [64, 12, 0],\n",
       "   'Galle': [128, 18, 1],\n",
       "   'Chennai': [970, 107, 10],\n",
       "   'Delhi': [759, 110, 2],\n",
       "   'Manchester': [187, 25, 0],\n",
       "   'Leeds': [193, 19, 3],\n",
       "   'Dhaka': [531, 57, 2],\n",
       "   'Colombo (PSS)': [186, 19, 0],\n",
       "   'Wellington': [290, 40, 3],\n",
       "   'Nottingham': [541, 83, 1],\n",
       "   'Colombo (RPS)': [143, 20, 0],\n",
       "   'Kanpur': [199, 19, 2],\n",
       "   'Mohali': [767, 98, 0],\n",
       "   'Bulawayo': [110, 16, 0],\n",
       "   'Hamilton': [322, 48, 1],\n",
       "   'Lucknow': [142, 22, 0],\n",
       "   'Cuttack': [2, 0, 0],\n",
       "   'Georgetown': [162, 22, 0],\n",
       "   'Port Elizabeth': [29, 5, 0],\n",
       "   'Sydney': [785, 95, 1],\n",
       "   'Cape Town': [489, 64, 3],\n",
       "   \"Lord's\": [195, 30, 0],\n",
       "   'Nagpur': [970, 120, 2],\n",
       "   'Lahore': [51, 6, 0],\n",
       "   'Napier': [201, 21, 2],\n",
       "   'Adelaide': [326, 35, 3],\n",
       "   'Centurion': [147, 21, 1],\n",
       "   'Harare': [130, 14, 1],\n",
       "   'Bangalore': [869, 118, 7],\n",
       "   'Kingston': [149, 22, 0],\n",
       "   'The Oval': [272, 39, 0],\n",
       "   'Chandigarh': [11, 0, 0],\n",
       "   'Christchurch': [24, 3, 0],\n",
       "   'Birmingham': [187, 31, 1],\n",
       "   'Sialkot': [92, 11, 0],\n",
       "   'Mumbai (BS)': [53, 6, 0],\n",
       "   'Kolkata': [872, 130, 3],\n",
       "   'Johannesburg': [214, 38, 0]},\n",
       "  'tendulkar1': {'Colombo (SSC)': [698, 80, 3],\n",
       "   'Port of Spain': [205, 23, 0],\n",
       "   'Auckland': [5, 1, 0],\n",
       "   'Perth': [226, 32, 0],\n",
       "   'Durban': [112, 19, 0],\n",
       "   'Ahmedabad': [642, 84, 1],\n",
       "   'Bloemfontein': [170, 25, 1],\n",
       "   'Chittagong': [289, 30, 2],\n",
       "   'Brisbane': [23, 4, 0],\n",
       "   'Bridgetown': [104, 15, 1],\n",
       "   'Mumbai': [921, 125, 9],\n",
       "   'Faisalabad': [81, 8, 0],\n",
       "   \"St John's\": [0, 0, 0],\n",
       "   'Hyderabad (Deccan)': [39, 4, 0],\n",
       "   'Rawalpindi': [1, 0, 0],\n",
       "   'Multan': [194, 21, 0],\n",
       "   'Melbourne': [449, 43, 3],\n",
       "   'Karachi': [64, 12, 0],\n",
       "   'Galle': [128, 18, 1],\n",
       "   'Chennai': [970, 107, 10],\n",
       "   'Manchester': [187, 25, 0],\n",
       "   'Delhi': [759, 110, 2],\n",
       "   'Leeds': [193, 19, 3],\n",
       "   'Dhaka': [531, 57, 2],\n",
       "   'Colombo (PSS)': [186, 19, 0],\n",
       "   'Wellington': [290, 40, 3],\n",
       "   'Nottingham': [541, 83, 1],\n",
       "   'Colombo (RPS)': [143, 20, 0],\n",
       "   'Kanpur': [199, 19, 2],\n",
       "   'Mohali': [767, 98, 0],\n",
       "   'Bulawayo': [110, 16, 0],\n",
       "   'Hamilton': [322, 48, 1],\n",
       "   'Lucknow': [142, 22, 0],\n",
       "   'Cuttack': [2, 0, 0],\n",
       "   'Georgetown': [162, 22, 0],\n",
       "   'Port Elizabeth': [29, 5, 0],\n",
       "   'Sydney': [785, 95, 1],\n",
       "   'Lahore': [51, 6, 0],\n",
       "   \"Lord's\": [195, 30, 0],\n",
       "   'Cape Town': [489, 64, 3],\n",
       "   'Nagpur': [970, 120, 2],\n",
       "   'Napier': [201, 21, 2],\n",
       "   'Adelaide': [326, 35, 3],\n",
       "   'Centurion': [147, 21, 1],\n",
       "   'Harare': [130, 14, 1],\n",
       "   'Bangalore': [869, 118, 7],\n",
       "   'Kingston': [149, 22, 0],\n",
       "   'The Oval': [272, 39, 0],\n",
       "   'Chandigarh': [11, 0, 0],\n",
       "   'Christchurch': [24, 3, 0],\n",
       "   'Birmingham': [187, 31, 1],\n",
       "   'Sialkot': [92, 11, 0],\n",
       "   'Mumbai (BS)': [53, 6, 0],\n",
       "   'Kolkata': [872, 130, 3],\n",
       "   'Johannesburg': [214, 38, 0]},\n",
       "  'devilliers': {'Mount Maunganui': [126, 14, 1],\n",
       "   'Port of Spain': [60, 7, 1],\n",
       "   'Auckland': [151, 15, 7],\n",
       "   'Durban': [568, 55, 4],\n",
       "   'Perth': [188, 16, 1],\n",
       "   'Paarl': [59, 8, 0],\n",
       "   'Birmingham': [31, 1, 1],\n",
       "   'Ahmedabad': [156, 14, 3],\n",
       "   'Kimberley': [124, 12, 3],\n",
       "   'Bloemfontein': [156, 13, 0],\n",
       "   'Gros Islet': [15, 3, 0],\n",
       "   'Providence': [15, 1, 0],\n",
       "   'Potchefstroom': [136, 8, 5],\n",
       "   'Bridgetown': [42, 8, 0],\n",
       "   'Sharjah': [119, 10, 3],\n",
       "   'Hambantota': [108, 11, 4],\n",
       "   'North Sound': [143, 8, 3],\n",
       "   'Faisalabad': [17, 2, 0],\n",
       "   'Hyderabad (Deccan)': [7, 1, 0],\n",
       "   'Multan': [1, 0, 0],\n",
       "   'Melbourne': [121, 9, 0],\n",
       "   \"St George's\": [146, 12, 5],\n",
       "   'Belfast': [79, 11, 0],\n",
       "   'Chennai': [108, 8, 3],\n",
       "   'Delhi': [107, 8, 2],\n",
       "   'Pallekele': [80, 6, 0],\n",
       "   'Southampton': [28, 1, 0],\n",
       "   'Leeds': [24, 3, 0],\n",
       "   'Dubai (DSC)': [139, 6, 0],\n",
       "   'Dhaka': [144, 13, 1],\n",
       "   'Benoni': [309, 21, 11],\n",
       "   'Wellington': [205, 9, 8],\n",
       "   'East London': [19, 2, 0],\n",
       "   'Nottingham': [80, 10, 0],\n",
       "   'Colombo (RPS)': [161, 16, 2],\n",
       "   'Mohali': [144, 15, 4],\n",
       "   'Bulawayo': [85, 5, 2],\n",
       "   'Hamilton': [58, 5, 1],\n",
       "   'Port Elizabeth': [361, 37, 8],\n",
       "   'Sydney': [167, 18, 8],\n",
       "   'Basseterre': [154, 23, 4],\n",
       "   'Cape Town': [380, 44, 3],\n",
       "   'Lahore': [155, 15, 3],\n",
       "   \"Lord's\": [53, 2, 0],\n",
       "   'Nagpur': [52, 6, 1],\n",
       "   'Napier': [31, 2, 0],\n",
       "   'Cardiff': [107, 9, 1],\n",
       "   'Adelaide': [82, 6, 1],\n",
       "   'Canberra': [76, 7, 3],\n",
       "   'Centurion': [593, 59, 11],\n",
       "   'Hobart': [44, 2, 0],\n",
       "   'Harare': [322, 27, 10],\n",
       "   'Roseau': [127, 5, 1],\n",
       "   'Bangalore': [8, 2, 0],\n",
       "   'Abu Dhabi': [144, 11, 0],\n",
       "   'The Oval': [40, 4, 0],\n",
       "   'Jaipur': [71, 7, 0],\n",
       "   'Gwalior': [114, 13, 2],\n",
       "   'Johannesburg': [610, 48, 29]}})"
      ]
     },
     "execution_count": 95,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "prep_all(batsman)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "780d6ce5",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "   Runs Mins  BF  4s 6s      SR Pos Dismissal  Inns      Opposition  \\\n",
      "0    26   30  21   3  1  123.80   5   not out     2      v Zimbabwe   \n",
      "1    28   28  19   5  0  147.36   1    bowled     1  v South Africa   \n",
      "2    14   15  12   2  0  116.66   3    caught     1   v West Indies   \n",
      "3     4    5   5   0  0   80.00   4    caught     1       v England   \n",
      "4    15   21  16   3  0   93.75   3    caught     1       v England   \n",
      "5    22   30  21   0  1  104.76   3    caught     2     v Australia   \n",
      "6    31   29  24   3  0  129.16   3    caught     2     v Australia   \n",
      "7    68   65  48  11  1  141.66   3    caught     1     v Sri Lanka   \n",
      "8    70   67  41  10  1  170.73   2    caught     2   v New Zealand   \n",
      "9    50   60  39   4  2  128.20   3    caught     1   v Afghanistan   \n",
      "10   40   33  32   6  0  125.00   3    caught     1       v England   \n",
      "11   15   18  13   2  0  115.38   3    caught     1     v Australia   \n",
      "12   78   61  61   8  2  127.86   3   not out     2      v Pakistan   \n",
      "13    2    5   6   0  0   33.33   3    caught     1  v South Africa   \n",
      "14   21   35  17   2  0  123.52   3    bowled     2       v England   \n",
      "15   38   25  20   7  0  190.00   3       lbw     1       v England   \n",
      "16    9   15  11   1  0   81.81   3    caught     1      v Pakistan   \n",
      "17   27   31  22   3  0  122.72   3   run out     1      v Pakistan   \n",
      "18   29   26  22   2  1  131.81   4    caught     2     v Australia   \n",
      "19   36   45  32   4  1  112.50   3   not out     2      v Pakistan   \n",
      "20   54   51  41   5  1  131.70   3    bowled     2   v West Indies   \n",
      "21   57   66  50   3  1  114.00   3   not out     2    v Bangladesh   \n",
      "22   23   23  22   2  1  104.54   3    caught     1     v Australia   \n",
      "23   72   67  44   5  2  163.63   3   not out     2  v South Africa   \n",
      "24   77   75  58   5  4  132.75   3   run out     1     v Sri Lanka   \n",
      "25   66   54  41   9  1  160.97   3    caught     2       v England   \n",
      "26   43   58  27   1  3  159.25   3    caught     1  v South Africa   \n",
      "27    1    3   1   0  0  100.00   3   run out     1  v South Africa   \n",
      "\n",
      "           Ground   Start Date  \n",
      "0          Harare  12 Jun 2010  \n",
      "1          Durban   9 Jan 2011  \n",
      "2   Port of Spain   4 Jun 2011  \n",
      "3      Manchester  31 Aug 2011  \n",
      "4         Kolkata  29 Oct 2011  \n",
      "5          Sydney   1 Feb 2012  \n",
      "6       Melbourne   3 Feb 2012  \n",
      "7       Pallekele   7 Aug 2012  \n",
      "8         Chennai  11 Sep 2012  \n",
      "9   Colombo (RPS)  19 Sep 2012  \n",
      "10  Colombo (RPS)  23 Sep 2012  \n",
      "11  Colombo (RPS)  28 Sep 2012  \n",
      "12  Colombo (RPS)  30 Sep 2012  \n",
      "13  Colombo (RPS)   2 Oct 2012  \n",
      "14           Pune  20 Dec 2012  \n",
      "15         Mumbai  22 Dec 2012  \n",
      "16      Bangalore  25 Dec 2012  \n",
      "17      Ahmedabad  28 Dec 2012  \n",
      "18         Rajkot  10 Oct 2013  \n",
      "19          Dhaka  21 Mar 2014  \n",
      "20          Dhaka  23 Mar 2014  \n",
      "21          Dhaka  28 Mar 2014  \n",
      "22          Dhaka  30 Mar 2014  \n",
      "23          Dhaka   4 Apr 2014  \n",
      "24          Dhaka   6 Apr 2014  \n",
      "25     Birmingham   7 Sep 2014  \n",
      "26     Dharamsala   2 Oct 2015  \n",
      "27        Cuttack   5 Oct 2015  \n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Naman\\AppData\\Local\\Temp/ipykernel_4860/4240032978.py:12: FutureWarning: The default value of regex will change from True to False in a future version. In addition, single character regular expressions will *not* be treated as literal strings when regex=True.\n",
      "  df[\"Runs\"] = df[\"Runs\"].str.replace(r'*', '')\n"
     ]
    }
   ],
   "source": [
    "print(clean_batsman(\"kohli\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "7f9ad5af",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Naman\\AppData\\Local\\Temp/ipykernel_4860/4240032978.py:12: FutureWarning: The default value of regex will change from True to False in a future version. In addition, single character regular expressions will *not* be treated as literal strings when regex=True.\n",
      "  df[\"Runs\"] = df[\"Runs\"].str.replace(r'*', '')\n"
     ]
    }
   ],
   "source": [
    "x = clean_batsman(\"kohli\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "c86a01b6",
   "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>Runs</th>\n",
       "      <th>Mins</th>\n",
       "      <th>BF</th>\n",
       "      <th>4s</th>\n",
       "      <th>6s</th>\n",
       "      <th>SR</th>\n",
       "      <th>Pos</th>\n",
       "      <th>Dismissal</th>\n",
       "      <th>Inns</th>\n",
       "      <th>Opposition</th>\n",
       "      <th>Ground</th>\n",
       "      <th>Start Date</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>26</td>\n",
       "      <td>30</td>\n",
       "      <td>21</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>123.80</td>\n",
       "      <td>5</td>\n",
       "      <td>not out</td>\n",
       "      <td>2</td>\n",
       "      <td>v Zimbabwe</td>\n",
       "      <td>Harare</td>\n",
       "      <td>12 Jun 2010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>28</td>\n",
       "      <td>28</td>\n",
       "      <td>19</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>147.36</td>\n",
       "      <td>1</td>\n",
       "      <td>bowled</td>\n",
       "      <td>1</td>\n",
       "      <td>v South Africa</td>\n",
       "      <td>Durban</td>\n",
       "      <td>9 Jan 2011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>14</td>\n",
       "      <td>15</td>\n",
       "      <td>12</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>116.66</td>\n",
       "      <td>3</td>\n",
       "      <td>caught</td>\n",
       "      <td>1</td>\n",
       "      <td>v West Indies</td>\n",
       "      <td>Port of Spain</td>\n",
       "      <td>4 Jun 2011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>80.00</td>\n",
       "      <td>4</td>\n",
       "      <td>caught</td>\n",
       "      <td>1</td>\n",
       "      <td>v England</td>\n",
       "      <td>Manchester</td>\n",
       "      <td>31 Aug 2011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>15</td>\n",
       "      <td>21</td>\n",
       "      <td>16</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>93.75</td>\n",
       "      <td>3</td>\n",
       "      <td>caught</td>\n",
       "      <td>1</td>\n",
       "      <td>v England</td>\n",
       "      <td>Kolkata</td>\n",
       "      <td>29 Oct 2011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>22</td>\n",
       "      <td>30</td>\n",
       "      <td>21</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>104.76</td>\n",
       "      <td>3</td>\n",
       "      <td>caught</td>\n",
       "      <td>2</td>\n",
       "      <td>v Australia</td>\n",
       "      <td>Sydney</td>\n",
       "      <td>1 Feb 2012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>31</td>\n",
       "      <td>29</td>\n",
       "      <td>24</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>129.16</td>\n",
       "      <td>3</td>\n",
       "      <td>caught</td>\n",
       "      <td>2</td>\n",
       "      <td>v Australia</td>\n",
       "      <td>Melbourne</td>\n",
       "      <td>3 Feb 2012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>68</td>\n",
       "      <td>65</td>\n",
       "      <td>48</td>\n",
       "      <td>11</td>\n",
       "      <td>1</td>\n",
       "      <td>141.66</td>\n",
       "      <td>3</td>\n",
       "      <td>caught</td>\n",
       "      <td>1</td>\n",
       "      <td>v Sri Lanka</td>\n",
       "      <td>Pallekele</td>\n",
       "      <td>7 Aug 2012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>70</td>\n",
       "      <td>67</td>\n",
       "      <td>41</td>\n",
       "      <td>10</td>\n",
       "      <td>1</td>\n",
       "      <td>170.73</td>\n",
       "      <td>2</td>\n",
       "      <td>caught</td>\n",
       "      <td>2</td>\n",
       "      <td>v New Zealand</td>\n",
       "      <td>Chennai</td>\n",
       "      <td>11 Sep 2012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>50</td>\n",
       "      <td>60</td>\n",
       "      <td>39</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>128.20</td>\n",
       "      <td>3</td>\n",
       "      <td>caught</td>\n",
       "      <td>1</td>\n",
       "      <td>v Afghanistan</td>\n",
       "      <td>Colombo (RPS)</td>\n",
       "      <td>19 Sep 2012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>40</td>\n",
       "      <td>33</td>\n",
       "      <td>32</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>125.00</td>\n",
       "      <td>3</td>\n",
       "      <td>caught</td>\n",
       "      <td>1</td>\n",
       "      <td>v England</td>\n",
       "      <td>Colombo (RPS)</td>\n",
       "      <td>23 Sep 2012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>15</td>\n",
       "      <td>18</td>\n",
       "      <td>13</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>115.38</td>\n",
       "      <td>3</td>\n",
       "      <td>caught</td>\n",
       "      <td>1</td>\n",
       "      <td>v Australia</td>\n",
       "      <td>Colombo (RPS)</td>\n",
       "      <td>28 Sep 2012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>78</td>\n",
       "      <td>61</td>\n",
       "      <td>61</td>\n",
       "      <td>8</td>\n",
       "      <td>2</td>\n",
       "      <td>127.86</td>\n",
       "      <td>3</td>\n",
       "      <td>not out</td>\n",
       "      <td>2</td>\n",
       "      <td>v Pakistan</td>\n",
       "      <td>Colombo (RPS)</td>\n",
       "      <td>30 Sep 2012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>33.33</td>\n",
       "      <td>3</td>\n",
       "      <td>caught</td>\n",
       "      <td>1</td>\n",
       "      <td>v South Africa</td>\n",
       "      <td>Colombo (RPS)</td>\n",
       "      <td>2 Oct 2012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>21</td>\n",
       "      <td>35</td>\n",
       "      <td>17</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>123.52</td>\n",
       "      <td>3</td>\n",
       "      <td>bowled</td>\n",
       "      <td>2</td>\n",
       "      <td>v England</td>\n",
       "      <td>Pune</td>\n",
       "      <td>20 Dec 2012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>38</td>\n",
       "      <td>25</td>\n",
       "      <td>20</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>190.00</td>\n",
       "      <td>3</td>\n",
       "      <td>lbw</td>\n",
       "      <td>1</td>\n",
       "      <td>v England</td>\n",
       "      <td>Mumbai</td>\n",
       "      <td>22 Dec 2012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>9</td>\n",
       "      <td>15</td>\n",
       "      <td>11</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>81.81</td>\n",
       "      <td>3</td>\n",
       "      <td>caught</td>\n",
       "      <td>1</td>\n",
       "      <td>v Pakistan</td>\n",
       "      <td>Bangalore</td>\n",
       "      <td>25 Dec 2012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>27</td>\n",
       "      <td>31</td>\n",
       "      <td>22</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>122.72</td>\n",
       "      <td>3</td>\n",
       "      <td>run out</td>\n",
       "      <td>1</td>\n",
       "      <td>v Pakistan</td>\n",
       "      <td>Ahmedabad</td>\n",
       "      <td>28 Dec 2012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>29</td>\n",
       "      <td>26</td>\n",
       "      <td>22</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>131.81</td>\n",
       "      <td>4</td>\n",
       "      <td>caught</td>\n",
       "      <td>2</td>\n",
       "      <td>v Australia</td>\n",
       "      <td>Rajkot</td>\n",
       "      <td>10 Oct 2013</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>36</td>\n",
       "      <td>45</td>\n",
       "      <td>32</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>112.50</td>\n",
       "      <td>3</td>\n",
       "      <td>not out</td>\n",
       "      <td>2</td>\n",
       "      <td>v Pakistan</td>\n",
       "      <td>Dhaka</td>\n",
       "      <td>21 Mar 2014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>54</td>\n",
       "      <td>51</td>\n",
       "      <td>41</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>131.70</td>\n",
       "      <td>3</td>\n",
       "      <td>bowled</td>\n",
       "      <td>2</td>\n",
       "      <td>v West Indies</td>\n",
       "      <td>Dhaka</td>\n",
       "      <td>23 Mar 2014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>57</td>\n",
       "      <td>66</td>\n",
       "      <td>50</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>114.00</td>\n",
       "      <td>3</td>\n",
       "      <td>not out</td>\n",
       "      <td>2</td>\n",
       "      <td>v Bangladesh</td>\n",
       "      <td>Dhaka</td>\n",
       "      <td>28 Mar 2014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>23</td>\n",
       "      <td>23</td>\n",
       "      <td>22</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>104.54</td>\n",
       "      <td>3</td>\n",
       "      <td>caught</td>\n",
       "      <td>1</td>\n",
       "      <td>v Australia</td>\n",
       "      <td>Dhaka</td>\n",
       "      <td>30 Mar 2014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>72</td>\n",
       "      <td>67</td>\n",
       "      <td>44</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>163.63</td>\n",
       "      <td>3</td>\n",
       "      <td>not out</td>\n",
       "      <td>2</td>\n",
       "      <td>v South Africa</td>\n",
       "      <td>Dhaka</td>\n",
       "      <td>4 Apr 2014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>77</td>\n",
       "      <td>75</td>\n",
       "      <td>58</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>132.75</td>\n",
       "      <td>3</td>\n",
       "      <td>run out</td>\n",
       "      <td>1</td>\n",
       "      <td>v Sri Lanka</td>\n",
       "      <td>Dhaka</td>\n",
       "      <td>6 Apr 2014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>66</td>\n",
       "      <td>54</td>\n",
       "      <td>41</td>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "      <td>160.97</td>\n",
       "      <td>3</td>\n",
       "      <td>caught</td>\n",
       "      <td>2</td>\n",
       "      <td>v England</td>\n",
       "      <td>Birmingham</td>\n",
       "      <td>7 Sep 2014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>43</td>\n",
       "      <td>58</td>\n",
       "      <td>27</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>159.25</td>\n",
       "      <td>3</td>\n",
       "      <td>caught</td>\n",
       "      <td>1</td>\n",
       "      <td>v South Africa</td>\n",
       "      <td>Dharamsala</td>\n",
       "      <td>2 Oct 2015</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>100.00</td>\n",
       "      <td>3</td>\n",
       "      <td>run out</td>\n",
       "      <td>1</td>\n",
       "      <td>v South Africa</td>\n",
       "      <td>Cuttack</td>\n",
       "      <td>5 Oct 2015</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Runs Mins  BF  4s 6s      SR Pos Dismissal  Inns      Opposition  \\\n",
       "0    26   30  21   3  1  123.80   5   not out     2      v Zimbabwe   \n",
       "1    28   28  19   5  0  147.36   1    bowled     1  v South Africa   \n",
       "2    14   15  12   2  0  116.66   3    caught     1   v West Indies   \n",
       "3     4    5   5   0  0   80.00   4    caught     1       v England   \n",
       "4    15   21  16   3  0   93.75   3    caught     1       v England   \n",
       "5    22   30  21   0  1  104.76   3    caught     2     v Australia   \n",
       "6    31   29  24   3  0  129.16   3    caught     2     v Australia   \n",
       "7    68   65  48  11  1  141.66   3    caught     1     v Sri Lanka   \n",
       "8    70   67  41  10  1  170.73   2    caught     2   v New Zealand   \n",
       "9    50   60  39   4  2  128.20   3    caught     1   v Afghanistan   \n",
       "10   40   33  32   6  0  125.00   3    caught     1       v England   \n",
       "11   15   18  13   2  0  115.38   3    caught     1     v Australia   \n",
       "12   78   61  61   8  2  127.86   3   not out     2      v Pakistan   \n",
       "13    2    5   6   0  0   33.33   3    caught     1  v South Africa   \n",
       "14   21   35  17   2  0  123.52   3    bowled     2       v England   \n",
       "15   38   25  20   7  0  190.00   3       lbw     1       v England   \n",
       "16    9   15  11   1  0   81.81   3    caught     1      v Pakistan   \n",
       "17   27   31  22   3  0  122.72   3   run out     1      v Pakistan   \n",
       "18   29   26  22   2  1  131.81   4    caught     2     v Australia   \n",
       "19   36   45  32   4  1  112.50   3   not out     2      v Pakistan   \n",
       "20   54   51  41   5  1  131.70   3    bowled     2   v West Indies   \n",
       "21   57   66  50   3  1  114.00   3   not out     2    v Bangladesh   \n",
       "22   23   23  22   2  1  104.54   3    caught     1     v Australia   \n",
       "23   72   67  44   5  2  163.63   3   not out     2  v South Africa   \n",
       "24   77   75  58   5  4  132.75   3   run out     1     v Sri Lanka   \n",
       "25   66   54  41   9  1  160.97   3    caught     2       v England   \n",
       "26   43   58  27   1  3  159.25   3    caught     1  v South Africa   \n",
       "27    1    3   1   0  0  100.00   3   run out     1  v South Africa   \n",
       "\n",
       "           Ground   Start Date  \n",
       "0          Harare  12 Jun 2010  \n",
       "1          Durban   9 Jan 2011  \n",
       "2   Port of Spain   4 Jun 2011  \n",
       "3      Manchester  31 Aug 2011  \n",
       "4         Kolkata  29 Oct 2011  \n",
       "5          Sydney   1 Feb 2012  \n",
       "6       Melbourne   3 Feb 2012  \n",
       "7       Pallekele   7 Aug 2012  \n",
       "8         Chennai  11 Sep 2012  \n",
       "9   Colombo (RPS)  19 Sep 2012  \n",
       "10  Colombo (RPS)  23 Sep 2012  \n",
       "11  Colombo (RPS)  28 Sep 2012  \n",
       "12  Colombo (RPS)  30 Sep 2012  \n",
       "13  Colombo (RPS)   2 Oct 2012  \n",
       "14           Pune  20 Dec 2012  \n",
       "15         Mumbai  22 Dec 2012  \n",
       "16      Bangalore  25 Dec 2012  \n",
       "17      Ahmedabad  28 Dec 2012  \n",
       "18         Rajkot  10 Oct 2013  \n",
       "19          Dhaka  21 Mar 2014  \n",
       "20          Dhaka  23 Mar 2014  \n",
       "21          Dhaka  28 Mar 2014  \n",
       "22          Dhaka  30 Mar 2014  \n",
       "23          Dhaka   4 Apr 2014  \n",
       "24          Dhaka   6 Apr 2014  \n",
       "25     Birmingham   7 Sep 2014  \n",
       "26     Dharamsala   2 Oct 2015  \n",
       "27        Cuttack   5 Oct 2015  "
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "id": "05128557-b549-4d9a-accb-1e0ab899d399",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Naman\\AppData\\Local\\Temp/ipykernel_4860/1019180788.py:16: FutureWarning: The default value of regex will change from True to False in a future version. In addition, single character regular expressions will *not* be treated as literal strings when regex=True.\n",
      "  df[\"Runs\"] = df[\"Runs\"].str.replace(r'*', '')\n",
      "C:\\Users\\Naman\\AppData\\Local\\Temp/ipykernel_4860/1019180788.py:9: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  df[\"4s\"][i] = 0\n",
      "C:\\Users\\Naman\\AppData\\Local\\Temp/ipykernel_4860/1019180788.py:11: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  df[\"6s\"][i] = 0\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "({'gayle': {'Canada': [137, 18, 6],\n",
       "   'Sri Lanka': [494, 60, 11],\n",
       "   'Bangladesh': [519, 55, 12],\n",
       "   'Netherlands': [131, 13, 3],\n",
       "   'Kenya': [384, 38, 8],\n",
       "   'India': [1241, 168, 24],\n",
       "   'New Zealand': [913, 90, 38],\n",
       "   'Asia XI': [1, 0, 0],\n",
       "   'Scotland': [85, 8, 3],\n",
       "   'England': [999, 109, 31],\n",
       "   'Zimbabwe': [1532, 164, 43],\n",
       "   'Australia': [802, 94, 20],\n",
       "   'South Africa': [985, 111, 19],\n",
       "   'Pakistan': [944, 104, 19],\n",
       "   'Ireland': [54, 6, 1]},\n",
       "  'sehwag2': {'Pakistan': [404, 59, 9],\n",
       "   'Sri Lanka': [716, 98, 5],\n",
       "   'Bangladesh': [474, 59, 11],\n",
       "   'New Zealand': [544, 62, 15],\n",
       "   'West Indies': [290, 34, 4],\n",
       "   'England': [167, 24, 2],\n",
       "   'Australia': [199, 27, 2],\n",
       "   'South Africa': [105, 13, 2],\n",
       "   'Zimbabwe': [50, 8, 0]},\n",
       "  'tendulkar2': {'Pakistan': [254, 32, 0],\n",
       "   'Sri Lanka': [414, 47, 2],\n",
       "   'Bangladesh': [688, 76, 4],\n",
       "   'New Zealand': [444, 64, 2],\n",
       "   'West Indies': [348, 49, 1],\n",
       "   'England': [769, 104, 4],\n",
       "   'Australia': [1194, 143, 4],\n",
       "   'South Africa': [738, 114, 2],\n",
       "   'Zimbabwe': [240, 30, 1]},\n",
       "  'ganguly': {'Pakistan': [902, 115, 7],\n",
       "   'Sri Lanka': [1064, 129, 9],\n",
       "   'Bangladesh': [371, 42, 2],\n",
       "   'New Zealand': [563, 69, 11],\n",
       "   'West Indies': [449, 52, 2],\n",
       "   'England': [983, 134, 7],\n",
       "   'Australia': [1403, 162, 6],\n",
       "   'South Africa': [947, 129, 6],\n",
       "   'Zimbabwe': [530, 68, 7]},\n",
       "  'sehwag1': {'Sri Lanka': [1256, 176, 13],\n",
       "   'Bangladesh': [474, 59, 11],\n",
       "   'Netherlands': [39, 5, 2],\n",
       "   'New Zealand': [759, 91, 19],\n",
       "   'West Indies': [801, 104, 14],\n",
       "   'England': [859, 126, 11],\n",
       "   'Zimbabwe': [69, 8, 1],\n",
       "   'Australia': [525, 73, 6],\n",
       "   'South Africa': [368, 53, 5],\n",
       "   'Pakistan': [848, 113, 17],\n",
       "   'Ireland': [5, 1, 0]},\n",
       "  'kohli': {'Pakistan': [150, 16, 3],\n",
       "   'Sri Lanka': [145, 16, 5],\n",
       "   'Bangladesh': [57, 3, 1],\n",
       "   'Afghanistan': [50, 4, 2],\n",
       "   'New Zealand': [70, 10, 1],\n",
       "   'West Indies': [68, 7, 1],\n",
       "   'England': [184, 27, 1],\n",
       "   'Australia': [120, 9, 3],\n",
       "   'South Africa': [146, 11, 5],\n",
       "   'Zimbabwe': [26, 3, 1]},\n",
       "  'sehwag': {'Pakistan': [404, 59, 9],\n",
       "   'Sri Lanka': [716, 98, 5],\n",
       "   'Bangladesh': [474, 59, 11],\n",
       "   'New Zealand': [544, 62, 15],\n",
       "   'West Indies': [290, 34, 4],\n",
       "   'England': [167, 24, 2],\n",
       "   'Australia': [199, 27, 2],\n",
       "   'South Africa': [105, 13, 2],\n",
       "   'Zimbabwe': [50, 8, 0]},\n",
       "  'kohli1': {'Pakistan': [254, 30, 4],\n",
       "   'Sri Lanka': [201, 23, 5],\n",
       "   'Bangladesh': [129, 9, 2],\n",
       "   'Afghanistan': [50, 4, 2],\n",
       "   'New Zealand': [93, 12, 1],\n",
       "   'West Indies': [157, 18, 2],\n",
       "   'England': [184, 27, 1],\n",
       "   'Australia': [401, 36, 9],\n",
       "   'South Africa': [146, 11, 5],\n",
       "   'Zimbabwe': [26, 3, 1]},\n",
       "  'tendulkar': {'Sri Lanka': [1995, 241, 10],\n",
       "   'Bangladesh': [820, 87, 4],\n",
       "   'New Zealand': [1595, 212, 6],\n",
       "   'West Indies': [1630, 218, 5],\n",
       "   'England': [2535, 357, 8],\n",
       "   'Zimbabwe': [918, 126, 2],\n",
       "   'Australia': [3630, 434, 25],\n",
       "   'South Africa': [1741, 242, 9],\n",
       "   'Pakistan': [1057, 141, 0]},\n",
       "  'maxwell': {'Sri Lanka': [156, 17, 5],\n",
       "   'Afghanistan': [90, 6, 7],\n",
       "   'New Zealand': [30, 1, 2],\n",
       "   'India': [291, 23, 18],\n",
       "   'West Indies': [56, 9, 2],\n",
       "   'England': [308, 41, 0],\n",
       "   'Zimbabwe': [106, 10, 6],\n",
       "   'South Africa': [47, 6, 0],\n",
       "   'Pakistan': [283, 22, 9]},\n",
       "  'tendulkarsp': {'Pakistan': [1057, 141, 0],\n",
       "   'Sri Lanka': [1995, 241, 10],\n",
       "   'Bangladesh': [820, 87, 4],\n",
       "   'New Zealand': [1595, 212, 6],\n",
       "   'West Indies': [1630, 218, 5],\n",
       "   'England': [2535, 357, 8],\n",
       "   'Australia': [3630, 434, 25],\n",
       "   'South Africa': [1741, 242, 9],\n",
       "   'Zimbabwe': [918, 126, 2]},\n",
       "  'tendulkar1': {'Sri Lanka': [1995, 241, 10],\n",
       "   'Bangladesh': [820, 87, 4],\n",
       "   'New Zealand': [1595, 212, 6],\n",
       "   'West Indies': [1630, 218, 5],\n",
       "   'England': [2535, 357, 8],\n",
       "   'Zimbabwe': [918, 126, 2],\n",
       "   'Australia': [3630, 434, 25],\n",
       "   'South Africa': [1741, 242, 9],\n",
       "   'Pakistan': [1057, 141, 0]},\n",
       "  'devilliers': {'U.A.E.': [99, 6, 4],\n",
       "   'Pakistan': [1423, 127, 23],\n",
       "   'Sri Lanka': [756, 66, 13],\n",
       "   'Netherlands': [134, 13, 4],\n",
       "   'Bangladesh': [213, 15, 5],\n",
       "   'Kenya': [39, 5, 0],\n",
       "   'New Zealand': [634, 64, 8],\n",
       "   'India': [921, 92, 19],\n",
       "   'Asia XI': [150, 17, 4],\n",
       "   'West Indies': [1219, 95, 38],\n",
       "   'Scotland': [62, 9, 2],\n",
       "   'England': [520, 55, 1],\n",
       "   'Australia': [1189, 109, 17],\n",
       "   'Zimbabwe': [527, 34, 20],\n",
       "   'Ireland': [64, 7, 2]}},\n",
       " {'gayle': {'Jaipur': [237, 28, 6],\n",
       "   'Port of Spain': [529, 63, 9],\n",
       "   'Colombo (SSC)': [114, 16, 4],\n",
       "   'Nairobi (Gym)': [80, 9, 3],\n",
       "   'Durban': [42, 5, 2],\n",
       "   'Birmingham': [77, 9, 3],\n",
       "   'Perth': [29, 3, 1],\n",
       "   'Auckland': [48, 4, 3],\n",
       "   'Nairobi': [152, 17, 1],\n",
       "   'Ahmedabad': [316, 36, 7],\n",
       "   'Canterbury': [6, 1, 0],\n",
       "   'Kimberley': [119, 8, 2],\n",
       "   'Gros Islet': [503, 64, 6],\n",
       "   'Chittagong': [38, 5, 0],\n",
       "   'Kuala Lumpur': [183, 23, 5],\n",
       "   'Providence': [179, 14, 5],\n",
       "   'Bridgetown': [503, 43, 21],\n",
       "   'Brisbane': [142, 16, 1],\n",
       "   'Sharjah': [160, 25, 3],\n",
       "   'Canberra': [217, 10, 16],\n",
       "   'Johannesburg': [171, 14, 4],\n",
       "   'Vadodara': [107, 11, 3],\n",
       "   'Basseterre': [175, 17, 6],\n",
       "   \"St John's\": [134, 17, 1],\n",
       "   'Faisalabad': [0, 0, 0],\n",
       "   'North Sound': [117, 19, 1],\n",
       "   'Melbourne (Docklands)': [54, 8, 1],\n",
       "   'King City (NW)': [129, 17, 6],\n",
       "   'Multan': [9, 2, 0],\n",
       "   'Melbourne': [22, 1, 2],\n",
       "   \"St George's\": [286, 28, 9],\n",
       "   'Karachi': [7, 1, 0],\n",
       "   'Jamshedpur': [7, 1, 0],\n",
       "   'Vijayawada': [5, 0, 0],\n",
       "   'Chennai': [43, 8, 1],\n",
       "   'Bristol': [72, 9, 2],\n",
       "   'Delhi': [82, 7, 2],\n",
       "   'Southampton': [100, 6, 0],\n",
       "   'Leeds': [23, 5, 0],\n",
       "   'Nelson': [36, 3, 1],\n",
       "   'Dhaka': [161, 24, 1],\n",
       "   'Toronto': [29, 5, 0],\n",
       "   'Benoni': [0, 0, 0],\n",
       "   'Wellington': [85, 6, 8],\n",
       "   'Nottingham': [179, 21, 0],\n",
       "   'Colombo (RPS)': [81, 11, 0],\n",
       "   'East London': [1, 0, 0],\n",
       "   'Bulawayo': [237, 26, 2],\n",
       "   'Christchurch': [78, 10, 3],\n",
       "   'Georgetown': [2, 0, 0],\n",
       "   'Jodhpur': [27, 4, 0],\n",
       "   'Cuttack': [5, 1, 0],\n",
       "   'Dublin': [136, 14, 4],\n",
       "   'Port Elizabeth': [41, 7, 0],\n",
       "   'Sydney': [3, 0, 0],\n",
       "   'Kingstown': [308, 38, 6],\n",
       "   'Cape Town': [61, 9, 0],\n",
       "   'Cardiff': [63, 9, 1],\n",
       "   'Nagpur': [155, 18, 3],\n",
       "   \"Lord's\": [142, 13, 1],\n",
       "   'Napier': [140, 10, 5],\n",
       "   'Queenstown': [25, 1, 1],\n",
       "   'Adelaide': [11, 1, 0],\n",
       "   'Kandy': [93, 19, 1],\n",
       "   'Centurion': [34, 3, 2],\n",
       "   'Lahore': [41, 7, 1],\n",
       "   'Harare': [403, 52, 7],\n",
       "   'Roseau': [45, 5, 1],\n",
       "   'Khulna': [50, 6, 3],\n",
       "   'Abu Dhabi': [235, 16, 11],\n",
       "   'Kochi': [0, 0, 0],\n",
       "   'The Oval': [152, 19, 6],\n",
       "   'Kingston': [783, 85, 30],\n",
       "   'Chester-le-Street': [29, 3, 0],\n",
       "   'Mumbai (BS)': [61, 10, 2],\n",
       "   'Rajkot': [72, 12, 2]},\n",
       "  'sehwag2': {'Colombo (SSC)': [0, 0, 0],\n",
       "   'Port of Spain': [138, 18, 1],\n",
       "   'Auckland': [152, 14, 6],\n",
       "   'Durban': [34, 4, 1],\n",
       "   'Perth': [32, 6, 0],\n",
       "   'Bridgetown': [21, 3, 0],\n",
       "   'Hambantota': [111, 12, 0],\n",
       "   'Melbourne (Docklands)': [64, 8, 1],\n",
       "   'Rawalpindi': [93, 14, 1],\n",
       "   'Melbourne': [49, 5, 0],\n",
       "   'Karachi': [247, 32, 8],\n",
       "   'Dhaka': [474, 59, 11],\n",
       "   'Peshawar': [18, 4, 0],\n",
       "   'Wellington': [45, 9, 0],\n",
       "   'East London': [4, 0, 0],\n",
       "   'Nottingham': [4, 0, 0],\n",
       "   'Colombo (RPS)': [383, 54, 3],\n",
       "   'Bulawayo': [2, 0, 0],\n",
       "   'Hamilton': [129, 14, 6],\n",
       "   'Port Elizabeth': [18, 3, 0],\n",
       "   'Sydney': [34, 5, 1],\n",
       "   'Dambulla': [222, 32, 2],\n",
       "   'Lahore': [46, 9, 0],\n",
       "   \"Lord's\": [117, 16, 1],\n",
       "   'Basseterre': [97, 9, 3],\n",
       "   'Cape Town': [0, 0, 0],\n",
       "   'Napier': [185, 20, 3],\n",
       "   'Queenstown': [23, 4, 0],\n",
       "   'Adelaide': [20, 3, 0],\n",
       "   'Centurion': [44, 6, 1],\n",
       "   'Harare': [48, 8, 0],\n",
       "   'Kingston': [34, 4, 0],\n",
       "   'The Oval': [46, 8, 1],\n",
       "   'Christchurch': [10, 1, 0],\n",
       "   'Johannesburg': [5, 0, 0]},\n",
       "  'tendulkar2': {'Colombo (SSC)': [171, 20, 1],\n",
       "   'Port of Spain': [117, 14, 0],\n",
       "   'Perth': [226, 32, 0],\n",
       "   'Durban': [101, 18, 0],\n",
       "   'Bloemfontein': [170, 25, 1],\n",
       "   'Chittagong': [157, 19, 2],\n",
       "   'Brisbane': [23, 4, 0],\n",
       "   'Bridgetown': [104, 15, 1],\n",
       "   'Rawalpindi': [1, 0, 0],\n",
       "   'Multan': [194, 21, 0],\n",
       "   'Melbourne': [449, 43, 3],\n",
       "   'Karachi': [49, 10, 0],\n",
       "   'Galle': [128, 18, 1],\n",
       "   'Leeds': [193, 19, 3],\n",
       "   'Dhaka': [531, 57, 2],\n",
       "   'Wellington': [219, 29, 2],\n",
       "   'Colombo (PSS)': [115, 9, 0],\n",
       "   'Nottingham': [164, 23, 0],\n",
       "   'Bulawayo': [110, 16, 0],\n",
       "   'Hamilton': [201, 32, 0],\n",
       "   'Port Elizabeth': [6, 1, 0],\n",
       "   'Sydney': [336, 43, 1],\n",
       "   'Cape Town': [256, 39, 0],\n",
       "   \"Lord's\": [111, 16, 0],\n",
       "   'Lahore': [10, 1, 0],\n",
       "   'Adelaide': [160, 21, 0],\n",
       "   'Centurion': [147, 21, 1],\n",
       "   'Harare': [130, 14, 1],\n",
       "   'Kingston': [127, 20, 0],\n",
       "   'The Oval': [114, 15, 0],\n",
       "   'Christchurch': [24, 3, 0],\n",
       "   'Birmingham': [187, 31, 1],\n",
       "   'Johannesburg': [58, 10, 0]},\n",
       "  'ganguly': {'Port of Spain': [106, 10, 0],\n",
       "   'Colombo (SSC)': [384, 48, 3],\n",
       "   'Durban': [42, 5, 0],\n",
       "   'Perth': [9, 2, 0],\n",
       "   'Ahmedabad': [411, 42, 7],\n",
       "   'Bloemfontein': [44, 8, 0],\n",
       "   'Chittagong': [201, 23, 2],\n",
       "   'Bridgetown': [138, 15, 1],\n",
       "   'Brisbane': [144, 18, 0],\n",
       "   'Mumbai': [230, 32, 3],\n",
       "   \"St John's\": [45, 4, 1],\n",
       "   'Rawalpindi': [77, 12, 0],\n",
       "   'Melbourne': [241, 27, 1],\n",
       "   'Karachi': [71, 12, 0],\n",
       "   'Galle': [35, 2, 0],\n",
       "   'Chennai': [153, 17, 2],\n",
       "   'Delhi': [582, 76, 9],\n",
       "   'Leeds': [128, 14, 3],\n",
       "   'Dhaka': [170, 19, 0],\n",
       "   'Wellington': [72, 10, 0],\n",
       "   'Colombo (PSS)': [53, 5, 2],\n",
       "   'Nottingham': [432, 59, 3],\n",
       "   'Colombo (RPS)': [0, 0, 0],\n",
       "   'Kanpur': [237, 31, 1],\n",
       "   'Mohali': [372, 40, 3],\n",
       "   'Bulawayo': [106, 11, 0],\n",
       "   'Hamilton': [122, 17, 3],\n",
       "   'Georgetown': [5, 0, 0],\n",
       "   'Port Elizabeth': [46, 7, 0],\n",
       "   'Sydney': [160, 22, 1],\n",
       "   'Cape Town': [165, 21, 1],\n",
       "   \"Lord's\": [210, 30, 0],\n",
       "   'Nagpur': [252, 30, 2],\n",
       "   'Adelaide': [142, 15, 0],\n",
       "   'Kandy': [116, 17, 0],\n",
       "   'Harare': [108, 14, 1],\n",
       "   'Bangalore': [503, 59, 3],\n",
       "   'The Oval': [145, 21, 1],\n",
       "   'Kingston': [106, 16, 0],\n",
       "   'Kolkata': [440, 57, 1],\n",
       "   'Johannesburg': [209, 32, 3]},\n",
       "  'sehwag1': {'Jaipur': [104, 12, 2],\n",
       "   'Gwalior': [52, 5, 1],\n",
       "   'Colombo (SSC)': [0, 0, 0],\n",
       "   'Port of Spain': [138, 18, 1],\n",
       "   'Auckland': [152, 14, 6],\n",
       "   'Durban': [34, 4, 1],\n",
       "   'Perth': [32, 6, 0],\n",
       "   'Margao': [27, 5, 0],\n",
       "   'Ahmedabad': [84, 11, 0],\n",
       "   'Bridgetown': [21, 3, 0],\n",
       "   'Brisbane': [6, 1, 0],\n",
       "   'Hambantota': [111, 12, 0],\n",
       "   'Mumbai': [58, 8, 2],\n",
       "   'Faridabad': [26, 4, 0],\n",
       "   'Vadodara': [100, 18, 1],\n",
       "   'Visakhapatnam': [146, 22, 2],\n",
       "   'Hyderabad (Deccan)': [169, 20, 3],\n",
       "   'Melbourne (Docklands)': [64, 8, 1],\n",
       "   'Rawalpindi': [93, 14, 1],\n",
       "   'Indore': [220, 25, 7],\n",
       "   'Melbourne': [49, 5, 0],\n",
       "   'Karachi': [247, 32, 8],\n",
       "   'Guwahati': [6, 0, 1],\n",
       "   'Jamshedpur': [34, 5, 0],\n",
       "   'Vijayawada': [12, 2, 0],\n",
       "   'Chennai': [86, 14, 1],\n",
       "   'Delhi': [120, 17, 2],\n",
       "   'Pune': [48, 7, 0],\n",
       "   'Dhaka': [474, 59, 11],\n",
       "   'Peshawar': [18, 4, 0],\n",
       "   'Wellington': [99, 18, 1],\n",
       "   'East London': [4, 0, 0],\n",
       "   'Nottingham': [4, 0, 0],\n",
       "   'Colombo (RPS)': [421, 60, 4],\n",
       "   'Kanpur': [155, 23, 1],\n",
       "   'Rajkot': [405, 51, 12],\n",
       "   'Mohali': [197, 31, 1],\n",
       "   'Bulawayo': [2, 0, 0],\n",
       "   'Hamilton': [129, 14, 6],\n",
       "   'Cuttack': [160, 27, 1],\n",
       "   'Jodhpur': [18, 3, 0],\n",
       "   'Port Elizabeth': [18, 3, 0],\n",
       "   'Sydney': [34, 5, 1],\n",
       "   'Dambulla': [222, 32, 2],\n",
       "   'Lahore': [46, 9, 0],\n",
       "   \"Lord's\": [117, 16, 1],\n",
       "   'Nagpur': [138, 23, 1],\n",
       "   'Basseterre': [97, 9, 3],\n",
       "   'Napier': [185, 20, 3],\n",
       "   'Queenstown': [23, 4, 0],\n",
       "   'Cape Town': [0, 0, 0],\n",
       "   'Adelaide': [20, 3, 0],\n",
       "   'Centurion': [44, 6, 1],\n",
       "   'Harare': [48, 8, 0],\n",
       "   'Kochi': [134, 13, 3],\n",
       "   'Bangalore': [283, 38, 4],\n",
       "   'Kingston': [34, 4, 0],\n",
       "   'The Oval': [46, 8, 1],\n",
       "   'Christchurch': [10, 1, 0],\n",
       "   'Chester-le-Street': [16, 2, 0],\n",
       "   'Kolkata': [158, 23, 2],\n",
       "   'Johannesburg': [5, 0, 0]},\n",
       "  'kohli': {'Port of Spain': [14, 2, 0],\n",
       "   'Durban': [28, 5, 0],\n",
       "   'Ahmedabad': [27, 3, 0],\n",
       "   'Mumbai': [38, 7, 0],\n",
       "   'Melbourne': [31, 3, 0],\n",
       "   'Chennai': [70, 10, 1],\n",
       "   'Manchester': [4, 0, 0],\n",
       "   'Pallekele': [68, 11, 1],\n",
       "   'Dharamsala': [43, 1, 3],\n",
       "   'Pune': [21, 2, 0],\n",
       "   'Dhaka': [319, 24, 10],\n",
       "   'Colombo (RPS)': [185, 20, 4],\n",
       "   'Cuttack': [1, 0, 0],\n",
       "   'Sydney': [22, 0, 1],\n",
       "   'Harare': [26, 3, 1],\n",
       "   'Bangalore': [9, 1, 0],\n",
       "   'Birmingham': [66, 9, 1],\n",
       "   'Kolkata': [15, 3, 0],\n",
       "   'Rajkot': [29, 2, 1]},\n",
       "  'sehwag': {'Colombo (SSC)': [0, 0, 0],\n",
       "   'Port of Spain': [138, 18, 1],\n",
       "   'Auckland': [152, 14, 6],\n",
       "   'Durban': [34, 4, 1],\n",
       "   'Perth': [32, 6, 0],\n",
       "   'Bridgetown': [21, 3, 0],\n",
       "   'Hambantota': [111, 12, 0],\n",
       "   'Melbourne (Docklands)': [64, 8, 1],\n",
       "   'Rawalpindi': [93, 14, 1],\n",
       "   'Melbourne': [49, 5, 0],\n",
       "   'Karachi': [247, 32, 8],\n",
       "   'Dhaka': [474, 59, 11],\n",
       "   'Peshawar': [18, 4, 0],\n",
       "   'Wellington': [45, 9, 0],\n",
       "   'East London': [4, 0, 0],\n",
       "   'Nottingham': [4, 0, 0],\n",
       "   'Colombo (RPS)': [383, 54, 3],\n",
       "   'Bulawayo': [2, 0, 0],\n",
       "   'Hamilton': [129, 14, 6],\n",
       "   'Port Elizabeth': [18, 3, 0],\n",
       "   'Sydney': [34, 5, 1],\n",
       "   'Dambulla': [222, 32, 2],\n",
       "   'Lahore': [46, 9, 0],\n",
       "   \"Lord's\": [117, 16, 1],\n",
       "   'Basseterre': [97, 9, 3],\n",
       "   'Cape Town': [0, 0, 0],\n",
       "   'Napier': [185, 20, 3],\n",
       "   'Queenstown': [23, 4, 0],\n",
       "   'Adelaide': [20, 3, 0],\n",
       "   'Centurion': [44, 6, 1],\n",
       "   'Harare': [48, 8, 0],\n",
       "   'Kingston': [34, 4, 0],\n",
       "   'The Oval': [46, 8, 1],\n",
       "   'Christchurch': [10, 1, 0],\n",
       "   'Johannesburg': [5, 0, 0]},\n",
       "  'kohli1': {'Port of Spain': [14, 2, 0],\n",
       "   'Durban': [28, 5, 0],\n",
       "   'Ahmedabad': [27, 3, 0],\n",
       "   'Mumbai': [127, 18, 1],\n",
       "   'Melbourne': [90, 10, 1],\n",
       "   'Chennai': [70, 10, 1],\n",
       "   'Manchester': [4, 0, 0],\n",
       "   'Pallekele': [68, 11, 1],\n",
       "   'Dharamsala': [43, 1, 3],\n",
       "   'Pune': [21, 2, 0],\n",
       "   'Dhaka': [472, 44, 10],\n",
       "   'Colombo (RPS)': [185, 20, 4],\n",
       "   'Mohali': [82, 9, 2],\n",
       "   'Cuttack': [1, 0, 0],\n",
       "   'Sydney': [72, 2, 2],\n",
       "   'Nagpur': [23, 2, 0],\n",
       "   'Adelaide': [90, 9, 2],\n",
       "   'Harare': [26, 3, 1],\n",
       "   'Bangalore': [33, 1, 1],\n",
       "   'Birmingham': [66, 9, 1],\n",
       "   'Kolkata': [70, 10, 1],\n",
       "   'Rajkot': [29, 2, 1]},\n",
       "  'tendulkar': {'Colombo (SSC)': [698, 80, 3],\n",
       "   'Port of Spain': [205, 23, 0],\n",
       "   'Auckland': [5, 1, 0],\n",
       "   'Perth': [226, 32, 0],\n",
       "   'Durban': [112, 19, 0],\n",
       "   'Ahmedabad': [642, 84, 1],\n",
       "   'Bloemfontein': [170, 25, 1],\n",
       "   'Chittagong': [289, 30, 2],\n",
       "   'Brisbane': [23, 4, 0],\n",
       "   'Bridgetown': [104, 15, 1],\n",
       "   'Mumbai': [921, 125, 9],\n",
       "   'Faisalabad': [81, 8, 0],\n",
       "   \"St John's\": [0, 0, 0],\n",
       "   'Hyderabad (Deccan)': [39, 4, 0],\n",
       "   'Rawalpindi': [1, 0, 0],\n",
       "   'Multan': [194, 21, 0],\n",
       "   'Melbourne': [449, 43, 3],\n",
       "   'Karachi': [64, 12, 0],\n",
       "   'Galle': [128, 18, 1],\n",
       "   'Chennai': [970, 107, 10],\n",
       "   'Manchester': [187, 25, 0],\n",
       "   'Delhi': [759, 110, 2],\n",
       "   'Leeds': [193, 19, 3],\n",
       "   'Dhaka': [531, 57, 2],\n",
       "   'Colombo (PSS)': [186, 19, 0],\n",
       "   'Wellington': [290, 40, 3],\n",
       "   'Nottingham': [541, 83, 1],\n",
       "   'Colombo (RPS)': [143, 20, 0],\n",
       "   'Kanpur': [199, 19, 2],\n",
       "   'Mohali': [767, 98, 0],\n",
       "   'Bulawayo': [110, 16, 0],\n",
       "   'Hamilton': [322, 48, 1],\n",
       "   'Lucknow': [142, 22, 0],\n",
       "   'Cuttack': [2, 0, 0],\n",
       "   'Georgetown': [162, 22, 0],\n",
       "   'Port Elizabeth': [29, 5, 0],\n",
       "   'Sydney': [785, 95, 1],\n",
       "   'Lahore': [51, 6, 0],\n",
       "   \"Lord's\": [195, 30, 0],\n",
       "   'Cape Town': [489, 64, 3],\n",
       "   'Nagpur': [970, 120, 2],\n",
       "   'Napier': [201, 21, 2],\n",
       "   'Adelaide': [326, 35, 3],\n",
       "   'Centurion': [147, 21, 1],\n",
       "   'Harare': [130, 14, 1],\n",
       "   'Bangalore': [869, 118, 7],\n",
       "   'Kingston': [149, 22, 0],\n",
       "   'The Oval': [272, 39, 0],\n",
       "   'Chandigarh': [11, 0, 0],\n",
       "   'Christchurch': [24, 3, 0],\n",
       "   'Birmingham': [187, 31, 1],\n",
       "   'Sialkot': [92, 11, 0],\n",
       "   'Mumbai (BS)': [53, 6, 0],\n",
       "   'Kolkata': [872, 130, 3],\n",
       "   'Johannesburg': [214, 38, 0]},\n",
       "  'maxwell': {'Ranchi': [92, 6, 5],\n",
       "   'Auckland': [1, 0, 0],\n",
       "   'Perth': [289, 37, 9],\n",
       "   'Brisbane': [54, 8, 0],\n",
       "   'Sharjah': [117, 7, 4],\n",
       "   'Melbourne': [101, 13, 1],\n",
       "   'Pune': [31, 1, 3],\n",
       "   'Dubai (DSC)': [76, 9, 1],\n",
       "   'Mohali': [3, 0, 0],\n",
       "   'Canberra': [4, 0, 0],\n",
       "   'Sydney': [133, 13, 5],\n",
       "   'Nagpur': [9, 2, 0],\n",
       "   'Adelaide': [74, 6, 2],\n",
       "   'Hobart': [46, 5, 0],\n",
       "   'Harare': [115, 11, 6],\n",
       "   'Abu Dhabi': [48, 1, 2],\n",
       "   'Bangalore': [60, 3, 7],\n",
       "   'The Oval': [32, 5, 1],\n",
       "   'Jaipur': [53, 7, 1],\n",
       "   'Birmingham': [29, 1, 2]},\n",
       "  'tendulkarsp': {'Colombo (SSC)': [698, 80, 3],\n",
       "   'Port of Spain': [205, 23, 0],\n",
       "   'Auckland': [5, 1, 0],\n",
       "   'Perth': [226, 32, 0],\n",
       "   'Durban': [112, 19, 0],\n",
       "   'Ahmedabad': [642, 84, 1],\n",
       "   'Bloemfontein': [170, 25, 1],\n",
       "   'Chittagong': [289, 30, 2],\n",
       "   'Brisbane': [23, 4, 0],\n",
       "   'Bridgetown': [104, 15, 1],\n",
       "   'Mumbai': [921, 125, 9],\n",
       "   'Faisalabad': [81, 8, 0],\n",
       "   \"St John's\": [0, 0, 0],\n",
       "   'Hyderabad (Deccan)': [39, 4, 0],\n",
       "   'Rawalpindi': [1, 0, 0],\n",
       "   'Multan': [194, 21, 0],\n",
       "   'Melbourne': [449, 43, 3],\n",
       "   'Karachi': [64, 12, 0],\n",
       "   'Galle': [128, 18, 1],\n",
       "   'Chennai': [970, 107, 10],\n",
       "   'Delhi': [759, 110, 2],\n",
       "   'Manchester': [187, 25, 0],\n",
       "   'Leeds': [193, 19, 3],\n",
       "   'Dhaka': [531, 57, 2],\n",
       "   'Colombo (PSS)': [186, 19, 0],\n",
       "   'Wellington': [290, 40, 3],\n",
       "   'Nottingham': [541, 83, 1],\n",
       "   'Colombo (RPS)': [143, 20, 0],\n",
       "   'Kanpur': [199, 19, 2],\n",
       "   'Mohali': [767, 98, 0],\n",
       "   'Bulawayo': [110, 16, 0],\n",
       "   'Hamilton': [322, 48, 1],\n",
       "   'Lucknow': [142, 22, 0],\n",
       "   'Cuttack': [2, 0, 0],\n",
       "   'Georgetown': [162, 22, 0],\n",
       "   'Port Elizabeth': [29, 5, 0],\n",
       "   'Sydney': [785, 95, 1],\n",
       "   'Cape Town': [489, 64, 3],\n",
       "   \"Lord's\": [195, 30, 0],\n",
       "   'Nagpur': [970, 120, 2],\n",
       "   'Lahore': [51, 6, 0],\n",
       "   'Napier': [201, 21, 2],\n",
       "   'Adelaide': [326, 35, 3],\n",
       "   'Centurion': [147, 21, 1],\n",
       "   'Harare': [130, 14, 1],\n",
       "   'Bangalore': [869, 118, 7],\n",
       "   'Kingston': [149, 22, 0],\n",
       "   'The Oval': [272, 39, 0],\n",
       "   'Chandigarh': [11, 0, 0],\n",
       "   'Christchurch': [24, 3, 0],\n",
       "   'Birmingham': [187, 31, 1],\n",
       "   'Sialkot': [92, 11, 0],\n",
       "   'Mumbai (BS)': [53, 6, 0],\n",
       "   'Kolkata': [872, 130, 3],\n",
       "   'Johannesburg': [214, 38, 0]},\n",
       "  'tendulkar1': {'Colombo (SSC)': [698, 80, 3],\n",
       "   'Port of Spain': [205, 23, 0],\n",
       "   'Auckland': [5, 1, 0],\n",
       "   'Perth': [226, 32, 0],\n",
       "   'Durban': [112, 19, 0],\n",
       "   'Ahmedabad': [642, 84, 1],\n",
       "   'Bloemfontein': [170, 25, 1],\n",
       "   'Chittagong': [289, 30, 2],\n",
       "   'Brisbane': [23, 4, 0],\n",
       "   'Bridgetown': [104, 15, 1],\n",
       "   'Mumbai': [921, 125, 9],\n",
       "   'Faisalabad': [81, 8, 0],\n",
       "   \"St John's\": [0, 0, 0],\n",
       "   'Hyderabad (Deccan)': [39, 4, 0],\n",
       "   'Rawalpindi': [1, 0, 0],\n",
       "   'Multan': [194, 21, 0],\n",
       "   'Melbourne': [449, 43, 3],\n",
       "   'Karachi': [64, 12, 0],\n",
       "   'Galle': [128, 18, 1],\n",
       "   'Chennai': [970, 107, 10],\n",
       "   'Manchester': [187, 25, 0],\n",
       "   'Delhi': [759, 110, 2],\n",
       "   'Leeds': [193, 19, 3],\n",
       "   'Dhaka': [531, 57, 2],\n",
       "   'Colombo (PSS)': [186, 19, 0],\n",
       "   'Wellington': [290, 40, 3],\n",
       "   'Nottingham': [541, 83, 1],\n",
       "   'Colombo (RPS)': [143, 20, 0],\n",
       "   'Kanpur': [199, 19, 2],\n",
       "   'Mohali': [767, 98, 0],\n",
       "   'Bulawayo': [110, 16, 0],\n",
       "   'Hamilton': [322, 48, 1],\n",
       "   'Lucknow': [142, 22, 0],\n",
       "   'Cuttack': [2, 0, 0],\n",
       "   'Georgetown': [162, 22, 0],\n",
       "   'Port Elizabeth': [29, 5, 0],\n",
       "   'Sydney': [785, 95, 1],\n",
       "   'Lahore': [51, 6, 0],\n",
       "   \"Lord's\": [195, 30, 0],\n",
       "   'Cape Town': [489, 64, 3],\n",
       "   'Nagpur': [970, 120, 2],\n",
       "   'Napier': [201, 21, 2],\n",
       "   'Adelaide': [326, 35, 3],\n",
       "   'Centurion': [147, 21, 1],\n",
       "   'Harare': [130, 14, 1],\n",
       "   'Bangalore': [869, 118, 7],\n",
       "   'Kingston': [149, 22, 0],\n",
       "   'The Oval': [272, 39, 0],\n",
       "   'Chandigarh': [11, 0, 0],\n",
       "   'Christchurch': [24, 3, 0],\n",
       "   'Birmingham': [187, 31, 1],\n",
       "   'Sialkot': [92, 11, 0],\n",
       "   'Mumbai (BS)': [53, 6, 0],\n",
       "   'Kolkata': [872, 130, 3],\n",
       "   'Johannesburg': [214, 38, 0]},\n",
       "  'devilliers': {'Mount Maunganui': [126, 14, 1],\n",
       "   'Port of Spain': [60, 7, 1],\n",
       "   'Auckland': [151, 15, 7],\n",
       "   'Durban': [568, 55, 4],\n",
       "   'Perth': [188, 16, 1],\n",
       "   'Paarl': [59, 8, 0],\n",
       "   'Birmingham': [31, 1, 1],\n",
       "   'Ahmedabad': [156, 14, 3],\n",
       "   'Kimberley': [124, 12, 3],\n",
       "   'Bloemfontein': [156, 13, 0],\n",
       "   'Gros Islet': [15, 3, 0],\n",
       "   'Providence': [15, 1, 0],\n",
       "   'Potchefstroom': [136, 8, 5],\n",
       "   'Bridgetown': [42, 8, 0],\n",
       "   'Sharjah': [119, 10, 3],\n",
       "   'Hambantota': [108, 11, 4],\n",
       "   'North Sound': [143, 8, 3],\n",
       "   'Faisalabad': [17, 2, 0],\n",
       "   'Hyderabad (Deccan)': [7, 1, 0],\n",
       "   'Multan': [1, 0, 0],\n",
       "   'Melbourne': [121, 9, 0],\n",
       "   \"St George's\": [146, 12, 5],\n",
       "   'Belfast': [79, 11, 0],\n",
       "   'Chennai': [108, 8, 3],\n",
       "   'Delhi': [107, 8, 2],\n",
       "   'Pallekele': [80, 6, 0],\n",
       "   'Southampton': [28, 1, 0],\n",
       "   'Leeds': [24, 3, 0],\n",
       "   'Dubai (DSC)': [139, 6, 0],\n",
       "   'Dhaka': [144, 13, 1],\n",
       "   'Benoni': [309, 21, 11],\n",
       "   'Wellington': [205, 9, 8],\n",
       "   'East London': [19, 2, 0],\n",
       "   'Nottingham': [80, 10, 0],\n",
       "   'Colombo (RPS)': [161, 16, 2],\n",
       "   'Mohali': [144, 15, 4],\n",
       "   'Bulawayo': [85, 5, 2],\n",
       "   'Hamilton': [58, 5, 1],\n",
       "   'Port Elizabeth': [361, 37, 8],\n",
       "   'Sydney': [167, 18, 8],\n",
       "   'Basseterre': [154, 23, 4],\n",
       "   'Cape Town': [380, 44, 3],\n",
       "   'Lahore': [155, 15, 3],\n",
       "   \"Lord's\": [53, 2, 0],\n",
       "   'Nagpur': [52, 6, 1],\n",
       "   'Napier': [31, 2, 0],\n",
       "   'Cardiff': [107, 9, 1],\n",
       "   'Adelaide': [82, 6, 1],\n",
       "   'Canberra': [76, 7, 3],\n",
       "   'Centurion': [593, 59, 11],\n",
       "   'Hobart': [44, 2, 0],\n",
       "   'Harare': [322, 27, 10],\n",
       "   'Roseau': [127, 5, 1],\n",
       "   'Bangalore': [8, 2, 0],\n",
       "   'Abu Dhabi': [144, 11, 0],\n",
       "   'The Oval': [40, 4, 0],\n",
       "   'Jaipur': [71, 7, 0],\n",
       "   'Gwalior': [114, 13, 2],\n",
       "   'Johannesburg': [610, 48, 29]}})"
      ]
     },
     "execution_count": 94,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "prep_all(batsman)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "id": "3e8cef21-9fb0-4d64-9489-d72001eefae0",
   "metadata": {},
   "outputs": [],
   "source": [
    "def dict_ground_file(file):\n",
    "    df=pd.read_csv(file)\n",
    "    li=list(set(df[\"Ground\"]))\n",
    "    dict_gnd={}\n",
    "    for x in li:\n",
    "        ru=0\n",
    "        s4=0\n",
    "        s6=0\n",
    "        for i in range(0, len(df)):\n",
    "            if(df[\"Ground\"][i]==x):\n",
    "                ru=ru+int(df[\"Runs\"][i])\n",
    "                s4=s4+int(df[\"4s\"][i])\n",
    "                s6=s6+int(df[\"6s\"][i])\n",
    "        val=[ru,s4,s6]\n",
    "        dict_gnd[x]=val\n",
    "    print(dict_gnd)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "id": "e60c981f-5a3d-4e8f-afaf-49a612ccdd56",
   "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>Unnamed: 0</th>\n",
       "      <th>Runs</th>\n",
       "      <th>Mins</th>\n",
       "      <th>BF</th>\n",
       "      <th>4s</th>\n",
       "      <th>6s</th>\n",
       "      <th>SR</th>\n",
       "      <th>Pos</th>\n",
       "      <th>Dismissal</th>\n",
       "      <th>Inns</th>\n",
       "      <th>Opposition</th>\n",
       "      <th>Ground</th>\n",
       "      <th>Start Date</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>26*</td>\n",
       "      <td>30</td>\n",
       "      <td>21</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>123.80</td>\n",
       "      <td>5</td>\n",
       "      <td>not out</td>\n",
       "      <td>2</td>\n",
       "      <td>v Zimbabwe</td>\n",
       "      <td>Harare</td>\n",
       "      <td>12 Jun 2010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>DNB</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>-</td>\n",
       "      <td>2</td>\n",
       "      <td>v Zimbabwe</td>\n",
       "      <td>Harare</td>\n",
       "      <td>13 Jun 2010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>28</td>\n",
       "      <td>28</td>\n",
       "      <td>19</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>147.36</td>\n",
       "      <td>1</td>\n",
       "      <td>bowled</td>\n",
       "      <td>1</td>\n",
       "      <td>v South Africa</td>\n",
       "      <td>Durban</td>\n",
       "      <td>9 Jan 2011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>14</td>\n",
       "      <td>15</td>\n",
       "      <td>12</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>116.66</td>\n",
       "      <td>3</td>\n",
       "      <td>caught</td>\n",
       "      <td>1</td>\n",
       "      <td>v West Indies</td>\n",
       "      <td>Port of Spain</td>\n",
       "      <td>4 Jun 2011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>80.00</td>\n",
       "      <td>4</td>\n",
       "      <td>caught</td>\n",
       "      <td>1</td>\n",
       "      <td>v England</td>\n",
       "      <td>Manchester</td>\n",
       "      <td>31 Aug 2011</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Unnamed: 0 Runs Mins  BF 4s 6s      SR Pos Dismissal  Inns      Opposition  \\\n",
       "0           1  26*   30  21  3  1  123.80   5   not out     2      v Zimbabwe   \n",
       "1           2  DNB    -   -  -  -       -   -         -     2      v Zimbabwe   \n",
       "2           3   28   28  19  5  0  147.36   1    bowled     1  v South Africa   \n",
       "3           4   14   15  12  2  0  116.66   3    caught     1   v West Indies   \n",
       "4           5    4    5   5  0  0   80.00   4    caught     1       v England   \n",
       "\n",
       "          Ground   Start Date  \n",
       "0         Harare  12 Jun 2010  \n",
       "1         Harare  13 Jun 2010  \n",
       "2         Durban   9 Jan 2011  \n",
       "3  Port of Spain   4 Jun 2011  \n",
       "4     Manchester  31 Aug 2011  "
      ]
     },
     "execution_count": 63,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x=\"kohli\"\n",
    "file=f\"data/{x}.csv\"\n",
    "df=pd.read_csv(file)\n",
    "df.head(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "5f8ce4b5-8bf5-49b0-a3c2-e06abef8b640",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "67d692ed-26e8-4a78-85b7-54f8ce597585",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "bbf92035-8c48-420a-9b8f-c2191d9e8703",
   "metadata": {},
   "source": [
    "# Cleaning Bowler's File"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "1e0bf925-4d6f-434a-aa36-011d641e4c1d",
   "metadata": {},
   "outputs": [],
   "source": [
    "df=pd.read_csv(\"data/malinga.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "a5b91643-0ce2-4172-98cc-0e3930103d13",
   "metadata": {},
   "outputs": [],
   "source": [
    "df.drop(labels=\"Unnamed: 0\",axis=1,inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "d10d9d82-e1d2-47a1-ba06-ef7e797b6685",
   "metadata": {},
   "outputs": [],
   "source": [
    "df[\"Bowls_Bowled\"]=df[\"Overs\"]*6\n",
    "df[\"Bowls_Bowled\"]=df[\"Bowls_Bowled\"].astype(int)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "deb17244-ba78-498b-b044-a03cd9aa98f7",
   "metadata": {
    "collapsed": true
   },
   "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>Overs</th>\n",
       "      <th>Mdns</th>\n",
       "      <th>Runs</th>\n",
       "      <th>Wkts</th>\n",
       "      <th>Econ</th>\n",
       "      <th>Pos</th>\n",
       "      <th>Inns</th>\n",
       "      <th>Opposition</th>\n",
       "      <th>Ground</th>\n",
       "      <th>Start Date</th>\n",
       "      <th>Bowls_Bowled</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>14.0</td>\n",
       "      <td>3</td>\n",
       "      <td>50</td>\n",
       "      <td>2</td>\n",
       "      <td>3.57</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>v Australia</td>\n",
       "      <td>Darwin</td>\n",
       "      <td>1 Jul 2004</td>\n",
       "      <td>84</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>15.1</td>\n",
       "      <td>3</td>\n",
       "      <td>42</td>\n",
       "      <td>4</td>\n",
       "      <td>2.76</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>v Australia</td>\n",
       "      <td>Darwin</td>\n",
       "      <td>1 Jul 2004</td>\n",
       "      <td>90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>29.2</td>\n",
       "      <td>2</td>\n",
       "      <td>149</td>\n",
       "      <td>4</td>\n",
       "      <td>5.07</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>v Australia</td>\n",
       "      <td>Cairns</td>\n",
       "      <td>9 Jul 2004</td>\n",
       "      <td>175</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>5.0</td>\n",
       "      <td>0</td>\n",
       "      <td>23</td>\n",
       "      <td>0</td>\n",
       "      <td>4.60</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>v Australia</td>\n",
       "      <td>Cairns</td>\n",
       "      <td>9 Jul 2004</td>\n",
       "      <td>30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>13.0</td>\n",
       "      <td>1</td>\n",
       "      <td>51</td>\n",
       "      <td>1</td>\n",
       "      <td>3.92</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>v South Africa</td>\n",
       "      <td>Colombo (SSC)</td>\n",
       "      <td>11 Aug 2004</td>\n",
       "      <td>78</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>13.0</td>\n",
       "      <td>1</td>\n",
       "      <td>54</td>\n",
       "      <td>3</td>\n",
       "      <td>4.15</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>v South Africa</td>\n",
       "      <td>Colombo (SSC)</td>\n",
       "      <td>11 Aug 2004</td>\n",
       "      <td>78</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>10.0</td>\n",
       "      <td>1</td>\n",
       "      <td>50</td>\n",
       "      <td>1</td>\n",
       "      <td>5.00</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>v Pakistan</td>\n",
       "      <td>Faisalabad</td>\n",
       "      <td>20 Oct 2004</td>\n",
       "      <td>60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>6.0</td>\n",
       "      <td>2</td>\n",
       "      <td>13</td>\n",
       "      <td>0</td>\n",
       "      <td>2.16</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>v Pakistan</td>\n",
       "      <td>Faisalabad</td>\n",
       "      <td>20 Oct 2004</td>\n",
       "      <td>36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>34.0</td>\n",
       "      <td>5</td>\n",
       "      <td>130</td>\n",
       "      <td>4</td>\n",
       "      <td>3.82</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>v New Zealand</td>\n",
       "      <td>Napier</td>\n",
       "      <td>4 Apr 2005</td>\n",
       "      <td>204</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>24.4</td>\n",
       "      <td>4</td>\n",
       "      <td>80</td>\n",
       "      <td>5</td>\n",
       "      <td>3.24</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>v New Zealand</td>\n",
       "      <td>Napier</td>\n",
       "      <td>4 Apr 2005</td>\n",
       "      <td>146</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>34.0</td>\n",
       "      <td>2</td>\n",
       "      <td>124</td>\n",
       "      <td>2</td>\n",
       "      <td>3.64</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>v New Zealand</td>\n",
       "      <td>Wellington</td>\n",
       "      <td>11 Apr 2005</td>\n",
       "      <td>204</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>14.0</td>\n",
       "      <td>1</td>\n",
       "      <td>71</td>\n",
       "      <td>4</td>\n",
       "      <td>5.07</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>v West Indies</td>\n",
       "      <td>Colombo (SSC)</td>\n",
       "      <td>13 Jul 2005</td>\n",
       "      <td>84</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>12.0</td>\n",
       "      <td>5</td>\n",
       "      <td>22</td>\n",
       "      <td>0</td>\n",
       "      <td>1.83</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>v West Indies</td>\n",
       "      <td>Colombo (SSC)</td>\n",
       "      <td>13 Jul 2005</td>\n",
       "      <td>72</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>9.0</td>\n",
       "      <td>3</td>\n",
       "      <td>22</td>\n",
       "      <td>0</td>\n",
       "      <td>2.44</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>v West Indies</td>\n",
       "      <td>Kandy</td>\n",
       "      <td>22 Jul 2005</td>\n",
       "      <td>54</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>12.0</td>\n",
       "      <td>2</td>\n",
       "      <td>48</td>\n",
       "      <td>1</td>\n",
       "      <td>4.00</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>v West Indies</td>\n",
       "      <td>Kandy</td>\n",
       "      <td>22 Jul 2005</td>\n",
       "      <td>72</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>8.0</td>\n",
       "      <td>1</td>\n",
       "      <td>44</td>\n",
       "      <td>1</td>\n",
       "      <td>5.50</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>v Bangladesh</td>\n",
       "      <td>Colombo (RPS)</td>\n",
       "      <td>12 Sep 2005</td>\n",
       "      <td>48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>6.0</td>\n",
       "      <td>1</td>\n",
       "      <td>32</td>\n",
       "      <td>3</td>\n",
       "      <td>5.33</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>v Bangladesh</td>\n",
       "      <td>Colombo (RPS)</td>\n",
       "      <td>12 Sep 2005</td>\n",
       "      <td>36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>9.0</td>\n",
       "      <td>1</td>\n",
       "      <td>32</td>\n",
       "      <td>2</td>\n",
       "      <td>3.55</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>v Bangladesh</td>\n",
       "      <td>Colombo (PSS)</td>\n",
       "      <td>20 Sep 2005</td>\n",
       "      <td>54</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>7.0</td>\n",
       "      <td>0</td>\n",
       "      <td>31</td>\n",
       "      <td>0</td>\n",
       "      <td>4.42</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>v Bangladesh</td>\n",
       "      <td>Colombo (PSS)</td>\n",
       "      <td>20 Sep 2005</td>\n",
       "      <td>42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>32.0</td>\n",
       "      <td>4</td>\n",
       "      <td>113</td>\n",
       "      <td>3</td>\n",
       "      <td>3.53</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>v India</td>\n",
       "      <td>Ahmedabad</td>\n",
       "      <td>18 Dec 2005</td>\n",
       "      <td>192</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>12.0</td>\n",
       "      <td>2</td>\n",
       "      <td>63</td>\n",
       "      <td>1</td>\n",
       "      <td>5.25</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>v India</td>\n",
       "      <td>Ahmedabad</td>\n",
       "      <td>18 Dec 2005</td>\n",
       "      <td>72</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>16.5</td>\n",
       "      <td>3</td>\n",
       "      <td>57</td>\n",
       "      <td>4</td>\n",
       "      <td>3.38</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>v Bangladesh</td>\n",
       "      <td>Chittagong</td>\n",
       "      <td>28 Feb 2006</td>\n",
       "      <td>99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>13.0</td>\n",
       "      <td>2</td>\n",
       "      <td>41</td>\n",
       "      <td>0</td>\n",
       "      <td>3.15</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>v Bangladesh</td>\n",
       "      <td>Chittagong</td>\n",
       "      <td>28 Feb 2006</td>\n",
       "      <td>78</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>20.0</td>\n",
       "      <td>1</td>\n",
       "      <td>73</td>\n",
       "      <td>2</td>\n",
       "      <td>3.65</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>v Bangladesh</td>\n",
       "      <td>Bogra</td>\n",
       "      <td>8 Mar 2006</td>\n",
       "      <td>120</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>14.1</td>\n",
       "      <td>1</td>\n",
       "      <td>51</td>\n",
       "      <td>3</td>\n",
       "      <td>3.60</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>v Bangladesh</td>\n",
       "      <td>Bogra</td>\n",
       "      <td>8 Mar 2006</td>\n",
       "      <td>84</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>12.0</td>\n",
       "      <td>3</td>\n",
       "      <td>30</td>\n",
       "      <td>3</td>\n",
       "      <td>2.50</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>v Pakistan</td>\n",
       "      <td>Colombo (SSC)</td>\n",
       "      <td>26 Mar 2006</td>\n",
       "      <td>72</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>13.0</td>\n",
       "      <td>3</td>\n",
       "      <td>44</td>\n",
       "      <td>0</td>\n",
       "      <td>3.38</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>v Pakistan</td>\n",
       "      <td>Colombo (SSC)</td>\n",
       "      <td>26 Mar 2006</td>\n",
       "      <td>78</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>6.0</td>\n",
       "      <td>2</td>\n",
       "      <td>19</td>\n",
       "      <td>0</td>\n",
       "      <td>3.16</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>v Pakistan</td>\n",
       "      <td>Kandy</td>\n",
       "      <td>3 Apr 2006</td>\n",
       "      <td>36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>6.2</td>\n",
       "      <td>0</td>\n",
       "      <td>33</td>\n",
       "      <td>1</td>\n",
       "      <td>5.21</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>v Pakistan</td>\n",
       "      <td>Kandy</td>\n",
       "      <td>3 Apr 2006</td>\n",
       "      <td>37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>13.3</td>\n",
       "      <td>2</td>\n",
       "      <td>68</td>\n",
       "      <td>2</td>\n",
       "      <td>5.03</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>v England</td>\n",
       "      <td>Birmingham</td>\n",
       "      <td>25 May 2006</td>\n",
       "      <td>79</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>7.0</td>\n",
       "      <td>1</td>\n",
       "      <td>29</td>\n",
       "      <td>0</td>\n",
       "      <td>4.14</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>v England</td>\n",
       "      <td>Birmingham</td>\n",
       "      <td>25 May 2006</td>\n",
       "      <td>42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>23.1</td>\n",
       "      <td>3</td>\n",
       "      <td>62</td>\n",
       "      <td>2</td>\n",
       "      <td>2.67</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>v England</td>\n",
       "      <td>Nottingham</td>\n",
       "      <td>2 Jun 2006</td>\n",
       "      <td>138</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>7.0</td>\n",
       "      <td>0</td>\n",
       "      <td>24</td>\n",
       "      <td>0</td>\n",
       "      <td>3.42</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>v England</td>\n",
       "      <td>Nottingham</td>\n",
       "      <td>2 Jun 2006</td>\n",
       "      <td>42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>10.0</td>\n",
       "      <td>2</td>\n",
       "      <td>38</td>\n",
       "      <td>0</td>\n",
       "      <td>3.80</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>v South Africa</td>\n",
       "      <td>Colombo (SSC)</td>\n",
       "      <td>27 Jul 2006</td>\n",
       "      <td>60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>16.2</td>\n",
       "      <td>0</td>\n",
       "      <td>85</td>\n",
       "      <td>1</td>\n",
       "      <td>5.20</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>v South Africa</td>\n",
       "      <td>Colombo (SSC)</td>\n",
       "      <td>27 Jul 2006</td>\n",
       "      <td>97</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>18.0</td>\n",
       "      <td>4</td>\n",
       "      <td>81</td>\n",
       "      <td>3</td>\n",
       "      <td>4.50</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>v South Africa</td>\n",
       "      <td>Colombo (PSS)</td>\n",
       "      <td>4 Aug 2006</td>\n",
       "      <td>108</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>12.0</td>\n",
       "      <td>1</td>\n",
       "      <td>55</td>\n",
       "      <td>0</td>\n",
       "      <td>4.58</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>v South Africa</td>\n",
       "      <td>Colombo (PSS)</td>\n",
       "      <td>4 Aug 2006</td>\n",
       "      <td>72</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>19.4</td>\n",
       "      <td>2</td>\n",
       "      <td>43</td>\n",
       "      <td>2</td>\n",
       "      <td>2.18</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>v New Zealand</td>\n",
       "      <td>Christchurch</td>\n",
       "      <td>7 Dec 2006</td>\n",
       "      <td>116</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>4.0</td>\n",
       "      <td>1</td>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "      <td>8.75</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>v New Zealand</td>\n",
       "      <td>Christchurch</td>\n",
       "      <td>7 Dec 2006</td>\n",
       "      <td>24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>18.0</td>\n",
       "      <td>4</td>\n",
       "      <td>68</td>\n",
       "      <td>5</td>\n",
       "      <td>3.77</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>v New Zealand</td>\n",
       "      <td>Wellington</td>\n",
       "      <td>15 Dec 2006</td>\n",
       "      <td>108</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>16.0</td>\n",
       "      <td>1</td>\n",
       "      <td>62</td>\n",
       "      <td>2</td>\n",
       "      <td>3.87</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>v New Zealand</td>\n",
       "      <td>Wellington</td>\n",
       "      <td>15 Dec 2006</td>\n",
       "      <td>96</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>7.0</td>\n",
       "      <td>0</td>\n",
       "      <td>31</td>\n",
       "      <td>1</td>\n",
       "      <td>4.42</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>v Bangladesh</td>\n",
       "      <td>Colombo (SSC)</td>\n",
       "      <td>25 Jun 2007</td>\n",
       "      <td>42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>17.0</td>\n",
       "      <td>2</td>\n",
       "      <td>80</td>\n",
       "      <td>4</td>\n",
       "      <td>4.70</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>v Bangladesh</td>\n",
       "      <td>Colombo (SSC)</td>\n",
       "      <td>25 Jun 2007</td>\n",
       "      <td>102</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>9.0</td>\n",
       "      <td>1</td>\n",
       "      <td>25</td>\n",
       "      <td>4</td>\n",
       "      <td>2.77</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>v Bangladesh</td>\n",
       "      <td>Colombo (PSS)</td>\n",
       "      <td>3 Jul 2007</td>\n",
       "      <td>54</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>15.0</td>\n",
       "      <td>1</td>\n",
       "      <td>86</td>\n",
       "      <td>0</td>\n",
       "      <td>5.73</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>v Bangladesh</td>\n",
       "      <td>Colombo (PSS)</td>\n",
       "      <td>3 Jul 2007</td>\n",
       "      <td>90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>10.0</td>\n",
       "      <td>2</td>\n",
       "      <td>41</td>\n",
       "      <td>1</td>\n",
       "      <td>4.10</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>v Bangladesh</td>\n",
       "      <td>Kandy</td>\n",
       "      <td>11 Jul 2007</td>\n",
       "      <td>60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>10.0</td>\n",
       "      <td>0</td>\n",
       "      <td>46</td>\n",
       "      <td>2</td>\n",
       "      <td>4.60</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>v Bangladesh</td>\n",
       "      <td>Kandy</td>\n",
       "      <td>11 Jul 2007</td>\n",
       "      <td>60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>35.0</td>\n",
       "      <td>6</td>\n",
       "      <td>156</td>\n",
       "      <td>1</td>\n",
       "      <td>4.45</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>v Australia</td>\n",
       "      <td>Hobart</td>\n",
       "      <td>16 Nov 2007</td>\n",
       "      <td>210</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>12.0</td>\n",
       "      <td>0</td>\n",
       "      <td>61</td>\n",
       "      <td>1</td>\n",
       "      <td>5.08</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>v Australia</td>\n",
       "      <td>Hobart</td>\n",
       "      <td>16 Nov 2007</td>\n",
       "      <td>72</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>20.0</td>\n",
       "      <td>2</td>\n",
       "      <td>86</td>\n",
       "      <td>1</td>\n",
       "      <td>4.30</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>v England</td>\n",
       "      <td>Kandy</td>\n",
       "      <td>1 Dec 2007</td>\n",
       "      <td>120</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>15.0</td>\n",
       "      <td>3</td>\n",
       "      <td>39</td>\n",
       "      <td>1</td>\n",
       "      <td>2.60</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>v England</td>\n",
       "      <td>Kandy</td>\n",
       "      <td>1 Dec 2007</td>\n",
       "      <td>90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>24.0</td>\n",
       "      <td>3</td>\n",
       "      <td>78</td>\n",
       "      <td>3</td>\n",
       "      <td>3.25</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>v England</td>\n",
       "      <td>Colombo (SSC)</td>\n",
       "      <td>9 Dec 2007</td>\n",
       "      <td>144</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>8.0</td>\n",
       "      <td>1</td>\n",
       "      <td>37</td>\n",
       "      <td>0</td>\n",
       "      <td>4.62</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>v England</td>\n",
       "      <td>Colombo (SSC)</td>\n",
       "      <td>9 Dec 2007</td>\n",
       "      <td>48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>9.0</td>\n",
       "      <td>2</td>\n",
       "      <td>26</td>\n",
       "      <td>1</td>\n",
       "      <td>2.88</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>v England</td>\n",
       "      <td>Galle</td>\n",
       "      <td>18 Dec 2007</td>\n",
       "      <td>54</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>20.0</td>\n",
       "      <td>3</td>\n",
       "      <td>42</td>\n",
       "      <td>0</td>\n",
       "      <td>2.10</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>v England</td>\n",
       "      <td>Galle</td>\n",
       "      <td>18 Dec 2007</td>\n",
       "      <td>120</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>13.0</td>\n",
       "      <td>0</td>\n",
       "      <td>55</td>\n",
       "      <td>2</td>\n",
       "      <td>4.23</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>v India</td>\n",
       "      <td>Galle</td>\n",
       "      <td>18 Jul 2010</td>\n",
       "      <td>78</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>17.0</td>\n",
       "      <td>2</td>\n",
       "      <td>50</td>\n",
       "      <td>5</td>\n",
       "      <td>2.94</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>v India</td>\n",
       "      <td>Galle</td>\n",
       "      <td>18 Jul 2010</td>\n",
       "      <td>102</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>30.0</td>\n",
       "      <td>3</td>\n",
       "      <td>119</td>\n",
       "      <td>3</td>\n",
       "      <td>3.96</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>v India</td>\n",
       "      <td>Colombo (PSS)</td>\n",
       "      <td>3 Aug 2010</td>\n",
       "      <td>180</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>12.0</td>\n",
       "      <td>1</td>\n",
       "      <td>49</td>\n",
       "      <td>0</td>\n",
       "      <td>4.08</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>v India</td>\n",
       "      <td>Colombo (PSS)</td>\n",
       "      <td>3 Aug 2010</td>\n",
       "      <td>72</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    Overs  Mdns  Runs  Wkts  Econ  Pos  Inns      Opposition         Ground  \\\n",
       "0    14.0     3    50     2  3.57    2     1     v Australia         Darwin   \n",
       "1    15.1     3    42     4  2.76    3     3     v Australia         Darwin   \n",
       "2    29.2     2   149     4  5.07    4     1     v Australia         Cairns   \n",
       "3     5.0     0    23     0  4.60    3     3     v Australia         Cairns   \n",
       "4    13.0     1    51     1  3.92    2     2  v South Africa  Colombo (SSC)   \n",
       "5    13.0     1    54     3  4.15    2     4  v South Africa  Colombo (SSC)   \n",
       "6    10.0     1    50     1  5.00    2     2      v Pakistan     Faisalabad   \n",
       "7     6.0     2    13     0  2.16    2     4      v Pakistan     Faisalabad   \n",
       "8    34.0     5   130     4  3.82    2     1   v New Zealand         Napier   \n",
       "9    24.4     4    80     5  3.24    2     3   v New Zealand         Napier   \n",
       "10   34.0     2   124     2  3.64    2     2   v New Zealand     Wellington   \n",
       "11   14.0     1    71     4  5.07    2     1   v West Indies  Colombo (SSC)   \n",
       "12   12.0     5    22     0  1.83    2     3   v West Indies  Colombo (SSC)   \n",
       "13    9.0     3    22     0  2.44    2     2   v West Indies          Kandy   \n",
       "14   12.0     2    48     1  4.00    1     4   v West Indies          Kandy   \n",
       "15    8.0     1    44     1  5.50    2     1    v Bangladesh  Colombo (RPS)   \n",
       "16    6.0     1    32     3  5.33    2     3    v Bangladesh  Colombo (RPS)   \n",
       "17    9.0     1    32     2  3.55    2     2    v Bangladesh  Colombo (PSS)   \n",
       "18    7.0     0    31     0  4.42    2     3    v Bangladesh  Colombo (PSS)   \n",
       "19   32.0     4   113     3  3.53    1     1         v India      Ahmedabad   \n",
       "20   12.0     2    63     1  5.25    1     3         v India      Ahmedabad   \n",
       "21   16.5     3    57     4  3.38    1     1    v Bangladesh     Chittagong   \n",
       "22   13.0     2    41     0  3.15    1     3    v Bangladesh     Chittagong   \n",
       "23   20.0     1    73     2  3.65    1     1    v Bangladesh          Bogra   \n",
       "24   14.1     1    51     3  3.60    1     3    v Bangladesh          Bogra   \n",
       "25   12.0     3    30     3  2.50    1     2      v Pakistan  Colombo (SSC)   \n",
       "26   13.0     3    44     0  3.38    1     4      v Pakistan  Colombo (SSC)   \n",
       "27    6.0     2    19     0  3.16    1     2      v Pakistan          Kandy   \n",
       "28    6.2     0    33     1  5.21    3     4      v Pakistan          Kandy   \n",
       "29   13.3     2    68     2  5.03    2     2       v England     Birmingham   \n",
       "30    7.0     1    29     0  4.14    2     4       v England     Birmingham   \n",
       "31   23.1     3    62     2  2.67    2     2       v England     Nottingham   \n",
       "32    7.0     0    24     0  3.42    2     4       v England     Nottingham   \n",
       "33   10.0     2    38     0  3.80    1     1  v South Africa  Colombo (SSC)   \n",
       "34   16.2     0    85     1  5.20    1     3  v South Africa  Colombo (SSC)   \n",
       "35   18.0     4    81     3  4.50    2     1  v South Africa  Colombo (PSS)   \n",
       "36   12.0     1    55     0  4.58    2     3  v South Africa  Colombo (PSS)   \n",
       "37   19.4     2    43     2  2.18    2     2   v New Zealand   Christchurch   \n",
       "38    4.0     1    35     0  8.75    2     4   v New Zealand   Christchurch   \n",
       "39   18.0     4    68     5  3.77    2     2   v New Zealand     Wellington   \n",
       "40   16.0     1    62     2  3.87    2     4   v New Zealand     Wellington   \n",
       "41    7.0     0    31     1  4.42    2     1    v Bangladesh  Colombo (SSC)   \n",
       "42   17.0     2    80     4  4.70    2     3    v Bangladesh  Colombo (SSC)   \n",
       "43    9.0     1    25     4  2.77    2     1    v Bangladesh  Colombo (PSS)   \n",
       "44   15.0     1    86     0  5.73    2     3    v Bangladesh  Colombo (PSS)   \n",
       "45   10.0     2    41     1  4.10    1     1    v Bangladesh          Kandy   \n",
       "46   10.0     0    46     2  4.60    1     3    v Bangladesh          Kandy   \n",
       "47   35.0     6   156     1  4.45    1     1     v Australia         Hobart   \n",
       "48   12.0     0    61     1  5.08    1     3     v Australia         Hobart   \n",
       "49   20.0     2    86     1  4.30    2     2       v England          Kandy   \n",
       "50   15.0     3    39     1  2.60    2     4       v England          Kandy   \n",
       "51   24.0     3    78     3  3.25    2     1       v England  Colombo (SSC)   \n",
       "52    8.0     1    37     0  4.62    2     3       v England  Colombo (SSC)   \n",
       "53    9.0     2    26     1  2.88    2     2       v England          Galle   \n",
       "54   20.0     3    42     0  2.10    3     3       v England          Galle   \n",
       "55   13.0     0    55     2  4.23    1     2         v India          Galle   \n",
       "56   17.0     2    50     5  2.94    1     3         v India          Galle   \n",
       "57   30.0     3   119     3  3.96    1     2         v India  Colombo (PSS)   \n",
       "58   12.0     1    49     0  4.08    1     4         v India  Colombo (PSS)   \n",
       "\n",
       "     Start Date  Bowls_Bowled  \n",
       "0    1 Jul 2004            84  \n",
       "1    1 Jul 2004            90  \n",
       "2    9 Jul 2004           175  \n",
       "3    9 Jul 2004            30  \n",
       "4   11 Aug 2004            78  \n",
       "5   11 Aug 2004            78  \n",
       "6   20 Oct 2004            60  \n",
       "7   20 Oct 2004            36  \n",
       "8    4 Apr 2005           204  \n",
       "9    4 Apr 2005           146  \n",
       "10  11 Apr 2005           204  \n",
       "11  13 Jul 2005            84  \n",
       "12  13 Jul 2005            72  \n",
       "13  22 Jul 2005            54  \n",
       "14  22 Jul 2005            72  \n",
       "15  12 Sep 2005            48  \n",
       "16  12 Sep 2005            36  \n",
       "17  20 Sep 2005            54  \n",
       "18  20 Sep 2005            42  \n",
       "19  18 Dec 2005           192  \n",
       "20  18 Dec 2005            72  \n",
       "21  28 Feb 2006            99  \n",
       "22  28 Feb 2006            78  \n",
       "23   8 Mar 2006           120  \n",
       "24   8 Mar 2006            84  \n",
       "25  26 Mar 2006            72  \n",
       "26  26 Mar 2006            78  \n",
       "27   3 Apr 2006            36  \n",
       "28   3 Apr 2006            37  \n",
       "29  25 May 2006            79  \n",
       "30  25 May 2006            42  \n",
       "31   2 Jun 2006           138  \n",
       "32   2 Jun 2006            42  \n",
       "33  27 Jul 2006            60  \n",
       "34  27 Jul 2006            97  \n",
       "35   4 Aug 2006           108  \n",
       "36   4 Aug 2006            72  \n",
       "37   7 Dec 2006           116  \n",
       "38   7 Dec 2006            24  \n",
       "39  15 Dec 2006           108  \n",
       "40  15 Dec 2006            96  \n",
       "41  25 Jun 2007            42  \n",
       "42  25 Jun 2007           102  \n",
       "43   3 Jul 2007            54  \n",
       "44   3 Jul 2007            90  \n",
       "45  11 Jul 2007            60  \n",
       "46  11 Jul 2007            60  \n",
       "47  16 Nov 2007           210  \n",
       "48  16 Nov 2007            72  \n",
       "49   1 Dec 2007           120  \n",
       "50   1 Dec 2007            90  \n",
       "51   9 Dec 2007           144  \n",
       "52   9 Dec 2007            48  \n",
       "53  18 Dec 2007            54  \n",
       "54  18 Dec 2007           120  \n",
       "55  18 Jul 2010            78  \n",
       "56  18 Jul 2010           102  \n",
       "57   3 Aug 2010           180  \n",
       "58   3 Aug 2010            72  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "27eb93e2-c869-43a1-937f-1df495e3cb57",
   "metadata": {},
   "outputs": [
    {
     "name": "stdin",
     "output_type": "stream",
     "text": [
      "Enter opposition:  lol\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "No Opposition named 'lol' found.\n"
     ]
    }
   ],
   "source": [
    "o=input(str(\"Enter opposition: \"))\n",
    "\n",
    "opp=\"v \"+o\n",
    "md=0\n",
    "ec=0\n",
    "k=0\n",
    "f=0\n",
    "for i in range(0, len(df)):\n",
    "    if(df[\"Opposition\"][i]==opp):\n",
    "        f=1\n",
    "        md+=int(df[\"Mdns\"][i])\n",
    "        ec+=int(df[\"Econ\"][i])\n",
    "        k=k+1\n",
    "        \n",
    "if(f!=0):\n",
    "    print(f\"Average Maiden Overs against the opposition= {int(md/k)},\\nAverage Economy= {int(ec/k)} \")\n",
    "else:\n",
    "    print(f\"No Opposition named '{o}' found.\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "44d36466-13d6-4bac-8528-715d7fec08df",
   "metadata": {},
   "outputs": [
    {
     "name": "stdin",
     "output_type": "stream",
     "text": [
      "Enter name of Ground:  lokoklo\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "No Ground named 'lokoklo' found.\n"
     ]
    }
   ],
   "source": [
    "# Number of 4s and 6s filtered via ground\n",
    "gnd=input(str(\"Enter name of Ground: \"))\n",
    "\n",
    "md=0\n",
    "ec=0\n",
    "k=0\n",
    "f=0\n",
    "\n",
    "for i in range(0, len(df)):\n",
    "    if(df[\"Ground\"][i]==gnd):\n",
    "        f=1\n",
    "        md+=int(df[\"Mdns\"][i])\n",
    "        ec+=int(df[\"Econ\"][i])\n",
    "        k=k+1\n",
    "\n",
    "if(f!=0):\n",
    "    print(f\"Average Maiden Overs at the ground= {int(md/k)},\\nAverage Economy= {int(ec/k)} \")\n",
    "else:\n",
    "    print(f\"No Ground named '{gnd}' found.\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "9f823c82",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Average Maiden Overs at the ground= 1,\n",
      "Average Economy= 3 \n",
      "Total Balls Bowled= 5195,\n",
      "Average Runs = 56 \n",
      "Total Wickets taken = 101,\n",
      "Total Matches played= 59 \n"
     ]
    }
   ],
   "source": [
    "md=0\n",
    "bb=0\n",
    "ec=0\n",
    "ru=0\n",
    "wt=0\n",
    "for i in range(0, len(df)):\n",
    "    md+=int(df[\"Mdns\"][i])\n",
    "    ec+=int(df[\"Econ\"][i])\n",
    "    bb+=int(df[\"Bowls_Bowled\"][i])\n",
    "    ru+=int(df[\"Runs\"][i])\n",
    "    wt+=int(df[\"Wkts\"][i])\n",
    "    \n",
    "\n",
    "print(f\"Average Maiden Overs at the ground= {int(md/len(df))},\\nAverage Economy= {int(ec/len(df))} \")\n",
    "print(f\"Total Balls Bowled= {int(bb)},\\nAverage Runs = {int(ru/len(df))} \")\n",
    "print(f\"Total Wickets taken = {int(wt)},\\nTotal Matches played= {int(len(df))} \")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "4235542c",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "c34ae9ab",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "625c6bc3",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "9d7549fd",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "4afa747d",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "c17a30a4-5447-484a-8378-b3e7cf890019",
   "metadata": {},
   "source": [
    "## Expected type of match column\n",
    "- Trying to guess from the bowls bowled: which match was it"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "9b3b168c-0709-4a25-ad0d-2f24b97b7dae",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Naman\\AppData\\Local\\Temp/ipykernel_12792/998595182.py:5: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  df[\"ExType_match\"][i]=\"Test\"\n",
      "C:\\Users\\Naman\\AppData\\Local\\Temp/ipykernel_12792/998595182.py:11: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  df[\"ExType_match\"][i]=\"ODI\"\n"
     ]
    }
   ],
   "source": [
    "df[\"ExType_match\"]=\"-\"\n",
    "for i in range(0,len(df)):\n",
    "    if(df[\"Inns\"][i]>2 or df[\"Overs\"][i]>10):\n",
    "        #TEST\n",
    "        df[\"ExType_match\"][i]=\"Test\"\n",
    "    elif(df[\"Overs\"][i]<=4):\n",
    "        #T20\n",
    "        df[\"ExType_match\"][i]=\"T20\"\n",
    "    elif(df[\"Overs\"][i]>4 and df[\"Overs\"][i]<=10):\n",
    "        #ODI\n",
    "        df[\"ExType_match\"][i]=\"ODI\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "e20435bb-147b-41e1-9910-14171d146200",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0     Test\n",
       "1     Test\n",
       "2     Test\n",
       "3     Test\n",
       "4     Test\n",
       "5     Test\n",
       "6      ODI\n",
       "7     Test\n",
       "8     Test\n",
       "9     Test\n",
       "10    Test\n",
       "11    Test\n",
       "12    Test\n",
       "13     ODI\n",
       "14    Test\n",
       "15     ODI\n",
       "16    Test\n",
       "17     ODI\n",
       "18    Test\n",
       "19    Test\n",
       "20    Test\n",
       "21    Test\n",
       "22    Test\n",
       "23    Test\n",
       "24    Test\n",
       "25    Test\n",
       "26    Test\n",
       "27     ODI\n",
       "28    Test\n",
       "29    Test\n",
       "30    Test\n",
       "31    Test\n",
       "32    Test\n",
       "33     ODI\n",
       "34    Test\n",
       "35    Test\n",
       "36    Test\n",
       "37    Test\n",
       "38    Test\n",
       "39    Test\n",
       "40    Test\n",
       "41     ODI\n",
       "42    Test\n",
       "43     ODI\n",
       "44    Test\n",
       "45     ODI\n",
       "46    Test\n",
       "47    Test\n",
       "48    Test\n",
       "49    Test\n",
       "50    Test\n",
       "51    Test\n",
       "52    Test\n",
       "53     ODI\n",
       "54    Test\n",
       "55    Test\n",
       "56    Test\n",
       "57    Test\n",
       "58    Test\n",
       "Name: ExType_match, dtype: object"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[\"ExType_match\"]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "24d37f5d-e39a-4c7e-8d59-d861e9d1ea9a",
   "metadata": {},
   "source": [
    "## Preparing the list of players we have data for."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "aa4887db-06f5-46cf-a560-661c645e8b38",
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "names=os.listdir(\"data\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "97794a89-7923-4524-885d-9facffc0bc99",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['ashwin.csv',\n",
       " 'ashwin1.csv',\n",
       " 'badree.csv',\n",
       " 'devilliers.csv',\n",
       " 'ganguly.csv',\n",
       " 'gayle.csv',\n",
       " 'kohli.csv',\n",
       " 'kohli1.csv',\n",
       " 'kumble.csv',\n",
       " 'kumble1.csv',\n",
       " 'kumblesp.csv',\n",
       " 'malinga.csv',\n",
       " 'malinga1.csv',\n",
       " 'maxwell.csv',\n",
       " 'mendis.csv',\n",
       " 'mitchell.csv',\n",
       " 'murali.csv',\n",
       " 'narine.csv',\n",
       " 'sehwag.csv',\n",
       " 'sehwag1.csv',\n",
       " 'sehwag2.csv',\n",
       " 'southee.csv',\n",
       " 'steyn.csv',\n",
       " 'tendulkar.csv',\n",
       " 'tendulkar1.csv',\n",
       " 'tendulkar2.csv',\n",
       " 'tendulkarsp.csv',\n",
       " 'warne.csv']"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "names"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "421d827b-b222-4dd7-a5dc-c4d61ec34d13",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'ashwin',\n",
       " 'ashwin1',\n",
       " 'badree',\n",
       " 'devilliers',\n",
       " 'ganguly',\n",
       " 'gayle',\n",
       " 'kohli',\n",
       " 'kohli1',\n",
       " 'kumble',\n",
       " 'kumble1',\n",
       " 'kumblesp',\n",
       " 'malinga',\n",
       " 'malinga1',\n",
       " 'maxwell',\n",
       " 'mendis',\n",
       " 'mitchell',\n",
       " 'murali',\n",
       " 'narine',\n",
       " 'sehwag',\n",
       " 'sehwag1',\n",
       " 'sehwag2',\n",
       " 'southee',\n",
       " 'steyn',\n",
       " 'tendulkar',\n",
       " 'tendulkar1',\n",
       " 'tendulkar2',\n",
       " 'tendulkarsp',\n",
       " 'warne'}"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "name = {x.replace('.csv', '') for x in names}\n",
    "name"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "id": "fb2c3b64-5c72-4a16-b7a4-4db8844e0d5b",
   "metadata": {},
   "outputs": [],
   "source": [
    "batsman={'devilliers',\n",
    " 'ganguly',\n",
    " 'gayle',\n",
    " 'kohli',\n",
    " 'kohli1',\n",
    " 'maxwell', \n",
    " 'sehwag',\n",
    " 'sehwag1',\n",
    " 'sehwag2',\n",
    " 'tendulkar',\n",
    " 'tendulkar1',\n",
    " 'tendulkar2',\n",
    " 'tendulkarsp'}\n",
    "\n",
    "bowlers={'ashwin',\n",
    " 'ashwin1',\n",
    " 'badree',\n",
    " 'kumble',\n",
    "         'mitchell',\n",
    " 'kumble1',\n",
    " 'kumblesp',\n",
    " 'malinga',\n",
    " 'malinga1','mendis','murali',\n",
    " 'narine','southee',\n",
    " 'steyn','warne'}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "91d0e897-86f5-42fd-b965-f505161c7528",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "28"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(name)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "01b1ae13-9c25-487a-990a-2c42a4aad6d7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "28"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(batsman)+len(bowlers)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "ff54261a-51c6-457b-bd3d-957c9491a997",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "set()"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# To check if I not repeated any values\n",
    "set(batsman).intersection(bowlers)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "290816a8-1867-4696-b3cc-ac9b5987aa63",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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