ProjectIPL.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(150460, 21)\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>match_id</th>\n",
       "      <th>inning</th>\n",
       "      <th>batting_team</th>\n",
       "      <th>bowling_team</th>\n",
       "      <th>over</th>\n",
       "      <th>ball</th>\n",
       "      <th>batsman</th>\n",
       "      <th>non_striker</th>\n",
       "      <th>bowler</th>\n",
       "      <th>is_super_over</th>\n",
       "      <th>...</th>\n",
       "      <th>bye_runs</th>\n",
       "      <th>legbye_runs</th>\n",
       "      <th>noball_runs</th>\n",
       "      <th>penalty_runs</th>\n",
       "      <th>batsman_runs</th>\n",
       "      <th>extra_runs</th>\n",
       "      <th>total_runs</th>\n",
       "      <th>player_dismissed</th>\n",
       "      <th>dismissal_kind</th>\n",
       "      <th>fielder</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Sunrisers Hyderabad</td>\n",
       "      <td>Royal Challengers Bangalore</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>DA Warner</td>\n",
       "      <td>S Dhawan</td>\n",
       "      <td>TS Mills</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Sunrisers Hyderabad</td>\n",
       "      <td>Royal Challengers Bangalore</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>DA Warner</td>\n",
       "      <td>S Dhawan</td>\n",
       "      <td>TS Mills</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Sunrisers Hyderabad</td>\n",
       "      <td>Royal Challengers Bangalore</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>DA Warner</td>\n",
       "      <td>S Dhawan</td>\n",
       "      <td>TS Mills</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Sunrisers Hyderabad</td>\n",
       "      <td>Royal Challengers Bangalore</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>DA Warner</td>\n",
       "      <td>S Dhawan</td>\n",
       "      <td>TS Mills</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Sunrisers Hyderabad</td>\n",
       "      <td>Royal Challengers Bangalore</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>DA Warner</td>\n",
       "      <td>S Dhawan</td>\n",
       "      <td>TS Mills</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 21 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   match_id  inning         batting_team                 bowling_team  over  \\\n",
       "0         1       1  Sunrisers Hyderabad  Royal Challengers Bangalore     1   \n",
       "1         1       1  Sunrisers Hyderabad  Royal Challengers Bangalore     1   \n",
       "2         1       1  Sunrisers Hyderabad  Royal Challengers Bangalore     1   \n",
       "3         1       1  Sunrisers Hyderabad  Royal Challengers Bangalore     1   \n",
       "4         1       1  Sunrisers Hyderabad  Royal Challengers Bangalore     1   \n",
       "\n",
       "   ball    batsman non_striker    bowler  is_super_over  ...  bye_runs  \\\n",
       "0     1  DA Warner    S Dhawan  TS Mills              0  ...         0   \n",
       "1     2  DA Warner    S Dhawan  TS Mills              0  ...         0   \n",
       "2     3  DA Warner    S Dhawan  TS Mills              0  ...         0   \n",
       "3     4  DA Warner    S Dhawan  TS Mills              0  ...         0   \n",
       "4     5  DA Warner    S Dhawan  TS Mills              0  ...         0   \n",
       "\n",
       "   legbye_runs  noball_runs  penalty_runs  batsman_runs  extra_runs  \\\n",
       "0            0            0             0             0           0   \n",
       "1            0            0             0             0           0   \n",
       "2            0            0             0             4           0   \n",
       "3            0            0             0             0           0   \n",
       "4            0            0             0             0           2   \n",
       "\n",
       "   total_runs  player_dismissed dismissal_kind fielder  \n",
       "0           0               NaN            NaN     NaN  \n",
       "1           0               NaN            NaN     NaN  \n",
       "2           4               NaN            NaN     NaN  \n",
       "3           0               NaN            NaN     NaN  \n",
       "4           2               NaN            NaN     NaN  \n",
       "\n",
       "[5 rows x 21 columns]"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ddf = pd.read_csv(\"deliveries.csv\")\n",
    "print(ddf.shape)\n",
    "ddf.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [],
   "source": [
    "mat = pd.read_csv(\"matches.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "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>matrix.nrow...35.</th>\n",
       "      <th>team</th>\n",
       "      <th>team.1</th>\n",
       "      <th>team.2</th>\n",
       "      <th>team.3</th>\n",
       "      <th>team.4</th>\n",
       "      <th>team.5</th>\n",
       "      <th>team.6</th>\n",
       "      <th>team.7</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>AT Rayudu</td>\n",
       "      <td>A Mishra</td>\n",
       "      <td>AD Nath</td>\n",
       "      <td>AD Russell</td>\n",
       "      <td>A Dananjaya</td>\n",
       "      <td>AM Rahane</td>\n",
       "      <td>AB de Villiers</td>\n",
       "      <td>A Hales</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>D Shorey</td>\n",
       "      <td>A Mishra</td>\n",
       "      <td>AJ Finch</td>\n",
       "      <td>AD Russell</td>\n",
       "      <td>A Dananjaya</td>\n",
       "      <td>Ankit Sharma</td>\n",
       "      <td>BB McCullum</td>\n",
       "      <td>B Kumar</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>D Willey</td>\n",
       "      <td>Ankit Sharma</td>\n",
       "      <td>AJ Tye</td>\n",
       "      <td>CA Lynn</td>\n",
       "      <td>AS Yadav</td>\n",
       "      <td>Anureet Singh</td>\n",
       "      <td>C de Grandhomme</td>\n",
       "      <td>B Kumar</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>DJ Bravo</td>\n",
       "      <td>Avesh Khan</td>\n",
       "      <td>AJ Tye</td>\n",
       "      <td>J Searles</td>\n",
       "      <td>BCJ Cutting</td>\n",
       "      <td>Anureet Singh</td>\n",
       "      <td>C de Grandhomme</td>\n",
       "      <td>B Stanlake</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>DJ Bravo</td>\n",
       "      <td>C Munro</td>\n",
       "      <td>AR Patel</td>\n",
       "      <td>J Searles</td>\n",
       "      <td>BCJ Cutting</td>\n",
       "      <td>B Laughlin</td>\n",
       "      <td>CJ Anderson</td>\n",
       "      <td>B Stanlake</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Unnamed: 0  matrix.nrow...35.       team        team.1    team.2  \\\n",
       "0           1                NaN  AT Rayudu      A Mishra   AD Nath   \n",
       "1           2                NaN   D Shorey      A Mishra  AJ Finch   \n",
       "2           3                NaN   D Willey  Ankit Sharma    AJ Tye   \n",
       "3           4                NaN   DJ Bravo    Avesh Khan    AJ Tye   \n",
       "4           5                NaN   DJ Bravo       C Munro  AR Patel   \n",
       "\n",
       "       team.3       team.4         team.5           team.6      team.7  \n",
       "0  AD Russell  A Dananjaya      AM Rahane   AB de Villiers     A Hales  \n",
       "1  AD Russell  A Dananjaya   Ankit Sharma      BB McCullum     B Kumar  \n",
       "2     CA Lynn     AS Yadav  Anureet Singh  C de Grandhomme     B Kumar  \n",
       "3   J Searles  BCJ Cutting  Anureet Singh  C de Grandhomme  B Stanlake  \n",
       "4   J Searles  BCJ Cutting     B Laughlin      CJ Anderson  B Stanlake  "
      ]
     },
     "execution_count": 93,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "squad = pd.read_csv(\"squad2018.csv\")\n",
    "squad.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "metadata": {},
   "outputs": [
    {
     "ename": "KeyError",
     "evalue": "\"['unnamed: 0'] not found in axis\"",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-95-cfd88149bd5a>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0msquad\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0msquad\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdrop\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcolumns\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0;34m'unnamed: 0'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'matrix.nrow...35.'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      2\u001b[0m \u001b[0msquad\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mhead\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/opt/anaconda3/lib/python3.8/site-packages/pandas/core/frame.py\u001b[0m in \u001b[0;36mdrop\u001b[0;34m(self, labels, axis, index, columns, level, inplace, errors)\u001b[0m\n\u001b[1;32m   4161\u001b[0m                 \u001b[0mweight\u001b[0m  \u001b[0;36m1.0\u001b[0m     \u001b[0;36m0.8\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   4162\u001b[0m         \"\"\"\n\u001b[0;32m-> 4163\u001b[0;31m         return super().drop(\n\u001b[0m\u001b[1;32m   4164\u001b[0m             \u001b[0mlabels\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mlabels\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   4165\u001b[0m             \u001b[0maxis\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0maxis\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/opt/anaconda3/lib/python3.8/site-packages/pandas/core/generic.py\u001b[0m in \u001b[0;36mdrop\u001b[0;34m(self, labels, axis, index, columns, level, inplace, errors)\u001b[0m\n\u001b[1;32m   3885\u001b[0m         \u001b[0;32mfor\u001b[0m \u001b[0maxis\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlabels\u001b[0m \u001b[0;32min\u001b[0m \u001b[0maxes\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mitems\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   3886\u001b[0m             \u001b[0;32mif\u001b[0m \u001b[0mlabels\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 3887\u001b[0;31m                 \u001b[0mobj\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mobj\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_drop_axis\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlabels\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlevel\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mlevel\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0merrors\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0merrors\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   3888\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   3889\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0minplace\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/opt/anaconda3/lib/python3.8/site-packages/pandas/core/generic.py\u001b[0m in \u001b[0;36m_drop_axis\u001b[0;34m(self, labels, axis, level, errors)\u001b[0m\n\u001b[1;32m   3919\u001b[0m                 \u001b[0mnew_axis\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0maxis\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdrop\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlabels\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlevel\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mlevel\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0merrors\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0merrors\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   3920\u001b[0m             \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 3921\u001b[0;31m                 \u001b[0mnew_axis\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0maxis\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdrop\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlabels\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0merrors\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0merrors\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   3922\u001b[0m             \u001b[0mresult\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mreindex\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m**\u001b[0m\u001b[0;34m{\u001b[0m\u001b[0maxis_name\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mnew_axis\u001b[0m\u001b[0;34m}\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   3923\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/opt/anaconda3/lib/python3.8/site-packages/pandas/core/indexes/base.py\u001b[0m in \u001b[0;36mdrop\u001b[0;34m(self, labels, errors)\u001b[0m\n\u001b[1;32m   5280\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mmask\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0many\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   5281\u001b[0m             \u001b[0;32mif\u001b[0m \u001b[0merrors\u001b[0m \u001b[0;34m!=\u001b[0m \u001b[0;34m\"ignore\"\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 5282\u001b[0;31m                 \u001b[0;32mraise\u001b[0m \u001b[0mKeyError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34mf\"{labels[mask]} not found in axis\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   5283\u001b[0m             \u001b[0mindexer\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mindexer\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m~\u001b[0m\u001b[0mmask\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   5284\u001b[0m         \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdelete\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mindexer\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mKeyError\u001b[0m: \"['unnamed: 0'] not found in axis\""
     ]
    }
   ],
   "source": [
    "squad = squad.drop(columns = ['unnamed: 0', 'matrix.nrow...35.'])\n",
    "squad.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [],
   "source": [
    "ids=[]\n",
    "for idx,row in mat.iterrows():\n",
    "    if row.season==2017:\n",
    "        ids.append(row.id)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "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>match_id</th>\n",
       "      <th>inning</th>\n",
       "      <th>batting_team</th>\n",
       "      <th>bowling_team</th>\n",
       "      <th>over</th>\n",
       "      <th>ball</th>\n",
       "      <th>batsman</th>\n",
       "      <th>non_striker</th>\n",
       "      <th>bowler</th>\n",
       "      <th>is_super_over</th>\n",
       "      <th>...</th>\n",
       "      <th>bye_runs</th>\n",
       "      <th>legbye_runs</th>\n",
       "      <th>noball_runs</th>\n",
       "      <th>penalty_runs</th>\n",
       "      <th>batsman_runs</th>\n",
       "      <th>extra_runs</th>\n",
       "      <th>total_runs</th>\n",
       "      <th>player_dismissed</th>\n",
       "      <th>dismissal_kind</th>\n",
       "      <th>fielder</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Sunrisers Hyderabad</td>\n",
       "      <td>Royal Challengers Bangalore</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>DA Warner</td>\n",
       "      <td>S Dhawan</td>\n",
       "      <td>TS Mills</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Sunrisers Hyderabad</td>\n",
       "      <td>Royal Challengers Bangalore</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>DA Warner</td>\n",
       "      <td>S Dhawan</td>\n",
       "      <td>TS Mills</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Sunrisers Hyderabad</td>\n",
       "      <td>Royal Challengers Bangalore</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>DA Warner</td>\n",
       "      <td>S Dhawan</td>\n",
       "      <td>TS Mills</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Sunrisers Hyderabad</td>\n",
       "      <td>Royal Challengers Bangalore</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>DA Warner</td>\n",
       "      <td>S Dhawan</td>\n",
       "      <td>TS Mills</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Sunrisers Hyderabad</td>\n",
       "      <td>Royal Challengers Bangalore</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>DA Warner</td>\n",
       "      <td>S Dhawan</td>\n",
       "      <td>TS Mills</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 21 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   match_id  inning         batting_team                 bowling_team  over  \\\n",
       "0         1       1  Sunrisers Hyderabad  Royal Challengers Bangalore     1   \n",
       "1         1       1  Sunrisers Hyderabad  Royal Challengers Bangalore     1   \n",
       "2         1       1  Sunrisers Hyderabad  Royal Challengers Bangalore     1   \n",
       "3         1       1  Sunrisers Hyderabad  Royal Challengers Bangalore     1   \n",
       "4         1       1  Sunrisers Hyderabad  Royal Challengers Bangalore     1   \n",
       "\n",
       "   ball    batsman non_striker    bowler  is_super_over  ...  bye_runs  \\\n",
       "0     1  DA Warner    S Dhawan  TS Mills              0  ...         0   \n",
       "1     2  DA Warner    S Dhawan  TS Mills              0  ...         0   \n",
       "2     3  DA Warner    S Dhawan  TS Mills              0  ...         0   \n",
       "3     4  DA Warner    S Dhawan  TS Mills              0  ...         0   \n",
       "4     5  DA Warner    S Dhawan  TS Mills              0  ...         0   \n",
       "\n",
       "   legbye_runs  noball_runs  penalty_runs  batsman_runs  extra_runs  \\\n",
       "0            0            0             0             0           0   \n",
       "1            0            0             0             0           0   \n",
       "2            0            0             0             4           0   \n",
       "3            0            0             0             0           0   \n",
       "4            0            0             0             0           2   \n",
       "\n",
       "   total_runs  player_dismissed dismissal_kind fielder  \n",
       "0           0               NaN            NaN     NaN  \n",
       "1           0               NaN            NaN     NaN  \n",
       "2           4               NaN            NaN     NaN  \n",
       "3           0               NaN            NaN     NaN  \n",
       "4           2               NaN            NaN     NaN  \n",
       "\n",
       "[5 rows x 21 columns]"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df2017 = ddf.loc[ddf['match_id'].isin(ids)]\n",
    "df2017.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['Sunrisers Hyderabad',\n",
       " 'Royal Challengers Bangalore',\n",
       " 'Mumbai Indians',\n",
       " 'Rising Pune Supergiant',\n",
       " 'Gujarat Lions',\n",
       " 'Kolkata Knight Riders',\n",
       " 'Kings XI Punjab',\n",
       " 'Delhi Daredevils']"
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "teams = list(df2017['batting_team'].unique())\n",
    "teams"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {},
   "outputs": [],
   "source": [
    "battingDict = {}\n",
    "bowlingDict = {}\n",
    "for team in teams:\n",
    "    batsman = []\n",
    "    bowler = []\n",
    "    for idx,row in df2017.iterrows():\n",
    "        if row.batting_team == team:\n",
    "            batsman.append(row.batsman)\n",
    "        if row.bowling_team == team:\n",
    "            bowler.append(row.bowler)\n",
    "    battingDict[team] = set(batsman)\n",
    "    bowlingDict[team] = set(bowler)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Sunrisers Hyderabad 15\n",
      "Royal Challengers Bangalore 18\n",
      "Mumbai Indians 17\n",
      "Rising Pune Supergiant 20\n",
      "Gujarat Lions 18\n",
      "Kolkata Knight Riders 19\n",
      "Kings XI Punjab 18\n",
      "Delhi Daredevils 18\n"
     ]
    }
   ],
   "source": [
    "for team in teams:\n",
    "    print(team,len(battingDict[team]))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Extracting batsman who played more than 10 matches"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "461"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# total batsmen\n",
    "len(ddf['batsman'].value_counts())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'V Kohli': 141,\n",
       " 'G Gambhir': 146,\n",
       " 'SK Raina': 157,\n",
       " 'RG Sharma': 153,\n",
       " 'S Dhawan': 126,\n",
       " 'RV Uthappa': 143,\n",
       " 'DA Warner': 114,\n",
       " 'MS Dhoni': 143,\n",
       " 'AM Rahane': 105,\n",
       " 'CH Gayle': 100,\n",
       " 'AB de Villiers': 118,\n",
       " 'KD Karthik': 134,\n",
       " 'JH Kallis': 95,\n",
       " 'BB McCullum': 103,\n",
       " 'M Vijay': 99,\n",
       " 'YK Pathan': 133,\n",
       " 'PA Patel': 116,\n",
       " 'Yuvraj Singh': 116,\n",
       " 'SR Tendulkar': 78,\n",
       " 'AT Rayudu': 105,\n",
       " 'SR Watson': 98,\n",
       " 'R Dravid': 82,\n",
       " 'SE Marsh': 69,\n",
       " 'MK Pandey': 95,\n",
       " 'V Sehwag': 104,\n",
       " 'DR Smith': 88,\n",
       " 'KA Pollard': 112,\n",
       " 'MEK Hussey': 58,\n",
       " 'JP Duminy': 73,\n",
       " 'AC Gilchrist': 80,\n",
       " 'DPMD Jayawardene': 78,\n",
       " 'RA Jadeja': 108,\n",
       " 'MK Tiwary': 79,\n",
       " 'KC Sangakkara': 68,\n",
       " 'NV Ojha': 93,\n",
       " 'SPD Smith': 62,\n",
       " 'SC Ganguly': 56,\n",
       " 'AJ Finch': 64,\n",
       " 'S Badrinath': 65,\n",
       " 'WP Saha': 78,\n",
       " 'SV Samson': 62,\n",
       " 'BJ Hodge': 63,\n",
       " 'DA Miller': 64,\n",
       " 'SS Tiwary': 64,\n",
       " 'DJ Hussey': 61,\n",
       " 'TM Dilshan': 50,\n",
       " 'F du Plessis': 46,\n",
       " 'DJ Bravo': 81,\n",
       " 'IK Pathan': 82,\n",
       " 'Mandeep Singh': 58,\n",
       " 'KK Nair': 50,\n",
       " 'LMP Simmons': 29,\n",
       " 'Y Venugopal Rao': 52,\n",
       " 'LRPL Taylor': 54,\n",
       " 'ML Hayden': 32,\n",
       " 'HH Gibbs': 36,\n",
       " 'A Symonds': 36,\n",
       " 'GJ Maxwell': 55,\n",
       " 'CL White': 45,\n",
       " 'MC Henriques': 50,\n",
       " 'KP Pietersen': 36,\n",
       " 'M Vohra': 41,\n",
       " 'MS Bisla': 39,\n",
       " 'EJG Morgan': 45,\n",
       " 'JA Morkel': 67,\n",
       " 'MA Agarwal': 48,\n",
       " 'GC Smith': 29,\n",
       " 'KM Jadhav': 57,\n",
       " 'SS Iyer': 32,\n",
       " 'STR Binny': 56,\n",
       " 'AD Mathews': 41,\n",
       " 'KL Rahul': 30,\n",
       " 'Harbhajan Singh': 82,\n",
       " 'AM Nayar': 50,\n",
       " 'TL Suman': 39,\n",
       " 'ST Jayasuriya': 30,\n",
       " 'Q de Kock': 26,\n",
       " 'GJ Bailey': 36,\n",
       " 'AR Patel': 42,\n",
       " 'M Manhas': 38,\n",
       " 'SA Yadav': 42,\n",
       " 'RS Bopara': 22,\n",
       " 'PP Chawla': 65,\n",
       " 'JD Ryder': 29,\n",
       " 'PC Valthaty': 23,\n",
       " 'HM Amla': 16,\n",
       " 'CJ Anderson': 26,\n",
       " 'JP Faulkner': 45,\n",
       " 'OA Shah': 22,\n",
       " 'CA Pujara': 22,\n",
       " 'Shakib Al Hasan': 32,\n",
       " 'A Mishra': 49,\n",
       " 'RR Pant': 24,\n",
       " 'JC Buttler': 24,\n",
       " 'AL Menaria': 23,\n",
       " 'J Botha': 28,\n",
       " 'LR Shukla': 33,\n",
       " 'N Rana': 15,\n",
       " 'SA Asnodkar': 19,\n",
       " 'DT Christian': 31,\n",
       " 'AD Russell': 25,\n",
       " 'NLTC Perera': 30,\n",
       " 'KS Williamson': 15,\n",
       " 'DB Ravi Teja': 25,\n",
       " 'P Kumar': 57,\n",
       " 'GH Vihari': 21,\n",
       " 'MV Boucher': 23,\n",
       " 'JR Hopes': 19,\n",
       " 'UBT Chand': 20,\n",
       " 'KH Pandya': 19,\n",
       " 'S Sohal': 20,\n",
       " 'Azhar Mahmood': 21,\n",
       " 'JEC Franklin': 16,\n",
       " 'HH Pandya': 33,\n",
       " 'R Bhatia': 47,\n",
       " 'KV Sharma': 34,\n",
       " 'R Vinay Kumar': 41,\n",
       " 'AP Tare': 27,\n",
       " 'P Negi': 29,\n",
       " 'Gurkeerat Singh': 24,\n",
       " 'DJ Hooda': 30,\n",
       " 'CH Morris': 28,\n",
       " 'RA Tripathi': 14,\n",
       " 'VVS Laxman': 20,\n",
       " 'Y Nagar': 20,\n",
       " 'DB Das': 22,\n",
       " 'CA Lynn': 12,\n",
       " 'SP Goswami': 16,\n",
       " 'M Kaif': 22,\n",
       " 'B Chipli': 21,\n",
       " 'Ishan Kishan': 15,\n",
       " 'DJG Sammy': 20,\n",
       " 'LA Pomersbach': 16,\n",
       " 'R Ashwin': 36,\n",
       " 'K Goel': 16,\n",
       " 'RN ten Doeschate': 21,\n",
       " 'R Sathish': 24,\n",
       " 'BA Stokes': 11,\n",
       " 'SK Warne': 27,\n",
       " 'AA Jhunjhunwala': 15,\n",
       " 'MD Mishra': 17,\n",
       " 'MR Marsh': 14,\n",
       " 'MJ Lumb': 12,\n",
       " 'A Ashish Reddy': 23,\n",
       " 'SP Narine': 30,\n",
       " 'SM Katich': 11,\n",
       " 'YV Takawale': 10,\n",
       " 'FY Fazal': 11,\n",
       " 'R McLaren': 13,\n",
       " 'MN Samuels': 14,\n",
       " 'SW Billings': 10,\n",
       " 'AS Raut': 16,\n",
       " 'Salman Butt': 7,\n",
       " 'SP Fleming': 10,\n",
       " 'PA Reddy': 10,\n",
       " 'DW Steyn': 32,\n",
       " 'B Kumar': 33,\n",
       " 'AB Agarkar': 18,\n",
       " 'PD Collingwood': 7,\n",
       " 'CM Gautam': 13,\n",
       " 'MG Johnson': 26,\n",
       " 'TM Head': 10,\n",
       " 'BJ Rohrer': 8,\n",
       " 'RE van der Merwe': 15,\n",
       " 'AC Voges': 7,\n",
       " 'N Saini': 10,\n",
       " 'MJ Guptill': 10,\n",
       " 'DH Yagnik': 17,\n",
       " 'P Dogra': 12,\n",
       " 'Z Khan': 27,\n",
       " 'MP Stoinis': 8,\n",
       " 'MN van Wyk': 5,\n",
       " 'R Dhawan': 16,\n",
       " 'MC Juneja': 7,\n",
       " 'SB Styris': 10,\n",
       " 'RT Ponting': 9,\n",
       " 'W Jaffer': 8,\n",
       " 'MF Maharoof': 14,\n",
       " 'Bipul Sharma': 17,\n",
       " 'Niraj Patel': 6,\n",
       " 'S Anirudha': 12,\n",
       " 'CJ Ferguson': 8,\n",
       " 'DL Vettori': 16,\n",
       " 'BB Samantray': 8,\n",
       " 'SM Pollock': 8,\n",
       " 'S Vidyut': 8,\n",
       " 'RJ Harris': 21,\n",
       " 'JDP Oram': 11,\n",
       " 'M Kartik': 14,\n",
       " 'Sachin Baby': 10,\n",
       " 'UT Khawaja': 6,\n",
       " 'RJ Quiney': 7,\n",
       " 'MM Sharma': 20,\n",
       " 'SN Khan': 11,\n",
       " 'DJ Harris': 4,\n",
       " 'AB McDonald': 9,\n",
       " 'SL Malinga': 20,\n",
       " 'B Lee': 19,\n",
       " 'DS Kulkarni': 16,\n",
       " 'DJ Jacobs': 7,\n",
       " 'IR Jaggi': 7,\n",
       " 'MA Starc': 11,\n",
       " 'PR Shah': 9,\n",
       " 'MJ Clarke': 6,\n",
       " 'UT Yadav': 23,\n",
       " 'D Wiese': 8,\n",
       " 'M Morkel': 20,\n",
       " 'C de Grandhomme': 9,\n",
       " 'SD Chitnis': 8,\n",
       " 'AC Blizzard': 7,\n",
       " 'AA Bilakhia': 7,\n",
       " 'Iqbal Abdulla': 13,\n",
       " 'Mohammad Hafeez': 8,\n",
       " 'Misbah-ul-Haq': 8,\n",
       " 'S Rana': 8,\n",
       " 'WD Parnell': 12,\n",
       " 'AD Mascarenhas': 11,\n",
       " 'M Klinger': 4,\n",
       " 'Kamran Akmal': 6,\n",
       " 'RR Sarwan': 4,\n",
       " 'RP Singh': 28,\n",
       " 'AP Majumdar': 4,\n",
       " 'R Sharma': 19,\n",
       " 'V Shankar': 4,\n",
       " 'MS Gony': 15,\n",
       " 'WA Mota': 8,\n",
       " 'A Chopra': 6,\n",
       " 'RE Levi': 6,\n",
       " 'WPUJC Vaas': 11,\n",
       " 'LA Carseldine': 5,\n",
       " 'S Nadeem': 16,\n",
       " 'M Rawat': 11,\n",
       " 'BCJ Cutting': 8,\n",
       " 'KK Cooper': 12,\n",
       " 'Anirudh Singh': 4,\n",
       " 'Ankit Sharma': 10,\n",
       " 'K Rabada': 3,\n",
       " 'Yashpal Singh': 4,\n",
       " 'RR Powar': 9,\n",
       " 'A Nehra': 17,\n",
       " 'LJ Wright': 5,\n",
       " 'SK Trivedi': 14,\n",
       " 'AG Paunikar': 5,\n",
       " 'S Aravind': 10,\n",
       " 'TR Birt': 5,\n",
       " 'I Sharma': 17,\n",
       " 'SB Bangar': 7,\n",
       " 'S Sreesanth': 12,\n",
       " 'A Flintoff': 3,\n",
       " 'B Akhil': 11,\n",
       " 'CR Brathwaite': 8,\n",
       " 'VR Aaron': 9,\n",
       " 'PJ Cummins': 9,\n",
       " 'DJ Thornely': 4,\n",
       " 'NM Coulter-Nile': 11,\n",
       " 'RV Gomez': 9,\n",
       " 'KB Arun Karthik': 8,\n",
       " 'R Rampaul': 7,\n",
       " 'RR Rossouw': 5,\n",
       " 'L Balaji': 13,\n",
       " 'AB Dinda': 16,\n",
       " 'A Kumble': 15,\n",
       " 'Shoaib Malik': 5,\n",
       " 'CR Woakes': 7,\n",
       " 'Shahid Afridi': 9,\n",
       " 'Mohammed Shami': 13,\n",
       " 'JDS Neesham': 3,\n",
       " 'PP Ojha': 19,\n",
       " 'MJ McClenaghan': 12,\n",
       " 'Anureet Singh': 7,\n",
       " 'AB Barath': 3,\n",
       " 'JJ Roy': 3,\n",
       " 'MM Patel': 12,\n",
       " 'AS Yadav': 6,\n",
       " 'KW Richardson': 4,\n",
       " 'PV Tambe': 6,\n",
       " 'S Sriram': 2,\n",
       " 'HV Patel': 12,\n",
       " 'B Sumanth': 4,\n",
       " 'L Ronchi': 5,\n",
       " 'TG Southee': 8,\n",
       " 'Sandeep Sharma': 11,\n",
       " 'BR Dunk': 3,\n",
       " 'PJ Sangwan': 12,\n",
       " 'NS Naik': 2,\n",
       " 'J Suchith': 5,\n",
       " 'MS Wade': 3,\n",
       " 'S Chanderpaul': 3,\n",
       " 'JO Holder': 5,\n",
       " 'RJ Peterson': 5,\n",
       " 'SP Jackson': 3,\n",
       " 'Sohail Tanvir': 5,\n",
       " 'Sunny Singh': 5,\n",
       " 'C Munro': 3,\n",
       " 'SB Jakati': 5,\n",
       " 'Joginder Sharma': 5,\n",
       " 'Basil Thampi': 5,\n",
       " 'M Muralitharan': 9,\n",
       " 'AJ Tye': 3,\n",
       " 'TD Paine': 2,\n",
       " 'S Narwal': 4,\n",
       " 'YS Chahal': 8,\n",
       " 'AD Nath': 4,\n",
       " 'VY Mahesh': 5,\n",
       " 'S Gopal': 3,\n",
       " 'J Syed Mohammad': 5,\n",
       " 'LPC Silva': 3,\n",
       " 'AN Ahmed': 6,\n",
       " 'JJ Bumrah': 6,\n",
       " 'BMAJ Mendis': 3,\n",
       " 'VH Zol': 2,\n",
       " 'DR Martyn': 1,\n",
       " 'AUK Pathan': 7,\n",
       " 'T Taibu': 3,\n",
       " 'Harpreet Singh': 3,\n",
       " 'SW Tait': 5,\n",
       " 'Vishnu Vinod': 3,\n",
       " 'A Mithun': 6,\n",
       " 'CA Ingram': 3,\n",
       " 'S Badree': 5,\n",
       " 'JM Kemp': 2,\n",
       " 'Imran Tahir': 6,\n",
       " 'R Tewatia': 3,\n",
       " 'J Arunkumar': 3,\n",
       " 'CK Kapugedera': 3,\n",
       " 'D Salunkhe': 3,\n",
       " 'R Shukla': 4,\n",
       " 'DE Bollinger': 4,\n",
       " 'AP Dole': 2,\n",
       " 'A Mukund': 2,\n",
       " 'NL McCullum': 2,\n",
       " 'MA Khote': 3,\n",
       " 'GB Hogg': 4,\n",
       " 'Kuldeep Yadav': 2,\n",
       " 'C Madan': 1,\n",
       " 'NJ Maddinson': 3,\n",
       " 'Parvez Rasool': 4,\n",
       " 'T Kohli': 3,\n",
       " 'Swapnil Singh': 3,\n",
       " 'A Choudhary': 3,\n",
       " 'T Thushara': 4,\n",
       " 'AC Thomas': 4,\n",
       " 'DS Lehmann': 2,\n",
       " 'M Ntini': 2,\n",
       " 'Umar Gul': 4,\n",
       " 'Y Gnaneswara Rao': 1,\n",
       " 'RR Raje': 5,\n",
       " 'KC Cariappa': 4,\n",
       " 'JJ van der Wath': 3,\n",
       " 'X Thalaivan Sargunam': 1,\n",
       " 'R Bishnoi': 3,\n",
       " 'Karanveer Singh': 4,\n",
       " 'SMSM Senanayake': 4,\n",
       " 'T Henderson': 2,\n",
       " 'GR Napier': 1,\n",
       " 'SB Joshi': 2,\n",
       " 'ER Dwivedi': 2,\n",
       " 'CJ McKay': 1,\n",
       " 'UA Birla': 1,\n",
       " 'AG Murtaza': 3,\n",
       " 'P Awana': 5,\n",
       " 'SM Harwood': 2,\n",
       " 'DP Nannes': 2,\n",
       " 'D du Preez': 1,\n",
       " 'MDKJ Perera': 2,\n",
       " 'JD Unadkat': 5,\n",
       " 'J Theron': 4,\n",
       " 'F Behardien': 3,\n",
       " 'AS Rajpoot': 2,\n",
       " 'S Kaul': 3,\n",
       " 'P Sahu': 2,\n",
       " 'ND Doshi': 1,\n",
       " 'DT Patil': 2,\n",
       " 'SA Abbott': 2,\n",
       " 'AR Bawne': 1,\n",
       " 'PSP Handscomb': 1,\n",
       " 'J Yadav': 2,\n",
       " 'AF Milne': 3,\n",
       " 'Harmeet Singh': 4,\n",
       " 'AA Noffke': 1,\n",
       " 'Mohammad Ashraful': 1,\n",
       " 'Washington Sundar': 5,\n",
       " 'Pankaj Singh': 5,\n",
       " 'TS Mills': 3,\n",
       " 'Jaskaran Singh': 4,\n",
       " 'AA Chavan': 3,\n",
       " 'BJ Haddin': 1,\n",
       " 'TM Srivastava': 3,\n",
       " 'A Singh': 5,\n",
       " 'S Ladda': 2,\n",
       " 'CK Langeveldt': 2,\n",
       " 'KAJ Roach': 1,\n",
       " 'DAJ Bracewell': 1,\n",
       " 'DNT Zoysa': 2,\n",
       " 'K Upadhyay': 2,\n",
       " 'Rashid Khan': 3,\n",
       " 'B Laughlin': 2,\n",
       " 'SN Thakur': 4,\n",
       " 'Ankit Soni': 3,\n",
       " 'TA Boult': 1,\n",
       " 'KJ Abbott': 3,\n",
       " 'D Kalyankrishna': 1,\n",
       " 'AN Ghosh': 2,\n",
       " 'Shoaib Akhtar': 1,\n",
       " 'RS Gavaskar': 1,\n",
       " 'A Zampa': 2,\n",
       " 'A Uniyal': 2,\n",
       " 'SS Shaikh': 1,\n",
       " 'A Chandila': 2,\n",
       " 'BA Bhatt': 2,\n",
       " 'VS Malik': 2,\n",
       " 'Younis Khan': 1,\n",
       " 'R Ninan': 1,\n",
       " 'BAW Mendis': 3,\n",
       " 'Shoaib Ahmed': 3,\n",
       " 'DL Chahar': 1,\n",
       " 'Mohammad Asif': 2,\n",
       " 'CJ Jordan': 2,\n",
       " 'FH Edwards': 2,\n",
       " 'DM Bravo': 1,\n",
       " 'SJ Srivastava': 4,\n",
       " 'Kamran Khan': 1,\n",
       " 'GD McGrath': 2,\n",
       " 'H Das': 1,\n",
       " 'I Malhotra': 1,\n",
       " 'BB Sran': 3,\n",
       " 'KP Appanna': 3,\n",
       " 'S Tyagi': 1,\n",
       " 'JE Taylor': 2,\n",
       " 'S Randiv': 1,\n",
       " 'SB Wagh': 2,\n",
       " 'KMDN Kulasekara': 1,\n",
       " 'DJ Muthuswami': 1,\n",
       " 'Mohammad Nabi': 1,\n",
       " 'CRD Fernando': 2,\n",
       " 'VRV Singh': 2,\n",
       " 'Shivam Sharma': 2,\n",
       " 'BE Hendricks': 2,\n",
       " 'P Parameswaran': 2,\n",
       " 'L Ablish': 1,\n",
       " 'RD Chahar': 1,\n",
       " 'RG More': 1,\n",
       " 'M de Lange': 1,\n",
       " 'RR Bhatkal': 1,\n",
       " 'VS Yeligati': 1,\n",
       " 'PM Sarvesh Kumar': 1,\n",
       " 'Abdur Razzak': 1,\n",
       " 'IC Pandey': 1,\n",
       " 'Mashrafe Mortaza': 1,\n",
       " 'RS Sodhi': 1,\n",
       " 'SE Bond': 1,\n",
       " 'LH Ferguson': 1,\n",
       " 'S Kaushik': 1,\n",
       " 'V Pratap Singh': 1,\n",
       " 'NJ Rimmington': 1,\n",
       " 'C Nanda': 1,\n",
       " 'M Ashwin': 1,\n",
       " 'YA Abdulla': 1,\n",
       " 'U Kaul': 1,\n",
       " 'Sunny Gupta': 1,\n",
       " 'DP Vijaykumar': 1}"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tempbatsmen = ddf['batsman'].value_counts().index\n",
    "fullMatches = {}\n",
    "for batter in tempbatsmen:\n",
    "    fullMatches[batter] = len(ddf['match_id'].loc[ddf['batsman'] == batter].unique())\n",
    "fullMatches"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# batsmen = []\n",
    "# for k,v in fullMatches.items():\n",
    "#     if v > 10:\n",
    "#         batsmen.append(k)\n",
    "# len(batsmen)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "461"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "batsmen = tempbatsmen\n",
    "len(batsmen)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "# ddf['batsman'].loc[ddf['batsman'].value_counts() > 50]\n",
    "# batsmen = ddf['batsman'].value_counts().loc[lambda x: x>20].index"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Hard Hitting Ability"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'V Kohli': 384,\n",
       " 'G Gambhir': 484,\n",
       " 'SK Raina': 402,\n",
       " 'RG Sharma': 354,\n",
       " 'S Dhawan': 401,\n",
       " 'RV Uthappa': 377,\n",
       " 'DA Warner': 401,\n",
       " 'MS Dhoni': 251,\n",
       " 'AM Rahane': 320,\n",
       " 'CH Gayle': 297,\n",
       " 'AB de Villiers': 287,\n",
       " 'KD Karthik': 286,\n",
       " 'JH Kallis': 255,\n",
       " 'BB McCullum': 277,\n",
       " 'M Vijay': 237,\n",
       " 'YK Pathan': 240,\n",
       " 'PA Patel': 297,\n",
       " 'Yuvraj Singh': 205,\n",
       " 'SR Tendulkar': 296,\n",
       " 'AT Rayudu': 205,\n",
       " 'SR Watson': 258,\n",
       " 'R Dravid': 269,\n",
       " 'SE Marsh': 269,\n",
       " 'MK Pandey': 197,\n",
       " 'V Sehwag': 334,\n",
       " 'DR Smith': 245,\n",
       " 'KA Pollard': 158,\n",
       " 'MEK Hussey': 198,\n",
       " 'JP Duminy': 123,\n",
       " 'AC Gilchrist': 239,\n",
       " 'DPMD Jayawardene': 200,\n",
       " 'RA Jadeja': 125,\n",
       " 'MK Tiwary': 152,\n",
       " 'KC Sangakkara': 195,\n",
       " 'NV Ojha': 121,\n",
       " 'SPD Smith': 151,\n",
       " 'SC Ganguly': 137,\n",
       " 'AJ Finch': 170,\n",
       " 'S Badrinath': 154,\n",
       " 'WP Saha': 130,\n",
       " 'SV Samson': 112,\n",
       " 'BJ Hodge': 122,\n",
       " 'DA Miller': 104,\n",
       " 'SS Tiwary': 93,\n",
       " 'DJ Hussey': 90,\n",
       " 'TM Dilshan': 140,\n",
       " 'F du Plessis': 110,\n",
       " 'DJ Bravo': 102,\n",
       " 'IK Pathan': 88,\n",
       " 'Mandeep Singh': 134,\n",
       " 'KK Nair': 135,\n",
       " 'LMP Simmons': 109,\n",
       " 'Y Venugopal Rao': 77,\n",
       " 'LRPL Taylor': 66,\n",
       " 'ML Hayden': 121,\n",
       " 'HH Gibbs': 83,\n",
       " 'A Symonds': 74,\n",
       " 'GJ Maxwell': 96,\n",
       " 'CL White': 76,\n",
       " 'MC Henriques': 87,\n",
       " 'KP Pietersen': 91,\n",
       " 'M Vohra': 95,\n",
       " 'MS Bisla': 93,\n",
       " 'EJG Morgan': 72,\n",
       " 'JA Morkel': 61,\n",
       " 'MA Agarwal': 82,\n",
       " 'GC Smith': 94,\n",
       " 'KM Jadhav': 72,\n",
       " 'SS Iyer': 79,\n",
       " 'STR Binny': 59,\n",
       " 'AD Mathews': 44,\n",
       " 'KL Rahul': 61,\n",
       " 'Harbhajan Singh': 76,\n",
       " 'AM Nayar': 55,\n",
       " 'TL Suman': 55,\n",
       " 'ST Jayasuriya': 84,\n",
       " 'Q de Kock': 90,\n",
       " 'GJ Bailey': 59,\n",
       " 'AR Patel': 34,\n",
       " 'M Manhas': 43,\n",
       " 'SA Yadav': 54,\n",
       " 'RS Bopara': 39,\n",
       " 'PP Chawla': 49,\n",
       " 'JD Ryder': 69,\n",
       " 'PC Valthaty': 61,\n",
       " 'HM Amla': 60,\n",
       " 'CJ Anderson': 40,\n",
       " 'JP Faulkner': 36,\n",
       " 'OA Shah': 34,\n",
       " 'CA Pujara': 50,\n",
       " 'Shakib Al Hasan': 44,\n",
       " 'A Mishra': 27,\n",
       " 'RR Pant': 47,\n",
       " 'JC Buttler': 50,\n",
       " 'AL Menaria': 24,\n",
       " 'J Botha': 39,\n",
       " 'LR Shukla': 33,\n",
       " 'N Rana': 31,\n",
       " 'SA Asnodkar': 56,\n",
       " 'DT Christian': 22,\n",
       " 'AD Russell': 48,\n",
       " 'NLTC Perera': 23,\n",
       " 'KS Williamson': 35,\n",
       " 'DB Ravi Teja': 35,\n",
       " 'P Kumar': 22,\n",
       " 'GH Vihari': 23,\n",
       " 'MV Boucher': 32,\n",
       " 'JR Hopes': 49,\n",
       " 'UBT Chand': 32,\n",
       " 'KH Pandya': 46,\n",
       " 'S Sohal': 34,\n",
       " 'Azhar Mahmood': 39,\n",
       " 'JEC Franklin': 25,\n",
       " 'HH Pandya': 24,\n",
       " 'R Bhatia': 24,\n",
       " 'KV Sharma': 18,\n",
       " 'R Vinay Kumar': 20,\n",
       " 'AP Tare': 40,\n",
       " 'P Negi': 26,\n",
       " 'Gurkeerat Singh': 36,\n",
       " 'DJ Hooda': 20,\n",
       " 'CH Morris': 33,\n",
       " 'RA Tripathi': 43,\n",
       " 'VVS Laxman': 33,\n",
       " 'Y Nagar': 20,\n",
       " 'DB Das': 23,\n",
       " 'CA Lynn': 31,\n",
       " 'SP Goswami': 26,\n",
       " 'M Kaif': 22,\n",
       " 'B Chipli': 28,\n",
       " 'Ishan Kishan': 34,\n",
       " 'DJG Sammy': 15,\n",
       " 'LA Pomersbach': 25,\n",
       " 'R Ashwin': 22,\n",
       " 'K Goel': 17,\n",
       " 'RN ten Doeschate': 26,\n",
       " 'R Sathish': 22,\n",
       " 'BA Stokes': 22,\n",
       " 'SK Warne': 14,\n",
       " 'AA Jhunjhunwala': 19,\n",
       " 'MD Mishra': 24,\n",
       " 'MR Marsh': 9,\n",
       " 'MJ Lumb': 45,\n",
       " 'A Ashish Reddy': 16,\n",
       " 'SP Narine': 36,\n",
       " 'SM Katich': 26,\n",
       " 'YV Takawale': 26,\n",
       " 'FY Fazal': 22,\n",
       " 'R McLaren': 14,\n",
       " 'MN Samuels': 9,\n",
       " 'SW Billings': 23,\n",
       " 'AS Raut': 13,\n",
       " 'Salman Butt': 30,\n",
       " 'SP Fleming': 27,\n",
       " 'PA Reddy': 15,\n",
       " 'DW Steyn': 14,\n",
       " 'B Kumar': 15,\n",
       " 'AB Agarkar': 13,\n",
       " 'PD Collingwood': 9,\n",
       " 'CM Gautam': 17,\n",
       " 'MG Johnson': 8,\n",
       " 'TM Head': 12,\n",
       " 'BJ Rohrer': 21,\n",
       " 'RE van der Merwe': 11,\n",
       " 'AC Voges': 15,\n",
       " 'N Saini': 16,\n",
       " 'MJ Guptill': 20,\n",
       " 'DH Yagnik': 23,\n",
       " 'P Dogra': 4,\n",
       " 'Z Khan': 11,\n",
       " 'MP Stoinis': 14,\n",
       " 'MN van Wyk': 19,\n",
       " 'R Dhawan': 13,\n",
       " 'MC Juneja': 11,\n",
       " 'SB Styris': 10,\n",
       " 'RT Ponting': 5,\n",
       " 'W Jaffer': 14,\n",
       " 'MF Maharoof': 12,\n",
       " 'Bipul Sharma': 11,\n",
       " 'Niraj Patel': 14,\n",
       " 'S Anirudha': 9,\n",
       " 'CJ Ferguson': 9,\n",
       " 'DL Vettori': 11,\n",
       " 'BB Samantray': 13,\n",
       " 'SM Pollock': 12,\n",
       " 'S Vidyut': 21,\n",
       " 'RJ Harris': 6,\n",
       " 'JDP Oram': 6,\n",
       " 'M Kartik': 7,\n",
       " 'Sachin Baby': 11,\n",
       " 'UT Khawaja': 14,\n",
       " 'RJ Quiney': 12,\n",
       " 'MM Sharma': 8,\n",
       " 'SN Khan': 19,\n",
       " 'DJ Harris': 11,\n",
       " 'AB McDonald': 9,\n",
       " 'SL Malinga': 6,\n",
       " 'B Lee': 8,\n",
       " 'DS Kulkarni': 6,\n",
       " 'DJ Jacobs': 10,\n",
       " 'IR Jaggi': 6,\n",
       " 'MA Starc': 10,\n",
       " 'PR Shah': 9,\n",
       " 'MJ Clarke': 12,\n",
       " 'UT Yadav': 8,\n",
       " 'D Wiese': 12,\n",
       " 'M Morkel': 11,\n",
       " 'C de Grandhomme': 10,\n",
       " 'SD Chitnis': 10,\n",
       " 'AC Blizzard': 21,\n",
       " 'AA Bilakhia': 5,\n",
       " 'Iqbal Abdulla': 9,\n",
       " 'Mohammad Hafeez': 7,\n",
       " 'Misbah-ul-Haq': 10,\n",
       " 'S Rana': 9,\n",
       " 'WD Parnell': 4,\n",
       " 'AD Mascarenhas': 5,\n",
       " 'M Klinger': 9,\n",
       " 'Kamran Akmal': 13,\n",
       " 'RR Sarwan': 6,\n",
       " 'RP Singh': 2,\n",
       " 'AP Majumdar': 7,\n",
       " 'R Sharma': 5,\n",
       " 'V Shankar': 12,\n",
       " 'MS Gony': 6,\n",
       " 'WA Mota': 2,\n",
       " 'A Chopra': 7,\n",
       " 'RE Levi': 10,\n",
       " 'WPUJC Vaas': 2,\n",
       " 'LA Carseldine': 11,\n",
       " 'S Nadeem': 1,\n",
       " 'M Rawat': 4,\n",
       " 'BCJ Cutting': 9,\n",
       " 'KK Cooper': 9,\n",
       " 'Anirudh Singh': 6,\n",
       " 'Ankit Sharma': 7,\n",
       " 'K Rabada': 5,\n",
       " 'Yashpal Singh': 5,\n",
       " 'RR Powar': 6,\n",
       " 'A Nehra': 3,\n",
       " 'LJ Wright': 16,\n",
       " 'SK Trivedi': 3,\n",
       " 'AG Paunikar': 9,\n",
       " 'S Aravind': 7,\n",
       " 'TR Birt': 9,\n",
       " 'I Sharma': 3,\n",
       " 'SB Bangar': 1,\n",
       " 'S Sreesanth': 6,\n",
       " 'A Flintoff': 5,\n",
       " 'B Akhil': 5,\n",
       " 'CR Brathwaite': 8,\n",
       " 'VR Aaron': 2,\n",
       " 'PJ Cummins': 5,\n",
       " 'DJ Thornely': 2,\n",
       " 'NM Coulter-Nile': 3,\n",
       " 'RV Gomez': 5,\n",
       " 'KB Arun Karthik': 4,\n",
       " 'R Rampaul': 3,\n",
       " 'RR Rossouw': 3,\n",
       " 'L Balaji': 2,\n",
       " 'AB Dinda': 2,\n",
       " 'A Kumble': 3,\n",
       " 'Shoaib Malik': 5,\n",
       " 'CR Woakes': 4,\n",
       " 'Shahid Afridi': 7,\n",
       " 'Mohammed Shami': 4,\n",
       " 'JDS Neesham': 3,\n",
       " 'PP Ojha': 0,\n",
       " 'MJ McClenaghan': 2,\n",
       " 'Anureet Singh': 2,\n",
       " 'AB Barath': 5,\n",
       " 'JJ Roy': 9,\n",
       " 'MM Patel': 5,\n",
       " 'AS Yadav': 5,\n",
       " 'KW Richardson': 2,\n",
       " 'PV Tambe': 1,\n",
       " 'S Sriram': 3,\n",
       " 'HV Patel': 2,\n",
       " 'B Sumanth': 3,\n",
       " 'L Ronchi': 6,\n",
       " 'TG Southee': 3,\n",
       " 'Sandeep Sharma': 1,\n",
       " 'BR Dunk': 7,\n",
       " 'PJ Sangwan': 1,\n",
       " 'NS Naik': 1,\n",
       " 'J Suchith': 4,\n",
       " 'MS Wade': 0,\n",
       " 'S Chanderpaul': 4,\n",
       " 'JO Holder': 4,\n",
       " 'RJ Peterson': 3,\n",
       " 'SP Jackson': 5,\n",
       " 'Sohail Tanvir': 3,\n",
       " 'Sunny Singh': 6,\n",
       " 'C Munro': 3,\n",
       " 'SB Jakati': 3,\n",
       " 'Joginder Sharma': 1,\n",
       " 'Basil Thampi': 1,\n",
       " 'M Muralitharan': 1,\n",
       " 'AJ Tye': 4,\n",
       " 'TD Paine': 0,\n",
       " 'S Narwal': 6,\n",
       " 'YS Chahal': 0,\n",
       " 'AD Nath': 1,\n",
       " 'VY Mahesh': 0,\n",
       " 'S Gopal': 1,\n",
       " 'J Syed Mohammad': 4,\n",
       " 'LPC Silva': 5,\n",
       " 'AN Ahmed': 4,\n",
       " 'JJ Bumrah': 1,\n",
       " 'BMAJ Mendis': 0,\n",
       " 'VH Zol': 3,\n",
       " 'DR Martyn': 1,\n",
       " 'AUK Pathan': 5,\n",
       " 'T Taibu': 3,\n",
       " 'Harpreet Singh': 0,\n",
       " 'SW Tait': 1,\n",
       " 'Vishnu Vinod': 1,\n",
       " 'A Mithun': 4,\n",
       " 'CA Ingram': 2,\n",
       " 'S Badree': 0,\n",
       " 'JM Kemp': 1,\n",
       " 'Imran Tahir': 3,\n",
       " 'R Tewatia': 4,\n",
       " 'J Arunkumar': 5,\n",
       " 'CK Kapugedera': 0,\n",
       " 'D Salunkhe': 5,\n",
       " 'R Shukla': 2,\n",
       " 'DE Bollinger': 1,\n",
       " 'AP Dole': 3,\n",
       " 'A Mukund': 1,\n",
       " 'NL McCullum': 0,\n",
       " 'MA Khote': 2,\n",
       " 'GB Hogg': 1,\n",
       " 'Kuldeep Yadav': 2,\n",
       " 'C Madan': 3,\n",
       " 'NJ Maddinson': 4,\n",
       " 'Parvez Rasool': 1,\n",
       " 'T Kohli': 0,\n",
       " 'Swapnil Singh': 0,\n",
       " 'A Choudhary': 1,\n",
       " 'T Thushara': 0,\n",
       " 'AC Thomas': 1,\n",
       " 'DS Lehmann': 3,\n",
       " 'M Ntini': 2,\n",
       " 'Umar Gul': 1,\n",
       " 'Y Gnaneswara Rao': 3,\n",
       " 'RR Raje': 1,\n",
       " 'KC Cariappa': 0,\n",
       " 'JJ van der Wath': 1,\n",
       " 'X Thalaivan Sargunam': 0,\n",
       " 'R Bishnoi': 1,\n",
       " 'Karanveer Singh': 1,\n",
       " 'SMSM Senanayake': 0,\n",
       " 'T Henderson': 0,\n",
       " 'GR Napier': 1,\n",
       " 'SB Joshi': 0,\n",
       " 'ER Dwivedi': 2,\n",
       " 'CJ McKay': 0,\n",
       " 'UA Birla': 1,\n",
       " 'AG Murtaza': 1,\n",
       " 'P Awana': 0,\n",
       " 'SM Harwood': 0,\n",
       " 'DP Nannes': 0,\n",
       " 'D du Preez': 0,\n",
       " 'MDKJ Perera': 3,\n",
       " 'JD Unadkat': 0,\n",
       " 'J Theron': 1,\n",
       " 'F Behardien': 2,\n",
       " 'AS Rajpoot': 1,\n",
       " 'S Kaul': 0,\n",
       " 'P Sahu': 1,\n",
       " 'ND Doshi': 0,\n",
       " 'DT Patil': 1,\n",
       " 'SA Abbott': 1,\n",
       " 'AR Bawne': 1,\n",
       " 'PSP Handscomb': 0,\n",
       " 'J Yadav': 0,\n",
       " 'AF Milne': 0,\n",
       " 'Harmeet Singh': 3,\n",
       " 'AA Noffke': 1,\n",
       " 'Mohammad Ashraful': 0,\n",
       " 'Washington Sundar': 0,\n",
       " 'Pankaj Singh': 0,\n",
       " 'TS Mills': 0,\n",
       " 'Jaskaran Singh': 0,\n",
       " 'AA Chavan': 2,\n",
       " 'BJ Haddin': 2,\n",
       " 'TM Srivastava': 0,\n",
       " 'A Singh': 0,\n",
       " 'S Ladda': 0,\n",
       " 'CK Langeveldt': 0,\n",
       " 'KAJ Roach': 1,\n",
       " 'DAJ Bracewell': 1,\n",
       " 'DNT Zoysa': 1,\n",
       " 'K Upadhyay': 0,\n",
       " 'Rashid Khan': 0,\n",
       " 'B Laughlin': 0,\n",
       " 'SN Thakur': 1,\n",
       " 'Ankit Soni': 0,\n",
       " 'TA Boult': 0,\n",
       " 'KJ Abbott': 0,\n",
       " 'D Kalyankrishna': 0,\n",
       " 'AN Ghosh': 1,\n",
       " 'Shoaib Akhtar': 0,\n",
       " 'RS Gavaskar': 0,\n",
       " 'A Zampa': 1,\n",
       " 'A Uniyal': 0,\n",
       " 'SS Shaikh': 1,\n",
       " 'A Chandila': 0,\n",
       " 'BA Bhatt': 0,\n",
       " 'VS Malik': 1,\n",
       " 'Younis Khan': 0,\n",
       " 'R Ninan': 0,\n",
       " 'BAW Mendis': 0,\n",
       " 'Shoaib Ahmed': 0,\n",
       " 'DL Chahar': 0,\n",
       " 'Mohammad Asif': 0,\n",
       " 'CJ Jordan': 0,\n",
       " 'FH Edwards': 0,\n",
       " 'DM Bravo': 1,\n",
       " 'SJ Srivastava': 0,\n",
       " 'Kamran Khan': 0,\n",
       " 'GD McGrath': 1,\n",
       " 'H Das': 0,\n",
       " 'I Malhotra': 1,\n",
       " 'BB Sran': 0,\n",
       " 'KP Appanna': 0,\n",
       " 'S Tyagi': 0,\n",
       " 'JE Taylor': 0,\n",
       " 'S Randiv': 0,\n",
       " 'SB Wagh': 0,\n",
       " 'KMDN Kulasekara': 1,\n",
       " 'DJ Muthuswami': 0,\n",
       " 'Mohammad Nabi': 0,\n",
       " 'CRD Fernando': 0,\n",
       " 'VRV Singh': 1,\n",
       " 'Shivam Sharma': 1,\n",
       " 'BE Hendricks': 0,\n",
       " 'P Parameswaran': 0,\n",
       " 'L Ablish': 0,\n",
       " 'RD Chahar': 0,\n",
       " 'RG More': 0,\n",
       " 'M de Lange': 0,\n",
       " 'RR Bhatkal': 0,\n",
       " 'VS Yeligati': 0,\n",
       " 'PM Sarvesh Kumar': 0,\n",
       " 'Abdur Razzak': 0,\n",
       " 'IC Pandey': 0,\n",
       " 'Mashrafe Mortaza': 0,\n",
       " 'RS Sodhi': 1,\n",
       " 'SE Bond': 0,\n",
       " 'LH Ferguson': 0,\n",
       " 'S Kaushik': 0,\n",
       " 'V Pratap Singh': 0,\n",
       " 'NJ Rimmington': 0,\n",
       " 'C Nanda': 0,\n",
       " 'M Ashwin': 0,\n",
       " 'YA Abdulla': 0,\n",
       " 'U Kaul': 0,\n",
       " 'Sunny Gupta': 0,\n",
       " 'DP Vijaykumar': 0}"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fours = {}\n",
    "for batter in batsmen:\n",
    "    fours[batter] = sum(ddf['batsman_runs'].loc[ddf['batsman'] == batter] == 4)\n",
    "fours"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'V Kohli': 160,\n",
       " 'G Gambhir': 58,\n",
       " 'SK Raina': 174,\n",
       " 'RG Sharma': 173,\n",
       " 'S Dhawan': 71,\n",
       " 'RV Uthappa': 125,\n",
       " 'DA Warner': 160,\n",
       " 'MS Dhoni': 156,\n",
       " 'AM Rahane': 60,\n",
       " 'CH Gayle': 266,\n",
       " 'AB de Villiers': 158,\n",
       " 'KD Karthik': 71,\n",
       " 'JH Kallis': 44,\n",
       " 'BB McCullum': 124,\n",
       " 'M Vijay': 89,\n",
       " 'YK Pathan': 149,\n",
       " 'PA Patel': 35,\n",
       " 'Yuvraj Singh': 141,\n",
       " 'SR Tendulkar': 29,\n",
       " 'AT Rayudu': 79,\n",
       " 'SR Watson': 122,\n",
       " 'R Dravid': 28,\n",
       " 'SE Marsh': 78,\n",
       " 'MK Pandey': 65,\n",
       " 'V Sehwag': 106,\n",
       " 'DR Smith': 117,\n",
       " 'KA Pollard': 148,\n",
       " 'MEK Hussey': 52,\n",
       " 'JP Duminy': 78,\n",
       " 'AC Gilchrist': 92,\n",
       " 'DPMD Jayawardene': 40,\n",
       " 'RA Jadeja': 57,\n",
       " 'MK Tiwary': 39,\n",
       " 'KC Sangakkara': 27,\n",
       " 'NV Ojha': 79,\n",
       " 'SPD Smith': 45,\n",
       " 'SC Ganguly': 42,\n",
       " 'AJ Finch': 59,\n",
       " 'S Badrinath': 28,\n",
       " 'WP Saha': 57,\n",
       " 'SV Samson': 57,\n",
       " 'BJ Hodge': 43,\n",
       " 'DA Miller': 78,\n",
       " 'SS Tiwary': 45,\n",
       " 'DJ Hussey': 60,\n",
       " 'TM Dilshan': 24,\n",
       " 'F du Plessis': 38,\n",
       " 'DJ Bravo': 48,\n",
       " 'IK Pathan': 38,\n",
       " 'Mandeep Singh': 18,\n",
       " 'KK Nair': 26,\n",
       " 'LMP Simmons': 44,\n",
       " 'Y Venugopal Rao': 37,\n",
       " 'LRPL Taylor': 46,\n",
       " 'ML Hayden': 44,\n",
       " 'HH Gibbs': 31,\n",
       " 'A Symonds': 41,\n",
       " 'GJ Maxwell': 82,\n",
       " 'CL White': 38,\n",
       " 'MC Henriques': 27,\n",
       " 'KP Pietersen': 40,\n",
       " 'M Vohra': 35,\n",
       " 'MS Bisla': 23,\n",
       " 'EJG Morgan': 34,\n",
       " 'JA Morkel': 55,\n",
       " 'MA Agarwal': 33,\n",
       " 'GC Smith': 9,\n",
       " 'KM Jadhav': 33,\n",
       " 'SS Iyer': 32,\n",
       " 'STR Binny': 29,\n",
       " 'AD Mathews': 29,\n",
       " 'KL Rahul': 24,\n",
       " 'Harbhajan Singh': 41,\n",
       " 'AM Nayar': 20,\n",
       " 'TL Suman': 26,\n",
       " 'ST Jayasuriya': 39,\n",
       " 'Q de Kock': 21,\n",
       " 'GJ Bailey': 19,\n",
       " 'AR Patel': 28,\n",
       " 'M Manhas': 10,\n",
       " 'SA Yadav': 21,\n",
       " 'RS Bopara': 16,\n",
       " 'PP Chawla': 15,\n",
       " 'JD Ryder': 19,\n",
       " 'PC Valthaty': 20,\n",
       " 'HM Amla': 21,\n",
       " 'CJ Anderson': 30,\n",
       " 'JP Faulkner': 23,\n",
       " 'OA Shah': 23,\n",
       " 'CA Pujara': 4,\n",
       " 'Shakib Al Hasan': 15,\n",
       " 'A Mishra': 5,\n",
       " 'RR Pant': 30,\n",
       " 'JC Buttler': 26,\n",
       " 'AL Menaria': 18,\n",
       " 'J Botha': 5,\n",
       " 'LR Shukla': 16,\n",
       " 'N Rana': 25,\n",
       " 'SA Asnodkar': 10,\n",
       " 'DT Christian': 18,\n",
       " 'AD Russell': 37,\n",
       " 'NLTC Perera': 26,\n",
       " 'KS Williamson': 11,\n",
       " 'DB Ravi Teja': 9,\n",
       " 'P Kumar': 17,\n",
       " 'GH Vihari': 1,\n",
       " 'MV Boucher': 13,\n",
       " 'JR Hopes': 11,\n",
       " 'UBT Chand': 9,\n",
       " 'KH Pandya': 20,\n",
       " 'S Sohal': 18,\n",
       " 'Azhar Mahmood': 13,\n",
       " 'JEC Franklin': 9,\n",
       " 'HH Pandya': 28,\n",
       " 'R Bhatia': 13,\n",
       " 'KV Sharma': 14,\n",
       " 'R Vinay Kumar': 9,\n",
       " 'AP Tare': 11,\n",
       " 'P Negi': 16,\n",
       " 'Gurkeerat Singh': 9,\n",
       " 'DJ Hooda': 20,\n",
       " 'CH Morris': 23,\n",
       " 'RA Tripathi': 17,\n",
       " 'VVS Laxman': 5,\n",
       " 'Y Nagar': 9,\n",
       " 'DB Das': 16,\n",
       " 'CA Lynn': 23,\n",
       " 'SP Goswami': 2,\n",
       " 'M Kaif': 6,\n",
       " 'B Chipli': 7,\n",
       " 'Ishan Kishan': 13,\n",
       " 'DJG Sammy': 18,\n",
       " 'LA Pomersbach': 13,\n",
       " 'R Ashwin': 2,\n",
       " 'K Goel': 9,\n",
       " 'RN ten Doeschate': 15,\n",
       " 'R Sathish': 6,\n",
       " 'BA Stokes': 15,\n",
       " 'SK Warne': 6,\n",
       " 'AA Jhunjhunwala': 5,\n",
       " 'MD Mishra': 8,\n",
       " 'MR Marsh': 14,\n",
       " 'MJ Lumb': 6,\n",
       " 'A Ashish Reddy': 15,\n",
       " 'SP Narine': 12,\n",
       " 'SM Katich': 8,\n",
       " 'YV Takawale': 3,\n",
       " 'FY Fazal': 1,\n",
       " 'R McLaren': 1,\n",
       " 'MN Samuels': 7,\n",
       " 'SW Billings': 5,\n",
       " 'AS Raut': 7,\n",
       " 'Salman Butt': 2,\n",
       " 'SP Fleming': 3,\n",
       " 'PA Reddy': 2,\n",
       " 'DW Steyn': 3,\n",
       " 'B Kumar': 3,\n",
       " 'AB Agarkar': 5,\n",
       " 'PD Collingwood': 13,\n",
       " 'CM Gautam': 6,\n",
       " 'MG Johnson': 7,\n",
       " 'TM Head': 8,\n",
       " 'BJ Rohrer': 5,\n",
       " 'RE van der Merwe': 8,\n",
       " 'AC Voges': 3,\n",
       " 'N Saini': 0,\n",
       " 'MJ Guptill': 8,\n",
       " 'DH Yagnik': 2,\n",
       " 'P Dogra': 5,\n",
       " 'Z Khan': 2,\n",
       " 'MP Stoinis': 4,\n",
       " 'MN van Wyk': 1,\n",
       " 'R Dhawan': 4,\n",
       " 'MC Juneja': 1,\n",
       " 'SB Styris': 3,\n",
       " 'RT Ponting': 2,\n",
       " 'W Jaffer': 3,\n",
       " 'MF Maharoof': 9,\n",
       " 'Bipul Sharma': 9,\n",
       " 'Niraj Patel': 1,\n",
       " 'S Anirudha': 7,\n",
       " 'CJ Ferguson': 0,\n",
       " 'DL Vettori': 2,\n",
       " 'BB Samantray': 2,\n",
       " 'SM Pollock': 8,\n",
       " 'S Vidyut': 3,\n",
       " 'RJ Harris': 3,\n",
       " 'JDP Oram': 5,\n",
       " 'M Kartik': 1,\n",
       " 'Sachin Baby': 5,\n",
       " 'UT Khawaja': 3,\n",
       " 'RJ Quiney': 3,\n",
       " 'MM Sharma': 4,\n",
       " 'SN Khan': 6,\n",
       " 'DJ Harris': 5,\n",
       " 'AB McDonald': 4,\n",
       " 'SL Malinga': 5,\n",
       " 'B Lee': 8,\n",
       " 'DS Kulkarni': 2,\n",
       " 'DJ Jacobs': 4,\n",
       " 'IR Jaggi': 0,\n",
       " 'MA Starc': 0,\n",
       " 'PR Shah': 2,\n",
       " 'MJ Clarke': 0,\n",
       " 'UT Yadav': 3,\n",
       " 'D Wiese': 4,\n",
       " 'M Morkel': 5,\n",
       " 'C de Grandhomme': 6,\n",
       " 'SD Chitnis': 2,\n",
       " 'AC Blizzard': 2,\n",
       " 'AA Bilakhia': 0,\n",
       " 'Iqbal Abdulla': 1,\n",
       " 'Mohammad Hafeez': 2,\n",
       " 'Misbah-ul-Haq': 6,\n",
       " 'S Rana': 1,\n",
       " 'WD Parnell': 1,\n",
       " 'AD Mascarenhas': 1,\n",
       " 'M Klinger': 0,\n",
       " 'Kamran Akmal': 8,\n",
       " 'RR Sarwan': 1,\n",
       " 'RP Singh': 1,\n",
       " 'AP Majumdar': 2,\n",
       " 'R Sharma': 3,\n",
       " 'V Shankar': 1,\n",
       " 'MS Gony': 8,\n",
       " 'WA Mota': 0,\n",
       " 'A Chopra': 0,\n",
       " 'RE Levi': 4,\n",
       " 'WPUJC Vaas': 3,\n",
       " 'LA Carseldine': 0,\n",
       " 'S Nadeem': 0,\n",
       " 'M Rawat': 1,\n",
       " 'BCJ Cutting': 10,\n",
       " 'KK Cooper': 8,\n",
       " 'Anirudh Singh': 1,\n",
       " 'Ankit Sharma': 4,\n",
       " 'K Rabada': 1,\n",
       " 'Yashpal Singh': 0,\n",
       " 'RR Powar': 1,\n",
       " 'A Nehra': 1,\n",
       " 'LJ Wright': 3,\n",
       " 'SK Trivedi': 1,\n",
       " 'AG Paunikar': 0,\n",
       " 'S Aravind': 0,\n",
       " 'TR Birt': 2,\n",
       " 'I Sharma': 1,\n",
       " 'SB Bangar': 3,\n",
       " 'S Sreesanth': 0,\n",
       " 'A Flintoff': 2,\n",
       " 'B Akhil': 5,\n",
       " 'CR Brathwaite': 8,\n",
       " 'VR Aaron': 2,\n",
       " 'PJ Cummins': 4,\n",
       " 'DJ Thornely': 2,\n",
       " 'NM Coulter-Nile': 4,\n",
       " 'RV Gomez': 1,\n",
       " 'KB Arun Karthik': 1,\n",
       " 'R Rampaul': 2,\n",
       " 'RR Rossouw': 3,\n",
       " 'L Balaji': 1,\n",
       " 'AB Dinda': 0,\n",
       " 'A Kumble': 0,\n",
       " 'Shoaib Malik': 0,\n",
       " 'CR Woakes': 1,\n",
       " 'Shahid Afridi': 6,\n",
       " 'Mohammed Shami': 2,\n",
       " 'JDS Neesham': 1,\n",
       " 'PP Ojha': 0,\n",
       " 'MJ McClenaghan': 6,\n",
       " 'Anureet Singh': 1,\n",
       " 'AB Barath': 1,\n",
       " 'JJ Roy': 1,\n",
       " 'MM Patel': 0,\n",
       " 'AS Yadav': 2,\n",
       " 'KW Richardson': 1,\n",
       " 'PV Tambe': 0,\n",
       " 'S Sriram': 0,\n",
       " 'HV Patel': 3,\n",
       " 'B Sumanth': 0,\n",
       " 'L Ronchi': 1,\n",
       " 'TG Southee': 3,\n",
       " 'Sandeep Sharma': 0,\n",
       " 'BR Dunk': 0,\n",
       " 'PJ Sangwan': 0,\n",
       " 'NS Naik': 0,\n",
       " 'J Suchith': 2,\n",
       " 'MS Wade': 0,\n",
       " 'S Chanderpaul': 0,\n",
       " 'JO Holder': 2,\n",
       " 'RJ Peterson': 1,\n",
       " 'SP Jackson': 0,\n",
       " 'Sohail Tanvir': 1,\n",
       " 'Sunny Singh': 1,\n",
       " 'C Munro': 0,\n",
       " 'SB Jakati': 0,\n",
       " 'Joginder Sharma': 2,\n",
       " 'Basil Thampi': 1,\n",
       " 'M Muralitharan': 0,\n",
       " 'AJ Tye': 3,\n",
       " 'TD Paine': 0,\n",
       " 'S Narwal': 0,\n",
       " 'YS Chahal': 0,\n",
       " 'AD Nath': 0,\n",
       " 'VY Mahesh': 0,\n",
       " 'S Gopal': 0,\n",
       " 'J Syed Mohammad': 0,\n",
       " 'LPC Silva': 1,\n",
       " 'AN Ahmed': 1,\n",
       " 'JJ Bumrah': 1,\n",
       " 'BMAJ Mendis': 0,\n",
       " 'VH Zol': 1,\n",
       " 'DR Martyn': 0,\n",
       " 'AUK Pathan': 2,\n",
       " 'T Taibu': 0,\n",
       " 'Harpreet Singh': 0,\n",
       " 'SW Tait': 1,\n",
       " 'Vishnu Vinod': 1,\n",
       " 'A Mithun': 1,\n",
       " 'CA Ingram': 0,\n",
       " 'S Badree': 0,\n",
       " 'JM Kemp': 1,\n",
       " 'Imran Tahir': 0,\n",
       " 'R Tewatia': 1,\n",
       " 'J Arunkumar': 0,\n",
       " 'CK Kapugedera': 0,\n",
       " 'D Salunkhe': 0,\n",
       " 'R Shukla': 0,\n",
       " 'DE Bollinger': 1,\n",
       " 'AP Dole': 1,\n",
       " 'A Mukund': 0,\n",
       " 'NL McCullum': 1,\n",
       " 'MA Khote': 1,\n",
       " 'GB Hogg': 0,\n",
       " 'Kuldeep Yadav': 0,\n",
       " 'C Madan': 0,\n",
       " 'NJ Maddinson': 0,\n",
       " 'Parvez Rasool': 0,\n",
       " 'T Kohli': 1,\n",
       " 'Swapnil Singh': 0,\n",
       " 'A Choudhary': 1,\n",
       " 'T Thushara': 0,\n",
       " 'AC Thomas': 1,\n",
       " 'DS Lehmann': 0,\n",
       " 'M Ntini': 0,\n",
       " 'Umar Gul': 5,\n",
       " 'Y Gnaneswara Rao': 0,\n",
       " 'RR Raje': 1,\n",
       " 'KC Cariappa': 1,\n",
       " 'JJ van der Wath': 1,\n",
       " 'X Thalaivan Sargunam': 0,\n",
       " 'R Bishnoi': 2,\n",
       " 'Karanveer Singh': 0,\n",
       " 'SMSM Senanayake': 0,\n",
       " 'T Henderson': 1,\n",
       " 'GR Napier': 0,\n",
       " 'SB Joshi': 0,\n",
       " 'ER Dwivedi': 2,\n",
       " 'CJ McKay': 0,\n",
       " 'UA Birla': 0,\n",
       " 'AG Murtaza': 0,\n",
       " 'P Awana': 0,\n",
       " 'SM Harwood': 0,\n",
       " 'DP Nannes': 0,\n",
       " 'D du Preez': 0,\n",
       " 'MDKJ Perera': 0,\n",
       " 'JD Unadkat': 0,\n",
       " 'J Theron': 0,\n",
       " 'F Behardien': 0,\n",
       " 'AS Rajpoot': 0,\n",
       " 'S Kaul': 0,\n",
       " 'P Sahu': 1,\n",
       " 'ND Doshi': 0,\n",
       " 'DT Patil': 0,\n",
       " 'SA Abbott': 1,\n",
       " 'AR Bawne': 0,\n",
       " 'PSP Handscomb': 0,\n",
       " 'J Yadav': 0,\n",
       " 'AF Milne': 0,\n",
       " 'Harmeet Singh': 0,\n",
       " 'AA Noffke': 0,\n",
       " 'Mohammad Ashraful': 0,\n",
       " 'Washington Sundar': 0,\n",
       " 'Pankaj Singh': 0,\n",
       " 'TS Mills': 1,\n",
       " 'Jaskaran Singh': 0,\n",
       " 'AA Chavan': 0,\n",
       " 'BJ Haddin': 1,\n",
       " 'TM Srivastava': 0,\n",
       " 'A Singh': 0,\n",
       " 'S Ladda': 0,\n",
       " 'CK Langeveldt': 1,\n",
       " 'KAJ Roach': 0,\n",
       " 'DAJ Bracewell': 0,\n",
       " 'DNT Zoysa': 0,\n",
       " 'K Upadhyay': 1,\n",
       " 'Rashid Khan': 1,\n",
       " 'B Laughlin': 0,\n",
       " 'SN Thakur': 0,\n",
       " 'Ankit Soni': 1,\n",
       " 'TA Boult': 0,\n",
       " 'KJ Abbott': 1,\n",
       " 'D Kalyankrishna': 0,\n",
       " 'AN Ghosh': 0,\n",
       " 'Shoaib Akhtar': 0,\n",
       " 'RS Gavaskar': 0,\n",
       " 'A Zampa': 0,\n",
       " 'A Uniyal': 0,\n",
       " 'SS Shaikh': 0,\n",
       " 'A Chandila': 0,\n",
       " 'BA Bhatt': 1,\n",
       " 'VS Malik': 0,\n",
       " 'Younis Khan': 0,\n",
       " 'R Ninan': 0,\n",
       " 'BAW Mendis': 0,\n",
       " 'Shoaib Ahmed': 0,\n",
       " 'DL Chahar': 2,\n",
       " 'Mohammad Asif': 0,\n",
       " 'CJ Jordan': 0,\n",
       " 'FH Edwards': 0,\n",
       " 'DM Bravo': 0,\n",
       " 'SJ Srivastava': 0,\n",
       " 'Kamran Khan': 0,\n",
       " 'GD McGrath': 0,\n",
       " 'H Das': 0,\n",
       " 'I Malhotra': 0,\n",
       " 'BB Sran': 0,\n",
       " 'KP Appanna': 0,\n",
       " 'S Tyagi': 0,\n",
       " 'JE Taylor': 0,\n",
       " 'S Randiv': 0,\n",
       " 'SB Wagh': 0,\n",
       " 'KMDN Kulasekara': 0,\n",
       " 'DJ Muthuswami': 0,\n",
       " 'Mohammad Nabi': 0,\n",
       " 'CRD Fernando': 0,\n",
       " 'VRV Singh': 0,\n",
       " 'Shivam Sharma': 0,\n",
       " 'BE Hendricks': 0,\n",
       " 'P Parameswaran': 0,\n",
       " 'L Ablish': 0,\n",
       " 'RD Chahar': 0,\n",
       " 'RG More': 0,\n",
       " 'M de Lange': 0,\n",
       " 'RR Bhatkal': 0,\n",
       " 'VS Yeligati': 0,\n",
       " 'PM Sarvesh Kumar': 0,\n",
       " 'Abdur Razzak': 0,\n",
       " 'IC Pandey': 0,\n",
       " 'Mashrafe Mortaza': 0,\n",
       " 'RS Sodhi': 0,\n",
       " 'SE Bond': 0,\n",
       " 'LH Ferguson': 0,\n",
       " 'S Kaushik': 0,\n",
       " 'V Pratap Singh': 0,\n",
       " 'NJ Rimmington': 0,\n",
       " 'C Nanda': 0,\n",
       " 'M Ashwin': 0,\n",
       " 'YA Abdulla': 0,\n",
       " 'U Kaul': 0,\n",
       " 'Sunny Gupta': 0,\n",
       " 'DP Vijaykumar': 0}"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sixes = {}\n",
    "for batter in batsmen:\n",
    "    sixes[batter] = sum(ddf['batsman_runs'].loc[ddf['batsman'] == batter] == 6)\n",
    "sixes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'G Gambhir': 484,\n",
       " 'SK Raina': 402,\n",
       " 'S Dhawan': 401,\n",
       " 'DA Warner': 401,\n",
       " 'V Kohli': 384,\n",
       " 'RV Uthappa': 377,\n",
       " 'RG Sharma': 354,\n",
       " 'V Sehwag': 334,\n",
       " 'AM Rahane': 320,\n",
       " 'CH Gayle': 297,\n",
       " 'PA Patel': 297,\n",
       " 'SR Tendulkar': 296,\n",
       " 'AB de Villiers': 287,\n",
       " 'KD Karthik': 286,\n",
       " 'BB McCullum': 277,\n",
       " 'R Dravid': 269,\n",
       " 'SE Marsh': 269,\n",
       " 'SR Watson': 258,\n",
       " 'JH Kallis': 255,\n",
       " 'MS Dhoni': 251,\n",
       " 'DR Smith': 245,\n",
       " 'YK Pathan': 240,\n",
       " 'AC Gilchrist': 239,\n",
       " 'M Vijay': 237,\n",
       " 'Yuvraj Singh': 205,\n",
       " 'AT Rayudu': 205,\n",
       " 'DPMD Jayawardene': 200,\n",
       " 'MEK Hussey': 198,\n",
       " 'MK Pandey': 197,\n",
       " 'KC Sangakkara': 195,\n",
       " 'AJ Finch': 170,\n",
       " 'KA Pollard': 158,\n",
       " 'S Badrinath': 154,\n",
       " 'MK Tiwary': 152,\n",
       " 'SPD Smith': 151,\n",
       " 'TM Dilshan': 140,\n",
       " 'SC Ganguly': 137,\n",
       " 'KK Nair': 135,\n",
       " 'Mandeep Singh': 134,\n",
       " 'WP Saha': 130,\n",
       " 'RA Jadeja': 125,\n",
       " 'JP Duminy': 123,\n",
       " 'BJ Hodge': 122,\n",
       " 'NV Ojha': 121,\n",
       " 'ML Hayden': 121,\n",
       " 'SV Samson': 112,\n",
       " 'F du Plessis': 110,\n",
       " 'LMP Simmons': 109,\n",
       " 'DA Miller': 104,\n",
       " 'DJ Bravo': 102,\n",
       " 'GJ Maxwell': 96,\n",
       " 'M Vohra': 95,\n",
       " 'GC Smith': 94,\n",
       " 'SS Tiwary': 93,\n",
       " 'MS Bisla': 93,\n",
       " 'KP Pietersen': 91,\n",
       " 'DJ Hussey': 90,\n",
       " 'Q de Kock': 90,\n",
       " 'IK Pathan': 88,\n",
       " 'MC Henriques': 87,\n",
       " 'ST Jayasuriya': 84,\n",
       " 'HH Gibbs': 83,\n",
       " 'MA Agarwal': 82,\n",
       " 'SS Iyer': 79,\n",
       " 'Y Venugopal Rao': 77,\n",
       " 'CL White': 76,\n",
       " 'Harbhajan Singh': 76,\n",
       " 'A Symonds': 74,\n",
       " 'EJG Morgan': 72,\n",
       " 'KM Jadhav': 72,\n",
       " 'JD Ryder': 69,\n",
       " 'LRPL Taylor': 66,\n",
       " 'JA Morkel': 61,\n",
       " 'KL Rahul': 61,\n",
       " 'PC Valthaty': 61,\n",
       " 'HM Amla': 60,\n",
       " 'STR Binny': 59,\n",
       " 'GJ Bailey': 59,\n",
       " 'SA Asnodkar': 56,\n",
       " 'AM Nayar': 55,\n",
       " 'TL Suman': 55,\n",
       " 'SA Yadav': 54,\n",
       " 'CA Pujara': 50,\n",
       " 'JC Buttler': 50,\n",
       " 'PP Chawla': 49,\n",
       " 'JR Hopes': 49,\n",
       " 'AD Russell': 48,\n",
       " 'RR Pant': 47,\n",
       " 'KH Pandya': 46,\n",
       " 'MJ Lumb': 45,\n",
       " 'AD Mathews': 44,\n",
       " 'Shakib Al Hasan': 44,\n",
       " 'M Manhas': 43,\n",
       " 'RA Tripathi': 43,\n",
       " 'CJ Anderson': 40,\n",
       " 'AP Tare': 40,\n",
       " 'RS Bopara': 39,\n",
       " 'J Botha': 39,\n",
       " 'Azhar Mahmood': 39,\n",
       " 'JP Faulkner': 36,\n",
       " 'Gurkeerat Singh': 36,\n",
       " 'SP Narine': 36,\n",
       " 'KS Williamson': 35,\n",
       " 'DB Ravi Teja': 35,\n",
       " 'AR Patel': 34,\n",
       " 'OA Shah': 34,\n",
       " 'S Sohal': 34,\n",
       " 'Ishan Kishan': 34,\n",
       " 'LR Shukla': 33,\n",
       " 'CH Morris': 33,\n",
       " 'VVS Laxman': 33,\n",
       " 'MV Boucher': 32,\n",
       " 'UBT Chand': 32,\n",
       " 'N Rana': 31,\n",
       " 'CA Lynn': 31,\n",
       " 'Salman Butt': 30,\n",
       " 'B Chipli': 28,\n",
       " 'A Mishra': 27,\n",
       " 'SP Fleming': 27,\n",
       " 'P Negi': 26,\n",
       " 'SP Goswami': 26,\n",
       " 'RN ten Doeschate': 26,\n",
       " 'SM Katich': 26,\n",
       " 'YV Takawale': 26,\n",
       " 'JEC Franklin': 25,\n",
       " 'LA Pomersbach': 25,\n",
       " 'AL Menaria': 24,\n",
       " 'HH Pandya': 24,\n",
       " 'R Bhatia': 24,\n",
       " 'MD Mishra': 24,\n",
       " 'NLTC Perera': 23,\n",
       " 'GH Vihari': 23,\n",
       " 'DB Das': 23,\n",
       " 'SW Billings': 23,\n",
       " 'DH Yagnik': 23,\n",
       " 'DT Christian': 22,\n",
       " 'P Kumar': 22,\n",
       " 'M Kaif': 22,\n",
       " 'R Ashwin': 22,\n",
       " 'R Sathish': 22,\n",
       " 'BA Stokes': 22,\n",
       " 'FY Fazal': 22,\n",
       " 'BJ Rohrer': 21,\n",
       " 'S Vidyut': 21,\n",
       " 'AC Blizzard': 21,\n",
       " 'R Vinay Kumar': 20,\n",
       " 'DJ Hooda': 20,\n",
       " 'Y Nagar': 20,\n",
       " 'MJ Guptill': 20,\n",
       " 'AA Jhunjhunwala': 19,\n",
       " 'MN van Wyk': 19,\n",
       " 'SN Khan': 19,\n",
       " 'KV Sharma': 18,\n",
       " 'K Goel': 17,\n",
       " 'CM Gautam': 17,\n",
       " 'A Ashish Reddy': 16,\n",
       " 'N Saini': 16,\n",
       " 'LJ Wright': 16,\n",
       " 'DJG Sammy': 15,\n",
       " 'PA Reddy': 15,\n",
       " 'B Kumar': 15,\n",
       " 'AC Voges': 15,\n",
       " 'SK Warne': 14,\n",
       " 'R McLaren': 14,\n",
       " 'DW Steyn': 14,\n",
       " 'MP Stoinis': 14,\n",
       " 'W Jaffer': 14,\n",
       " 'Niraj Patel': 14,\n",
       " 'UT Khawaja': 14,\n",
       " 'AS Raut': 13,\n",
       " 'AB Agarkar': 13,\n",
       " 'R Dhawan': 13,\n",
       " 'BB Samantray': 13,\n",
       " 'Kamran Akmal': 13,\n",
       " 'TM Head': 12,\n",
       " 'MF Maharoof': 12,\n",
       " 'SM Pollock': 12,\n",
       " 'RJ Quiney': 12,\n",
       " 'MJ Clarke': 12,\n",
       " 'D Wiese': 12,\n",
       " 'V Shankar': 12,\n",
       " 'RE van der Merwe': 11,\n",
       " 'Z Khan': 11,\n",
       " 'MC Juneja': 11,\n",
       " 'Bipul Sharma': 11,\n",
       " 'DL Vettori': 11,\n",
       " 'Sachin Baby': 11,\n",
       " 'DJ Harris': 11,\n",
       " 'M Morkel': 11,\n",
       " 'LA Carseldine': 11,\n",
       " 'SB Styris': 10,\n",
       " 'DJ Jacobs': 10,\n",
       " 'MA Starc': 10,\n",
       " 'C de Grandhomme': 10,\n",
       " 'SD Chitnis': 10,\n",
       " 'Misbah-ul-Haq': 10,\n",
       " 'RE Levi': 10,\n",
       " 'MR Marsh': 9,\n",
       " 'MN Samuels': 9,\n",
       " 'PD Collingwood': 9,\n",
       " 'S Anirudha': 9,\n",
       " 'CJ Ferguson': 9,\n",
       " 'AB McDonald': 9,\n",
       " 'PR Shah': 9,\n",
       " 'Iqbal Abdulla': 9,\n",
       " 'S Rana': 9,\n",
       " 'M Klinger': 9,\n",
       " 'BCJ Cutting': 9,\n",
       " 'KK Cooper': 9,\n",
       " 'AG Paunikar': 9,\n",
       " 'TR Birt': 9,\n",
       " 'JJ Roy': 9,\n",
       " 'MG Johnson': 8,\n",
       " 'MM Sharma': 8,\n",
       " 'B Lee': 8,\n",
       " 'UT Yadav': 8,\n",
       " 'CR Brathwaite': 8,\n",
       " 'M Kartik': 7,\n",
       " 'Mohammad Hafeez': 7,\n",
       " 'AP Majumdar': 7,\n",
       " 'A Chopra': 7,\n",
       " 'Ankit Sharma': 7,\n",
       " 'S Aravind': 7,\n",
       " 'Shahid Afridi': 7,\n",
       " 'BR Dunk': 7,\n",
       " 'RJ Harris': 6,\n",
       " 'JDP Oram': 6,\n",
       " 'SL Malinga': 6,\n",
       " 'DS Kulkarni': 6,\n",
       " 'IR Jaggi': 6,\n",
       " 'RR Sarwan': 6,\n",
       " 'MS Gony': 6,\n",
       " 'Anirudh Singh': 6,\n",
       " 'RR Powar': 6,\n",
       " 'S Sreesanth': 6,\n",
       " 'L Ronchi': 6,\n",
       " 'Sunny Singh': 6,\n",
       " 'S Narwal': 6,\n",
       " 'RT Ponting': 5,\n",
       " 'AA Bilakhia': 5,\n",
       " 'AD Mascarenhas': 5,\n",
       " 'R Sharma': 5,\n",
       " 'K Rabada': 5,\n",
       " 'Yashpal Singh': 5,\n",
       " 'A Flintoff': 5,\n",
       " 'B Akhil': 5,\n",
       " 'PJ Cummins': 5,\n",
       " 'RV Gomez': 5,\n",
       " 'Shoaib Malik': 5,\n",
       " 'AB Barath': 5,\n",
       " 'MM Patel': 5,\n",
       " 'AS Yadav': 5,\n",
       " 'SP Jackson': 5,\n",
       " 'LPC Silva': 5,\n",
       " 'AUK Pathan': 5,\n",
       " 'J Arunkumar': 5,\n",
       " 'D Salunkhe': 5,\n",
       " 'P Dogra': 4,\n",
       " 'WD Parnell': 4,\n",
       " 'M Rawat': 4,\n",
       " 'KB Arun Karthik': 4,\n",
       " 'CR Woakes': 4,\n",
       " 'Mohammed Shami': 4,\n",
       " 'J Suchith': 4,\n",
       " 'S Chanderpaul': 4,\n",
       " 'JO Holder': 4,\n",
       " 'AJ Tye': 4,\n",
       " 'J Syed Mohammad': 4,\n",
       " 'AN Ahmed': 4,\n",
       " 'A Mithun': 4,\n",
       " 'R Tewatia': 4,\n",
       " 'NJ Maddinson': 4,\n",
       " 'A Nehra': 3,\n",
       " 'SK Trivedi': 3,\n",
       " 'I Sharma': 3,\n",
       " 'NM Coulter-Nile': 3,\n",
       " 'R Rampaul': 3,\n",
       " 'RR Rossouw': 3,\n",
       " 'A Kumble': 3,\n",
       " 'JDS Neesham': 3,\n",
       " 'S Sriram': 3,\n",
       " 'B Sumanth': 3,\n",
       " 'TG Southee': 3,\n",
       " 'RJ Peterson': 3,\n",
       " 'Sohail Tanvir': 3,\n",
       " 'C Munro': 3,\n",
       " 'SB Jakati': 3,\n",
       " 'VH Zol': 3,\n",
       " 'T Taibu': 3,\n",
       " 'Imran Tahir': 3,\n",
       " 'AP Dole': 3,\n",
       " 'C Madan': 3,\n",
       " 'DS Lehmann': 3,\n",
       " 'Y Gnaneswara Rao': 3,\n",
       " 'MDKJ Perera': 3,\n",
       " 'Harmeet Singh': 3,\n",
       " 'RP Singh': 2,\n",
       " 'WA Mota': 2,\n",
       " 'WPUJC Vaas': 2,\n",
       " 'VR Aaron': 2,\n",
       " 'DJ Thornely': 2,\n",
       " 'L Balaji': 2,\n",
       " 'AB Dinda': 2,\n",
       " 'MJ McClenaghan': 2,\n",
       " 'Anureet Singh': 2,\n",
       " 'KW Richardson': 2,\n",
       " 'HV Patel': 2,\n",
       " 'CA Ingram': 2,\n",
       " 'R Shukla': 2,\n",
       " 'MA Khote': 2,\n",
       " 'Kuldeep Yadav': 2,\n",
       " 'M Ntini': 2,\n",
       " 'ER Dwivedi': 2,\n",
       " 'F Behardien': 2,\n",
       " 'AA Chavan': 2,\n",
       " 'BJ Haddin': 2,\n",
       " 'S Nadeem': 1,\n",
       " 'SB Bangar': 1,\n",
       " 'PV Tambe': 1,\n",
       " 'Sandeep Sharma': 1,\n",
       " 'PJ Sangwan': 1,\n",
       " 'NS Naik': 1,\n",
       " 'Joginder Sharma': 1,\n",
       " 'Basil Thampi': 1,\n",
       " 'M Muralitharan': 1,\n",
       " 'AD Nath': 1,\n",
       " 'S Gopal': 1,\n",
       " 'JJ Bumrah': 1,\n",
       " 'DR Martyn': 1,\n",
       " 'SW Tait': 1,\n",
       " 'Vishnu Vinod': 1,\n",
       " 'JM Kemp': 1,\n",
       " 'DE Bollinger': 1,\n",
       " 'A Mukund': 1,\n",
       " 'GB Hogg': 1,\n",
       " 'Parvez Rasool': 1,\n",
       " 'A Choudhary': 1,\n",
       " 'AC Thomas': 1,\n",
       " 'Umar Gul': 1,\n",
       " 'RR Raje': 1,\n",
       " 'JJ van der Wath': 1,\n",
       " 'R Bishnoi': 1,\n",
       " 'Karanveer Singh': 1,\n",
       " 'GR Napier': 1,\n",
       " 'UA Birla': 1,\n",
       " 'AG Murtaza': 1,\n",
       " 'J Theron': 1,\n",
       " 'AS Rajpoot': 1,\n",
       " 'P Sahu': 1,\n",
       " 'DT Patil': 1,\n",
       " 'SA Abbott': 1,\n",
       " 'AR Bawne': 1,\n",
       " 'AA Noffke': 1,\n",
       " 'KAJ Roach': 1,\n",
       " 'DAJ Bracewell': 1,\n",
       " 'DNT Zoysa': 1,\n",
       " 'SN Thakur': 1,\n",
       " 'AN Ghosh': 1,\n",
       " 'A Zampa': 1,\n",
       " 'SS Shaikh': 1,\n",
       " 'VS Malik': 1,\n",
       " 'DM Bravo': 1,\n",
       " 'GD McGrath': 1,\n",
       " 'I Malhotra': 1,\n",
       " 'KMDN Kulasekara': 1,\n",
       " 'VRV Singh': 1,\n",
       " 'Shivam Sharma': 1,\n",
       " 'RS Sodhi': 1,\n",
       " 'PP Ojha': 0,\n",
       " 'MS Wade': 0,\n",
       " 'TD Paine': 0,\n",
       " 'YS Chahal': 0,\n",
       " 'VY Mahesh': 0,\n",
       " 'BMAJ Mendis': 0,\n",
       " 'Harpreet Singh': 0,\n",
       " 'S Badree': 0,\n",
       " 'CK Kapugedera': 0,\n",
       " 'NL McCullum': 0,\n",
       " 'T Kohli': 0,\n",
       " 'Swapnil Singh': 0,\n",
       " 'T Thushara': 0,\n",
       " 'KC Cariappa': 0,\n",
       " 'X Thalaivan Sargunam': 0,\n",
       " 'SMSM Senanayake': 0,\n",
       " 'T Henderson': 0,\n",
       " 'SB Joshi': 0,\n",
       " 'CJ McKay': 0,\n",
       " 'P Awana': 0,\n",
       " 'SM Harwood': 0,\n",
       " 'DP Nannes': 0,\n",
       " 'D du Preez': 0,\n",
       " 'JD Unadkat': 0,\n",
       " 'S Kaul': 0,\n",
       " 'ND Doshi': 0,\n",
       " 'PSP Handscomb': 0,\n",
       " 'J Yadav': 0,\n",
       " 'AF Milne': 0,\n",
       " 'Mohammad Ashraful': 0,\n",
       " 'Washington Sundar': 0,\n",
       " 'Pankaj Singh': 0,\n",
       " 'TS Mills': 0,\n",
       " 'Jaskaran Singh': 0,\n",
       " 'TM Srivastava': 0,\n",
       " 'A Singh': 0,\n",
       " 'S Ladda': 0,\n",
       " 'CK Langeveldt': 0,\n",
       " 'K Upadhyay': 0,\n",
       " 'Rashid Khan': 0,\n",
       " 'B Laughlin': 0,\n",
       " 'Ankit Soni': 0,\n",
       " 'TA Boult': 0,\n",
       " 'KJ Abbott': 0,\n",
       " 'D Kalyankrishna': 0,\n",
       " 'Shoaib Akhtar': 0,\n",
       " 'RS Gavaskar': 0,\n",
       " 'A Uniyal': 0,\n",
       " 'A Chandila': 0,\n",
       " 'BA Bhatt': 0,\n",
       " 'Younis Khan': 0,\n",
       " 'R Ninan': 0,\n",
       " 'BAW Mendis': 0,\n",
       " 'Shoaib Ahmed': 0,\n",
       " 'DL Chahar': 0,\n",
       " 'Mohammad Asif': 0,\n",
       " 'CJ Jordan': 0,\n",
       " 'FH Edwards': 0,\n",
       " 'SJ Srivastava': 0,\n",
       " 'Kamran Khan': 0,\n",
       " 'H Das': 0,\n",
       " 'BB Sran': 0,\n",
       " 'KP Appanna': 0,\n",
       " 'S Tyagi': 0,\n",
       " 'JE Taylor': 0,\n",
       " 'S Randiv': 0,\n",
       " 'SB Wagh': 0,\n",
       " 'DJ Muthuswami': 0,\n",
       " 'Mohammad Nabi': 0,\n",
       " 'CRD Fernando': 0,\n",
       " 'BE Hendricks': 0,\n",
       " 'P Parameswaran': 0,\n",
       " 'L Ablish': 0,\n",
       " 'RD Chahar': 0,\n",
       " 'RG More': 0,\n",
       " 'M de Lange': 0,\n",
       " 'RR Bhatkal': 0,\n",
       " 'VS Yeligati': 0,\n",
       " 'PM Sarvesh Kumar': 0,\n",
       " 'Abdur Razzak': 0,\n",
       " 'IC Pandey': 0,\n",
       " 'Mashrafe Mortaza': 0,\n",
       " 'SE Bond': 0,\n",
       " 'LH Ferguson': 0,\n",
       " 'S Kaushik': 0,\n",
       " 'V Pratap Singh': 0,\n",
       " 'NJ Rimmington': 0,\n",
       " 'C Nanda': 0,\n",
       " 'M Ashwin': 0,\n",
       " 'YA Abdulla': 0,\n",
       " 'U Kaul': 0,\n",
       " 'Sunny Gupta': 0,\n",
       " 'DP Vijaykumar': 0}"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dict(sorted(fours.items(), key = lambda x: x[1], reverse = True))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'V Kohli': 3494,\n",
       " 'G Gambhir': 3433,\n",
       " 'SK Raina': 3369,\n",
       " 'RG Sharma': 3274,\n",
       " 'S Dhawan': 3005,\n",
       " 'RV Uthappa': 2960,\n",
       " 'DA Warner': 2902,\n",
       " 'MS Dhoni': 2680,\n",
       " 'AM Rahane': 2602,\n",
       " 'CH Gayle': 2532,\n",
       " 'AB de Villiers': 2402,\n",
       " 'KD Karthik': 2360,\n",
       " 'JH Kallis': 2291,\n",
       " 'BB McCullum': 2181,\n",
       " 'M Vijay': 2092,\n",
       " 'YK Pathan': 2076,\n",
       " 'PA Patel': 2060,\n",
       " 'Yuvraj Singh': 2050,\n",
       " 'SR Tendulkar': 2044,\n",
       " 'AT Rayudu': 1964,\n",
       " 'SR Watson': 1949,\n",
       " 'R Dravid': 1918,\n",
       " 'SE Marsh': 1913,\n",
       " 'MK Pandey': 1901,\n",
       " 'V Sehwag': 1833,\n",
       " 'DR Smith': 1803,\n",
       " 'KA Pollard': 1674,\n",
       " 'MEK Hussey': 1648,\n",
       " 'JP Duminy': 1634,\n",
       " 'AC Gilchrist': 1555,\n",
       " 'DPMD Jayawardene': 1522,\n",
       " 'RA Jadeja': 1458,\n",
       " 'MK Tiwary': 1444,\n",
       " 'KC Sangakkara': 1424,\n",
       " 'NV Ojha': 1356,\n",
       " 'SPD Smith': 1333,\n",
       " 'SC Ganguly': 1326,\n",
       " 'AJ Finch': 1270,\n",
       " 'S Badrinath': 1245,\n",
       " 'WP Saha': 1219,\n",
       " 'SV Samson': 1165,\n",
       " 'BJ Hodge': 1153,\n",
       " 'DA Miller': 1135,\n",
       " 'SS Tiwary': 1111,\n",
       " 'DJ Hussey': 1101,\n",
       " 'TM Dilshan': 1047,\n",
       " 'F du Plessis': 1043,\n",
       " 'DJ Bravo': 1032,\n",
       " 'IK Pathan': 985,\n",
       " 'Mandeep Singh': 938,\n",
       " 'KK Nair': 929,\n",
       " 'LMP Simmons': 878,\n",
       " 'Y Venugopal Rao': 865,\n",
       " 'LRPL Taylor': 847,\n",
       " 'ML Hayden': 839,\n",
       " 'HH Gibbs': 837,\n",
       " 'A Symonds': 781,\n",
       " 'GJ Maxwell': 780,\n",
       " 'CL White': 774,\n",
       " 'MC Henriques': 769,\n",
       " 'KP Pietersen': 758,\n",
       " 'M Vohra': 750,\n",
       " 'MS Bisla': 737,\n",
       " 'EJG Morgan': 725,\n",
       " 'JA Morkel': 712,\n",
       " 'MA Agarwal': 692,\n",
       " 'GC Smith': 691,\n",
       " 'KM Jadhav': 684,\n",
       " 'SS Iyer': 655,\n",
       " 'STR Binny': 619,\n",
       " 'AD Mathews': 599,\n",
       " 'KL Rahul': 592,\n",
       " 'Harbhajan Singh': 591,\n",
       " 'AM Nayar': 588,\n",
       " 'TL Suman': 587,\n",
       " 'ST Jayasuriya': 573,\n",
       " 'Q de Kock': 566,\n",
       " 'GJ Bailey': 552,\n",
       " 'AR Patel': 494,\n",
       " 'M Manhas': 486,\n",
       " 'SA Yadav': 479,\n",
       " 'RS Bopara': 468,\n",
       " 'PP Chawla': 467,\n",
       " 'JD Ryder': 466,\n",
       " 'PC Valthaty': 432,\n",
       " 'HM Amla': 418,\n",
       " 'CJ Anderson': 414,\n",
       " 'JP Faulkner': 406,\n",
       " 'OA Shah': 405,\n",
       " 'CA Pujara': 403,\n",
       " 'Shakib Al Hasan': 401,\n",
       " 'A Mishra': 382,\n",
       " 'RR Pant': 381,\n",
       " 'JC Buttler': 375,\n",
       " 'AL Menaria': 367,\n",
       " 'J Botha': 364,\n",
       " 'LR Shukla': 358,\n",
       " 'N Rana': 355,\n",
       " 'SA Asnodkar': 352,\n",
       " 'DT Christian': 351,\n",
       " 'AD Russell': 350,\n",
       " 'NLTC Perera': 326,\n",
       " 'KS Williamson': 325,\n",
       " 'DB Ravi Teja': 325,\n",
       " 'P Kumar': 323,\n",
       " 'GH Vihari': 323,\n",
       " 'MV Boucher': 318,\n",
       " 'JR Hopes': 314,\n",
       " 'UBT Chand': 314,\n",
       " 'KH Pandya': 313,\n",
       " 'S Sohal': 311,\n",
       " 'Azhar Mahmood': 311,\n",
       " 'JEC Franklin': 309,\n",
       " 'HH Pandya': 306,\n",
       " 'R Bhatia': 290,\n",
       " 'KV Sharma': 285,\n",
       " 'R Vinay Kumar': 285,\n",
       " 'AP Tare': 285,\n",
       " 'P Negi': 284,\n",
       " 'Gurkeerat Singh': 280,\n",
       " 'DJ Hooda': 277,\n",
       " 'CH Morris': 275,\n",
       " 'RA Tripathi': 275,\n",
       " 'VVS Laxman': 271,\n",
       " 'Y Nagar': 271,\n",
       " 'DB Das': 267,\n",
       " 'CA Lynn': 260,\n",
       " 'SP Goswami': 260,\n",
       " 'M Kaif': 258,\n",
       " 'B Chipli': 256,\n",
       " 'Ishan Kishan': 255,\n",
       " 'DJG Sammy': 251,\n",
       " 'LA Pomersbach': 251,\n",
       " 'R Ashwin': 246,\n",
       " 'K Goel': 239,\n",
       " 'RN ten Doeschate': 238,\n",
       " 'R Sathish': 236,\n",
       " 'BA Stokes': 227,\n",
       " 'SK Warne': 219,\n",
       " 'AA Jhunjhunwala': 218,\n",
       " 'MD Mishra': 213,\n",
       " 'MR Marsh': 201,\n",
       " 'MJ Lumb': 198,\n",
       " 'A Ashish Reddy': 196,\n",
       " 'SP Narine': 193,\n",
       " 'SM Katich': 191,\n",
       " 'YV Takawale': 183,\n",
       " 'FY Fazal': 179,\n",
       " 'R McLaren': 178,\n",
       " 'MN Samuels': 174,\n",
       " 'SW Billings': 173,\n",
       " 'AS Raut': 172,\n",
       " 'Salman Butt': 172,\n",
       " 'SP Fleming': 171,\n",
       " 'PA Reddy': 167,\n",
       " 'DW Steyn': 161,\n",
       " 'B Kumar': 160,\n",
       " 'AB Agarkar': 160,\n",
       " 'PD Collingwood': 159,\n",
       " 'CM Gautam': 158,\n",
       " 'MG Johnson': 157,\n",
       " 'TM Head': 151,\n",
       " 'BJ Rohrer': 146,\n",
       " 'RE van der Merwe': 144,\n",
       " 'AC Voges': 143,\n",
       " 'N Saini': 143,\n",
       " 'MJ Guptill': 143,\n",
       " 'DH Yagnik': 142,\n",
       " 'P Dogra': 141,\n",
       " 'Z Khan': 141,\n",
       " 'MP Stoinis': 136,\n",
       " 'MN van Wyk': 135,\n",
       " 'R Dhawan': 135,\n",
       " 'MC Juneja': 134,\n",
       " 'SB Styris': 134,\n",
       " 'RT Ponting': 129,\n",
       " 'W Jaffer': 129,\n",
       " 'MF Maharoof': 124,\n",
       " 'Bipul Sharma': 124,\n",
       " 'Niraj Patel': 124,\n",
       " 'S Anirudha': 121,\n",
       " 'CJ Ferguson': 119,\n",
       " 'DL Vettori': 118,\n",
       " 'BB Samantray': 116,\n",
       " 'SM Pollock': 116,\n",
       " 'S Vidyut': 115,\n",
       " 'RJ Harris': 112,\n",
       " 'JDP Oram': 110,\n",
       " 'M Kartik': 109,\n",
       " 'Sachin Baby': 106,\n",
       " 'UT Khawaja': 105,\n",
       " 'RJ Quiney': 105,\n",
       " 'MM Sharma': 104,\n",
       " 'SN Khan': 103,\n",
       " 'DJ Harris': 103,\n",
       " 'AB McDonald': 103,\n",
       " 'SL Malinga': 103,\n",
       " 'B Lee': 102,\n",
       " 'DS Kulkarni': 101,\n",
       " 'DJ Jacobs': 101,\n",
       " 'IR Jaggi': 100,\n",
       " 'MA Starc': 98,\n",
       " 'PR Shah': 97,\n",
       " 'MJ Clarke': 96,\n",
       " 'UT Yadav': 95,\n",
       " 'D Wiese': 94,\n",
       " 'M Morkel': 93,\n",
       " 'C de Grandhomme': 92,\n",
       " 'SD Chitnis': 92,\n",
       " 'AC Blizzard': 91,\n",
       " 'AA Bilakhia': 88,\n",
       " 'Iqbal Abdulla': 86,\n",
       " 'Mohammad Hafeez': 84,\n",
       " 'Misbah-ul-Haq': 82,\n",
       " 'S Rana': 82,\n",
       " 'WD Parnell': 80,\n",
       " 'AD Mascarenhas': 79,\n",
       " 'M Klinger': 78,\n",
       " 'Kamran Akmal': 78,\n",
       " 'RR Sarwan': 78,\n",
       " 'RP Singh': 78,\n",
       " 'AP Majumdar': 77,\n",
       " 'R Sharma': 77,\n",
       " 'V Shankar': 77,\n",
       " 'MS Gony': 76,\n",
       " 'WA Mota': 76,\n",
       " 'A Chopra': 75,\n",
       " 'RE Levi': 74,\n",
       " 'WPUJC Vaas': 73,\n",
       " 'LA Carseldine': 71,\n",
       " 'S Nadeem': 71,\n",
       " 'M Rawat': 70,\n",
       " 'BCJ Cutting': 70,\n",
       " 'KK Cooper': 70,\n",
       " 'Anirudh Singh': 69,\n",
       " 'Ankit Sharma': 69,\n",
       " 'K Rabada': 68,\n",
       " 'Yashpal Singh': 67,\n",
       " 'RR Powar': 64,\n",
       " 'A Nehra': 63,\n",
       " 'LJ Wright': 63,\n",
       " 'SK Trivedi': 61,\n",
       " 'AG Paunikar': 61,\n",
       " 'S Aravind': 59,\n",
       " 'TR Birt': 59,\n",
       " 'I Sharma': 59,\n",
       " 'SB Bangar': 58,\n",
       " 'S Sreesanth': 57,\n",
       " 'A Flintoff': 57,\n",
       " 'B Akhil': 57,\n",
       " 'CR Brathwaite': 56,\n",
       " 'VR Aaron': 56,\n",
       " 'PJ Cummins': 56,\n",
       " 'DJ Thornely': 54,\n",
       " 'NM Coulter-Nile': 53,\n",
       " 'RV Gomez': 53,\n",
       " 'KB Arun Karthik': 53,\n",
       " 'R Rampaul': 52,\n",
       " 'RR Rossouw': 51,\n",
       " 'L Balaji': 50,\n",
       " 'AB Dinda': 50,\n",
       " 'A Kumble': 49,\n",
       " 'Shoaib Malik': 49,\n",
       " 'CR Woakes': 47,\n",
       " 'Shahid Afridi': 46,\n",
       " 'Mohammed Shami': 46,\n",
       " 'JDS Neesham': 46,\n",
       " 'PP Ojha': 45,\n",
       " 'MJ McClenaghan': 45,\n",
       " 'Anureet Singh': 43,\n",
       " 'AB Barath': 43,\n",
       " 'JJ Roy': 41,\n",
       " 'MM Patel': 41,\n",
       " 'AS Yadav': 40,\n",
       " 'KW Richardson': 39,\n",
       " 'PV Tambe': 39,\n",
       " 'S Sriram': 38,\n",
       " 'HV Patel': 38,\n",
       " 'B Sumanth': 38,\n",
       " 'L Ronchi': 37,\n",
       " 'TG Southee': 36,\n",
       " 'Sandeep Sharma': 36,\n",
       " 'BR Dunk': 36,\n",
       " 'PJ Sangwan': 36,\n",
       " 'NS Naik': 33,\n",
       " 'J Suchith': 33,\n",
       " 'MS Wade': 33,\n",
       " 'S Chanderpaul': 33,\n",
       " 'JO Holder': 32,\n",
       " 'RJ Peterson': 32,\n",
       " 'SP Jackson': 31,\n",
       " 'Sohail Tanvir': 31,\n",
       " 'Sunny Singh': 31,\n",
       " 'C Munro': 31,\n",
       " 'SB Jakati': 30,\n",
       " 'Joginder Sharma': 30,\n",
       " 'Basil Thampi': 30,\n",
       " 'M Muralitharan': 30,\n",
       " 'AJ Tye': 30,\n",
       " 'TD Paine': 29,\n",
       " 'S Narwal': 29,\n",
       " 'YS Chahal': 29,\n",
       " 'AD Nath': 28,\n",
       " 'VY Mahesh': 28,\n",
       " 'S Gopal': 27,\n",
       " 'J Syed Mohammad': 27,\n",
       " 'LPC Silva': 27,\n",
       " 'AN Ahmed': 27,\n",
       " 'JJ Bumrah': 27,\n",
       " 'BMAJ Mendis': 27,\n",
       " 'VH Zol': 26,\n",
       " 'DR Martyn': 26,\n",
       " 'AUK Pathan': 26,\n",
       " 'T Taibu': 26,\n",
       " 'Harpreet Singh': 26,\n",
       " 'SW Tait': 26,\n",
       " 'Vishnu Vinod': 26,\n",
       " 'A Mithun': 26,\n",
       " 'CA Ingram': 26,\n",
       " 'S Badree': 25,\n",
       " 'JM Kemp': 25,\n",
       " 'Imran Tahir': 25,\n",
       " 'R Tewatia': 24,\n",
       " 'J Arunkumar': 24,\n",
       " 'CK Kapugedera': 24,\n",
       " 'D Salunkhe': 24,\n",
       " 'R Shukla': 23,\n",
       " 'DE Bollinger': 23,\n",
       " 'AP Dole': 23,\n",
       " 'A Mukund': 23,\n",
       " 'NL McCullum': 23,\n",
       " 'MA Khote': 22,\n",
       " 'GB Hogg': 22,\n",
       " 'Kuldeep Yadav': 22,\n",
       " 'C Madan': 21,\n",
       " 'NJ Maddinson': 21,\n",
       " 'Parvez Rasool': 20,\n",
       " 'T Kohli': 20,\n",
       " 'Swapnil Singh': 20,\n",
       " 'A Choudhary': 20,\n",
       " 'T Thushara': 19,\n",
       " 'AC Thomas': 19,\n",
       " 'DS Lehmann': 19,\n",
       " 'M Ntini': 19,\n",
       " 'Umar Gul': 19,\n",
       " 'Y Gnaneswara Rao': 18,\n",
       " 'RR Raje': 18,\n",
       " 'KC Cariappa': 18,\n",
       " 'JJ van der Wath': 17,\n",
       " 'X Thalaivan Sargunam': 17,\n",
       " 'R Bishnoi': 17,\n",
       " 'Karanveer Singh': 17,\n",
       " 'SMSM Senanayake': 17,\n",
       " 'T Henderson': 16,\n",
       " 'GR Napier': 16,\n",
       " 'SB Joshi': 16,\n",
       " 'ER Dwivedi': 15,\n",
       " 'CJ McKay': 15,\n",
       " 'UA Birla': 15,\n",
       " 'AG Murtaza': 14,\n",
       " 'P Awana': 14,\n",
       " 'SM Harwood': 14,\n",
       " 'DP Nannes': 13,\n",
       " 'D du Preez': 13,\n",
       " 'MDKJ Perera': 13,\n",
       " 'JD Unadkat': 13,\n",
       " 'J Theron': 13,\n",
       " 'F Behardien': 13,\n",
       " 'AS Rajpoot': 13,\n",
       " 'S Kaul': 13,\n",
       " 'P Sahu': 13,\n",
       " 'ND Doshi': 13,\n",
       " 'DT Patil': 13,\n",
       " 'SA Abbott': 13,\n",
       " 'AR Bawne': 12,\n",
       " 'PSP Handscomb': 12,\n",
       " 'J Yadav': 12,\n",
       " 'AF Milne': 12,\n",
       " 'Harmeet Singh': 12,\n",
       " 'AA Noffke': 12,\n",
       " 'Mohammad Ashraful': 12,\n",
       " 'Washington Sundar': 12,\n",
       " 'Pankaj Singh': 12,\n",
       " 'TS Mills': 11,\n",
       " 'Jaskaran Singh': 11,\n",
       " 'AA Chavan': 11,\n",
       " 'BJ Haddin': 11,\n",
       " 'TM Srivastava': 11,\n",
       " 'A Singh': 10,\n",
       " 'S Ladda': 10,\n",
       " 'CK Langeveldt': 9,\n",
       " 'KAJ Roach': 9,\n",
       " 'DAJ Bracewell': 9,\n",
       " 'DNT Zoysa': 9,\n",
       " 'K Upadhyay': 9,\n",
       " 'Rashid Khan': 9,\n",
       " 'B Laughlin': 9,\n",
       " 'SN Thakur': 9,\n",
       " 'Ankit Soni': 9,\n",
       " 'TA Boult': 8,\n",
       " 'KJ Abbott': 8,\n",
       " 'D Kalyankrishna': 8,\n",
       " 'AN Ghosh': 8,\n",
       " 'Shoaib Akhtar': 8,\n",
       " 'RS Gavaskar': 8,\n",
       " 'A Zampa': 8,\n",
       " 'A Uniyal': 7,\n",
       " 'SS Shaikh': 7,\n",
       " 'A Chandila': 7,\n",
       " 'BA Bhatt': 7,\n",
       " 'VS Malik': 7,\n",
       " 'Younis Khan': 7,\n",
       " 'R Ninan': 6,\n",
       " 'BAW Mendis': 6,\n",
       " 'Shoaib Ahmed': 6,\n",
       " 'DL Chahar': 6,\n",
       " 'Mohammad Asif': 6,\n",
       " 'CJ Jordan': 5,\n",
       " 'FH Edwards': 5,\n",
       " 'DM Bravo': 5,\n",
       " 'SJ Srivastava': 5,\n",
       " 'Kamran Khan': 5,\n",
       " 'GD McGrath': 5,\n",
       " 'H Das': 5,\n",
       " 'I Malhotra': 4,\n",
       " 'BB Sran': 4,\n",
       " 'KP Appanna': 4,\n",
       " 'S Tyagi': 4,\n",
       " 'JE Taylor': 4,\n",
       " 'S Randiv': 4,\n",
       " 'SB Wagh': 3,\n",
       " 'KMDN Kulasekara': 3,\n",
       " 'DJ Muthuswami': 3,\n",
       " 'Mohammad Nabi': 3,\n",
       " 'CRD Fernando': 3,\n",
       " 'VRV Singh': 3,\n",
       " 'Shivam Sharma': 3,\n",
       " 'BE Hendricks': 3,\n",
       " 'P Parameswaran': 3,\n",
       " 'L Ablish': 2,\n",
       " 'RD Chahar': 2,\n",
       " 'RG More': 2,\n",
       " 'M de Lange': 2,\n",
       " 'RR Bhatkal': 2,\n",
       " 'VS Yeligati': 2,\n",
       " 'PM Sarvesh Kumar': 2,\n",
       " 'Abdur Razzak': 2,\n",
       " 'IC Pandey': 2,\n",
       " 'Mashrafe Mortaza': 2,\n",
       " 'RS Sodhi': 2,\n",
       " 'SE Bond': 2,\n",
       " 'LH Ferguson': 1,\n",
       " 'S Kaushik': 1,\n",
       " 'V Pratap Singh': 1,\n",
       " 'NJ Rimmington': 1,\n",
       " 'C Nanda': 1,\n",
       " 'M Ashwin': 1,\n",
       " 'YA Abdulla': 1,\n",
       " 'U Kaul': 1,\n",
       " 'Sunny Gupta': 1,\n",
       " 'DP Vijaykumar': 1}"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "balls_played = {}\n",
    "for batter in batsmen:\n",
    "    balls_played[batter] = ddf['batsman'].value_counts()[batter] # .loc[lambda x: x>50][batter]\n",
    "balls_played"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "def hard_hitting_ability(fours, sixes, balls):\n",
    "    return (fours + sixes)/balls"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "461 461 461\n"
     ]
    }
   ],
   "source": [
    "print(len(fours), len(sixes), len(balls_played))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'V Kohli': 0.15569547796222094,\n",
       " 'G Gambhir': 0.15787940576755025,\n",
       " 'SK Raina': 0.1709706144256456,\n",
       " 'RG Sharma': 0.160965180207697,\n",
       " 'S Dhawan': 0.15707154742096505,\n",
       " 'RV Uthappa': 0.16959459459459458,\n",
       " 'DA Warner': 0.19331495520330808,\n",
       " 'MS Dhoni': 0.15186567164179104,\n",
       " 'AM Rahane': 0.1460415065334358,\n",
       " 'CH Gayle': 0.22235387045813587,\n",
       " 'AB de Villiers': 0.18526228143213988,\n",
       " 'KD Karthik': 0.15127118644067797,\n",
       " 'JH Kallis': 0.13051069402007856,\n",
       " 'BB McCullum': 0.18386061439706555,\n",
       " 'M Vijay': 0.15583173996175909,\n",
       " 'YK Pathan': 0.18737957610789982,\n",
       " 'PA Patel': 0.16116504854368932,\n",
       " 'Yuvraj Singh': 0.16878048780487806,\n",
       " 'SR Tendulkar': 0.15900195694716243,\n",
       " 'AT Rayudu': 0.1446028513238289,\n",
       " 'SR Watson': 0.19497178040020524,\n",
       " 'R Dravid': 0.1548488008342023,\n",
       " 'SE Marsh': 0.18139048614741243,\n",
       " 'MK Pandey': 0.13782219884271435,\n",
       " 'V Sehwag': 0.24004364429896344,\n",
       " 'DR Smith': 0.20077648363838047,\n",
       " 'KA Pollard': 0.1827956989247312,\n",
       " 'MEK Hussey': 0.15169902912621358,\n",
       " 'JP Duminy': 0.1230110159118727,\n",
       " 'AC Gilchrist': 0.21286173633440514,\n",
       " 'DPMD Jayawardene': 0.15768725361366623,\n",
       " 'RA Jadeja': 0.12482853223593965,\n",
       " 'MK Tiwary': 0.13227146814404434,\n",
       " 'KC Sangakkara': 0.15589887640449437,\n",
       " 'NV Ojha': 0.14749262536873156,\n",
       " 'SPD Smith': 0.14703675918979744,\n",
       " 'SC Ganguly': 0.13499245852187028,\n",
       " 'AJ Finch': 0.18031496062992125,\n",
       " 'S Badrinath': 0.1461847389558233,\n",
       " 'WP Saha': 0.15340442986054142,\n",
       " 'SV Samson': 0.14506437768240343,\n",
       " 'BJ Hodge': 0.14310494362532525,\n",
       " 'DA Miller': 0.160352422907489,\n",
       " 'SS Tiwary': 0.12421242124212421,\n",
       " 'DJ Hussey': 0.1362397820163488,\n",
       " 'TM Dilshan': 0.15663801337153774,\n",
       " 'F du Plessis': 0.14189837008628955,\n",
       " 'DJ Bravo': 0.14534883720930233,\n",
       " 'IK Pathan': 0.12791878172588833,\n",
       " 'Mandeep Singh': 0.16204690831556504,\n",
       " 'KK Nair': 0.17330462863293863,\n",
       " 'LMP Simmons': 0.17425968109339407,\n",
       " 'Y Venugopal Rao': 0.13179190751445086,\n",
       " 'LRPL Taylor': 0.1322314049586777,\n",
       " 'ML Hayden': 0.1966626936829559,\n",
       " 'HH Gibbs': 0.13620071684587814,\n",
       " 'A Symonds': 0.147247119078105,\n",
       " 'GJ Maxwell': 0.2282051282051282,\n",
       " 'CL White': 0.14728682170542637,\n",
       " 'MC Henriques': 0.1482444733420026,\n",
       " 'KP Pietersen': 0.17282321899736147,\n",
       " 'M Vohra': 0.17333333333333334,\n",
       " 'MS Bisla': 0.15739484396200815,\n",
       " 'EJG Morgan': 0.14620689655172414,\n",
       " 'JA Morkel': 0.16292134831460675,\n",
       " 'MA Agarwal': 0.16618497109826588,\n",
       " 'GC Smith': 0.14905933429811866,\n",
       " 'KM Jadhav': 0.15350877192982457,\n",
       " 'SS Iyer': 0.16946564885496182,\n",
       " 'STR Binny': 0.1421647819063005,\n",
       " 'AD Mathews': 0.12186978297161936,\n",
       " 'KL Rahul': 0.14358108108108109,\n",
       " 'Harbhajan Singh': 0.19796954314720813,\n",
       " 'AM Nayar': 0.12755102040816327,\n",
       " 'TL Suman': 0.13798977853492334,\n",
       " 'ST Jayasuriya': 0.21465968586387435,\n",
       " 'Q de Kock': 0.196113074204947,\n",
       " 'GJ Bailey': 0.14130434782608695,\n",
       " 'AR Patel': 0.12550607287449392,\n",
       " 'M Manhas': 0.10905349794238683,\n",
       " 'SA Yadav': 0.15657620041753653,\n",
       " 'RS Bopara': 0.11752136752136752,\n",
       " 'PP Chawla': 0.13704496788008566,\n",
       " 'JD Ryder': 0.1888412017167382,\n",
       " 'PC Valthaty': 0.1875,\n",
       " 'HM Amla': 0.1937799043062201,\n",
       " 'CJ Anderson': 0.16908212560386474,\n",
       " 'JP Faulkner': 0.14532019704433496,\n",
       " 'OA Shah': 0.14074074074074075,\n",
       " 'CA Pujara': 0.13399503722084366,\n",
       " 'Shakib Al Hasan': 0.14713216957605985,\n",
       " 'A Mishra': 0.08376963350785341,\n",
       " 'RR Pant': 0.2020997375328084,\n",
       " 'JC Buttler': 0.20266666666666666,\n",
       " 'AL Menaria': 0.11444141689373297,\n",
       " 'J Botha': 0.12087912087912088,\n",
       " 'LR Shukla': 0.13687150837988826,\n",
       " 'N Rana': 0.15774647887323945,\n",
       " 'SA Asnodkar': 0.1875,\n",
       " 'DT Christian': 0.11396011396011396,\n",
       " 'AD Russell': 0.24285714285714285,\n",
       " 'NLTC Perera': 0.15030674846625766,\n",
       " 'KS Williamson': 0.14153846153846153,\n",
       " 'DB Ravi Teja': 0.13538461538461538,\n",
       " 'GH Vihari': 0.07430340557275542,\n",
       " 'P Kumar': 0.12074303405572756,\n",
       " 'MV Boucher': 0.14150943396226415,\n",
       " 'UBT Chand': 0.1305732484076433,\n",
       " 'JR Hopes': 0.1910828025477707,\n",
       " 'KH Pandya': 0.2108626198083067,\n",
       " 'S Sohal': 0.16720257234726688,\n",
       " 'Azhar Mahmood': 0.16720257234726688,\n",
       " 'JEC Franklin': 0.11003236245954692,\n",
       " 'HH Pandya': 0.16993464052287582,\n",
       " 'R Bhatia': 0.12758620689655173,\n",
       " 'AP Tare': 0.17894736842105263,\n",
       " 'KV Sharma': 0.11228070175438597,\n",
       " 'R Vinay Kumar': 0.10175438596491228,\n",
       " 'P Negi': 0.14788732394366197,\n",
       " 'Gurkeerat Singh': 0.16071428571428573,\n",
       " 'DJ Hooda': 0.1444043321299639,\n",
       " 'RA Tripathi': 0.21818181818181817,\n",
       " 'CH Morris': 0.20363636363636364,\n",
       " 'Y Nagar': 0.1070110701107011,\n",
       " 'VVS Laxman': 0.14022140221402213,\n",
       " 'DB Das': 0.14606741573033707,\n",
       " 'CA Lynn': 0.2076923076923077,\n",
       " 'SP Goswami': 0.1076923076923077,\n",
       " 'M Kaif': 0.10852713178294573,\n",
       " 'B Chipli': 0.13671875,\n",
       " 'Ishan Kishan': 0.1843137254901961,\n",
       " 'LA Pomersbach': 0.15139442231075698,\n",
       " 'DJG Sammy': 0.13147410358565736,\n",
       " 'R Ashwin': 0.0975609756097561,\n",
       " 'K Goel': 0.1087866108786611,\n",
       " 'RN ten Doeschate': 0.1722689075630252,\n",
       " 'R Sathish': 0.11864406779661017,\n",
       " 'BA Stokes': 0.16299559471365638,\n",
       " 'SK Warne': 0.091324200913242,\n",
       " 'AA Jhunjhunwala': 0.11009174311926606,\n",
       " 'MD Mishra': 0.15023474178403756,\n",
       " 'MR Marsh': 0.11442786069651742,\n",
       " 'MJ Lumb': 0.25757575757575757,\n",
       " 'A Ashish Reddy': 0.15816326530612246,\n",
       " 'SP Narine': 0.24870466321243523,\n",
       " 'SM Katich': 0.17801047120418848,\n",
       " 'YV Takawale': 0.15846994535519127,\n",
       " 'FY Fazal': 0.12849162011173185,\n",
       " 'R McLaren': 0.08426966292134831,\n",
       " 'MN Samuels': 0.09195402298850575,\n",
       " 'SW Billings': 0.16184971098265896,\n",
       " 'Salman Butt': 0.18604651162790697,\n",
       " 'AS Raut': 0.11627906976744186,\n",
       " 'SP Fleming': 0.17543859649122806,\n",
       " 'PA Reddy': 0.10179640718562874,\n",
       " 'DW Steyn': 0.10559006211180125,\n",
       " 'AB Agarkar': 0.1125,\n",
       " 'B Kumar': 0.1125,\n",
       " 'PD Collingwood': 0.13836477987421383,\n",
       " 'CM Gautam': 0.14556962025316456,\n",
       " 'MG Johnson': 0.09554140127388536,\n",
       " 'TM Head': 0.13245033112582782,\n",
       " 'BJ Rohrer': 0.1780821917808219,\n",
       " 'RE van der Merwe': 0.13194444444444445,\n",
       " 'MJ Guptill': 0.1958041958041958,\n",
       " 'N Saini': 0.11188811188811189,\n",
       " 'AC Voges': 0.1258741258741259,\n",
       " 'DH Yagnik': 0.176056338028169,\n",
       " 'P Dogra': 0.06382978723404255,\n",
       " 'Z Khan': 0.09219858156028368,\n",
       " 'MP Stoinis': 0.1323529411764706,\n",
       " 'R Dhawan': 0.1259259259259259,\n",
       " 'MN van Wyk': 0.14814814814814814,\n",
       " 'SB Styris': 0.09701492537313433,\n",
       " 'MC Juneja': 0.08955223880597014,\n",
       " 'W Jaffer': 0.13178294573643412,\n",
       " 'RT Ponting': 0.05426356589147287,\n",
       " 'Bipul Sharma': 0.16129032258064516,\n",
       " 'MF Maharoof': 0.1693548387096774,\n",
       " 'Niraj Patel': 0.12096774193548387,\n",
       " 'S Anirudha': 0.1322314049586777,\n",
       " 'CJ Ferguson': 0.07563025210084033,\n",
       " 'DL Vettori': 0.11016949152542373,\n",
       " 'BB Samantray': 0.12931034482758622,\n",
       " 'SM Pollock': 0.1724137931034483,\n",
       " 'S Vidyut': 0.20869565217391303,\n",
       " 'RJ Harris': 0.08035714285714286,\n",
       " 'JDP Oram': 0.1,\n",
       " 'M Kartik': 0.07339449541284404,\n",
       " 'Sachin Baby': 0.1509433962264151,\n",
       " 'RJ Quiney': 0.14285714285714285,\n",
       " 'UT Khawaja': 0.1619047619047619,\n",
       " 'MM Sharma': 0.11538461538461539,\n",
       " 'AB McDonald': 0.1262135922330097,\n",
       " 'SL Malinga': 0.10679611650485436,\n",
       " 'SN Khan': 0.24271844660194175,\n",
       " 'DJ Harris': 0.1553398058252427,\n",
       " 'B Lee': 0.1568627450980392,\n",
       " 'DS Kulkarni': 0.07920792079207921,\n",
       " 'DJ Jacobs': 0.13861386138613863,\n",
       " 'IR Jaggi': 0.06,\n",
       " 'MA Starc': 0.10204081632653061,\n",
       " 'PR Shah': 0.1134020618556701,\n",
       " 'MJ Clarke': 0.125,\n",
       " 'UT Yadav': 0.11578947368421053,\n",
       " 'D Wiese': 0.1702127659574468,\n",
       " 'M Morkel': 0.17204301075268819,\n",
       " 'SD Chitnis': 0.13043478260869565,\n",
       " 'C de Grandhomme': 0.17391304347826086,\n",
       " 'AC Blizzard': 0.25274725274725274,\n",
       " 'AA Bilakhia': 0.056818181818181816,\n",
       " 'Iqbal Abdulla': 0.11627906976744186,\n",
       " 'Mohammad Hafeez': 0.10714285714285714,\n",
       " 'Misbah-ul-Haq': 0.1951219512195122,\n",
       " 'S Rana': 0.12195121951219512,\n",
       " 'WD Parnell': 0.0625,\n",
       " 'AD Mascarenhas': 0.0759493670886076,\n",
       " 'M Klinger': 0.11538461538461539,\n",
       " 'RP Singh': 0.038461538461538464,\n",
       " 'RR Sarwan': 0.08974358974358974,\n",
       " 'Kamran Akmal': 0.2692307692307692,\n",
       " 'V Shankar': 0.16883116883116883,\n",
       " 'AP Majumdar': 0.11688311688311688,\n",
       " 'R Sharma': 0.1038961038961039,\n",
       " 'WA Mota': 0.02631578947368421,\n",
       " 'MS Gony': 0.18421052631578946,\n",
       " 'A Chopra': 0.09333333333333334,\n",
       " 'RE Levi': 0.1891891891891892,\n",
       " 'WPUJC Vaas': 0.0684931506849315,\n",
       " 'LA Carseldine': 0.15492957746478872,\n",
       " 'S Nadeem': 0.014084507042253521,\n",
       " 'KK Cooper': 0.24285714285714285,\n",
       " 'M Rawat': 0.07142857142857142,\n",
       " 'BCJ Cutting': 0.2714285714285714,\n",
       " 'Anirudh Singh': 0.10144927536231885,\n",
       " 'Ankit Sharma': 0.15942028985507245,\n",
       " 'K Rabada': 0.08823529411764706,\n",
       " 'Yashpal Singh': 0.07462686567164178,\n",
       " 'RR Powar': 0.109375,\n",
       " 'LJ Wright': 0.30158730158730157,\n",
       " 'A Nehra': 0.06349206349206349,\n",
       " 'SK Trivedi': 0.06557377049180328,\n",
       " 'AG Paunikar': 0.14754098360655737,\n",
       " 'S Aravind': 0.11864406779661017,\n",
       " 'I Sharma': 0.06779661016949153,\n",
       " 'TR Birt': 0.1864406779661017,\n",
       " 'SB Bangar': 0.06896551724137931,\n",
       " 'B Akhil': 0.17543859649122806,\n",
       " 'A Flintoff': 0.12280701754385964,\n",
       " 'S Sreesanth': 0.10526315789473684,\n",
       " 'VR Aaron': 0.07142857142857142,\n",
       " 'CR Brathwaite': 0.2857142857142857,\n",
       " 'PJ Cummins': 0.16071428571428573,\n",
       " 'DJ Thornely': 0.07407407407407407,\n",
       " 'NM Coulter-Nile': 0.1320754716981132,\n",
       " 'KB Arun Karthik': 0.09433962264150944,\n",
       " 'RV Gomez': 0.11320754716981132,\n",
       " 'R Rampaul': 0.09615384615384616,\n",
       " 'RR Rossouw': 0.11764705882352941,\n",
       " 'AB Dinda': 0.04,\n",
       " 'L Balaji': 0.06,\n",
       " 'Shoaib Malik': 0.10204081632653061,\n",
       " 'A Kumble': 0.061224489795918366,\n",
       " 'CR Woakes': 0.10638297872340426,\n",
       " 'Shahid Afridi': 0.2826086956521739,\n",
       " 'JDS Neesham': 0.08695652173913043,\n",
       " 'Mohammed Shami': 0.13043478260869565,\n",
       " 'MJ McClenaghan': 0.17777777777777778,\n",
       " 'PP Ojha': 0.0,\n",
       " 'AB Barath': 0.13953488372093023,\n",
       " 'Anureet Singh': 0.06976744186046512,\n",
       " 'MM Patel': 0.12195121951219512,\n",
       " 'JJ Roy': 0.24390243902439024,\n",
       " 'AS Yadav': 0.175,\n",
       " 'PV Tambe': 0.02564102564102564,\n",
       " 'KW Richardson': 0.07692307692307693,\n",
       " 'B Sumanth': 0.07894736842105263,\n",
       " 'S Sriram': 0.07894736842105263,\n",
       " 'HV Patel': 0.13157894736842105,\n",
       " 'L Ronchi': 0.1891891891891892,\n",
       " 'TG Southee': 0.16666666666666666,\n",
       " 'Sandeep Sharma': 0.027777777777777776,\n",
       " 'BR Dunk': 0.19444444444444445,\n",
       " 'PJ Sangwan': 0.027777777777777776,\n",
       " 'NS Naik': 0.030303030303030304,\n",
       " 'MS Wade': 0.0,\n",
       " 'S Chanderpaul': 0.12121212121212122,\n",
       " 'J Suchith': 0.18181818181818182,\n",
       " 'JO Holder': 0.1875,\n",
       " 'RJ Peterson': 0.125,\n",
       " 'Sohail Tanvir': 0.12903225806451613,\n",
       " 'C Munro': 0.0967741935483871,\n",
       " 'Sunny Singh': 0.22580645161290322,\n",
       " 'SP Jackson': 0.16129032258064516,\n",
       " 'AJ Tye': 0.23333333333333334,\n",
       " 'M Muralitharan': 0.03333333333333333,\n",
       " 'Joginder Sharma': 0.1,\n",
       " 'Basil Thampi': 0.06666666666666667,\n",
       " 'SB Jakati': 0.1,\n",
       " 'YS Chahal': 0.0,\n",
       " 'S Narwal': 0.20689655172413793,\n",
       " 'TD Paine': 0.0,\n",
       " 'VY Mahesh': 0.0,\n",
       " 'AD Nath': 0.03571428571428571,\n",
       " 'LPC Silva': 0.2222222222222222,\n",
       " 'S Gopal': 0.037037037037037035,\n",
       " 'BMAJ Mendis': 0.0,\n",
       " 'JJ Bumrah': 0.07407407407407407,\n",
       " 'J Syed Mohammad': 0.14814814814814814,\n",
       " 'AN Ahmed': 0.18518518518518517,\n",
       " 'A Mithun': 0.19230769230769232,\n",
       " 'Harpreet Singh': 0.0,\n",
       " 'SW Tait': 0.07692307692307693,\n",
       " 'AUK Pathan': 0.2692307692307692,\n",
       " 'DR Martyn': 0.038461538461538464,\n",
       " 'VH Zol': 0.15384615384615385,\n",
       " 'T Taibu': 0.11538461538461539,\n",
       " 'CA Ingram': 0.07692307692307693,\n",
       " 'Vishnu Vinod': 0.07692307692307693,\n",
       " 'JM Kemp': 0.08,\n",
       " 'Imran Tahir': 0.12,\n",
       " 'S Badree': 0.0,\n",
       " 'R Tewatia': 0.20833333333333334,\n",
       " 'J Arunkumar': 0.20833333333333334,\n",
       " 'CK Kapugedera': 0.0,\n",
       " 'D Salunkhe': 0.20833333333333334,\n",
       " 'R Shukla': 0.08695652173913043,\n",
       " 'NL McCullum': 0.043478260869565216,\n",
       " 'A Mukund': 0.043478260869565216,\n",
       " 'AP Dole': 0.17391304347826086,\n",
       " 'DE Bollinger': 0.08695652173913043,\n",
       " 'MA Khote': 0.13636363636363635,\n",
       " 'Kuldeep Yadav': 0.09090909090909091,\n",
       " 'GB Hogg': 0.045454545454545456,\n",
       " 'NJ Maddinson': 0.19047619047619047,\n",
       " 'C Madan': 0.14285714285714285,\n",
       " 'A Choudhary': 0.1,\n",
       " 'Swapnil Singh': 0.0,\n",
       " 'Parvez Rasool': 0.05,\n",
       " 'T Kohli': 0.05,\n",
       " 'DS Lehmann': 0.15789473684210525,\n",
       " 'T Thushara': 0.0,\n",
       " 'M Ntini': 0.10526315789473684,\n",
       " 'Umar Gul': 0.3157894736842105,\n",
       " 'AC Thomas': 0.10526315789473684,\n",
       " 'KC Cariappa': 0.05555555555555555,\n",
       " 'Y Gnaneswara Rao': 0.16666666666666666,\n",
       " 'RR Raje': 0.1111111111111111,\n",
       " 'R Bishnoi': 0.17647058823529413,\n",
       " 'JJ van der Wath': 0.11764705882352941,\n",
       " 'SMSM Senanayake': 0.0,\n",
       " 'X Thalaivan Sargunam': 0.0,\n",
       " 'Karanveer Singh': 0.058823529411764705,\n",
       " 'SB Joshi': 0.0,\n",
       " 'GR Napier': 0.0625,\n",
       " 'T Henderson': 0.0625,\n",
       " 'ER Dwivedi': 0.26666666666666666,\n",
       " 'CJ McKay': 0.0,\n",
       " 'UA Birla': 0.06666666666666667,\n",
       " 'P Awana': 0.0,\n",
       " 'AG Murtaza': 0.07142857142857142,\n",
       " 'SM Harwood': 0.0,\n",
       " 'DT Patil': 0.07692307692307693,\n",
       " 'D du Preez': 0.0,\n",
       " 'P Sahu': 0.15384615384615385,\n",
       " 'MDKJ Perera': 0.23076923076923078,\n",
       " 'AS Rajpoot': 0.07692307692307693,\n",
       " 'J Theron': 0.07692307692307693,\n",
       " 'F Behardien': 0.15384615384615385,\n",
       " 'ND Doshi': 0.0,\n",
       " 'S Kaul': 0.0,\n",
       " 'SA Abbott': 0.15384615384615385,\n",
       " 'DP Nannes': 0.0,\n",
       " 'JD Unadkat': 0.0,\n",
       " 'Harmeet Singh': 0.25,\n",
       " 'AF Milne': 0.0,\n",
       " 'AA Noffke': 0.08333333333333333,\n",
       " 'AR Bawne': 0.08333333333333333,\n",
       " 'PSP Handscomb': 0.0,\n",
       " 'Washington Sundar': 0.0,\n",
       " 'Mohammad Ashraful': 0.0,\n",
       " 'Pankaj Singh': 0.0,\n",
       " 'J Yadav': 0.0,\n",
       " 'BJ Haddin': 0.2727272727272727,\n",
       " 'TS Mills': 0.09090909090909091,\n",
       " 'AA Chavan': 0.18181818181818182,\n",
       " 'TM Srivastava': 0.0,\n",
       " 'Jaskaran Singh': 0.0,\n",
       " 'S Ladda': 0.0,\n",
       " 'A Singh': 0.0,\n",
       " 'DAJ Bracewell': 0.1111111111111111,\n",
       " 'Rashid Khan': 0.1111111111111111,\n",
       " 'SN Thakur': 0.1111111111111111,\n",
       " 'DNT Zoysa': 0.1111111111111111,\n",
       " 'KAJ Roach': 0.1111111111111111,\n",
       " 'K Upadhyay': 0.1111111111111111,\n",
       " 'CK Langeveldt': 0.1111111111111111,\n",
       " 'Ankit Soni': 0.1111111111111111,\n",
       " 'B Laughlin': 0.0,\n",
       " 'D Kalyankrishna': 0.0,\n",
       " 'KJ Abbott': 0.125,\n",
       " 'TA Boult': 0.0,\n",
       " 'RS Gavaskar': 0.0,\n",
       " 'A Zampa': 0.125,\n",
       " 'Shoaib Akhtar': 0.0,\n",
       " 'AN Ghosh': 0.125,\n",
       " 'VS Malik': 0.14285714285714285,\n",
       " 'A Uniyal': 0.0,\n",
       " 'SS Shaikh': 0.14285714285714285,\n",
       " 'Younis Khan': 0.0,\n",
       " 'BA Bhatt': 0.14285714285714285,\n",
       " 'A Chandila': 0.0,\n",
       " 'R Ninan': 0.0,\n",
       " 'Shoaib Ahmed': 0.0,\n",
       " 'BAW Mendis': 0.0,\n",
       " 'Mohammad Asif': 0.0,\n",
       " 'DL Chahar': 0.3333333333333333,\n",
       " 'H Das': 0.0,\n",
       " 'GD McGrath': 0.2,\n",
       " 'Kamran Khan': 0.0,\n",
       " 'SJ Srivastava': 0.0,\n",
       " 'CJ Jordan': 0.0,\n",
       " 'FH Edwards': 0.0,\n",
       " 'DM Bravo': 0.2,\n",
       " 'BB Sran': 0.0,\n",
       " 'S Tyagi': 0.0,\n",
       " 'S Randiv': 0.0,\n",
       " 'JE Taylor': 0.0,\n",
       " 'KP Appanna': 0.0,\n",
       " 'I Malhotra': 0.25,\n",
       " 'Shivam Sharma': 0.3333333333333333,\n",
       " 'CRD Fernando': 0.0,\n",
       " 'P Parameswaran': 0.0,\n",
       " 'BE Hendricks': 0.0,\n",
       " 'DJ Muthuswami': 0.0,\n",
       " 'KMDN Kulasekara': 0.3333333333333333,\n",
       " 'SB Wagh': 0.0,\n",
       " 'Mohammad Nabi': 0.0,\n",
       " 'VRV Singh': 0.3333333333333333,\n",
       " 'M de Lange': 0.0,\n",
       " 'PM Sarvesh Kumar': 0.0,\n",
       " 'L Ablish': 0.0,\n",
       " 'VS Yeligati': 0.0,\n",
       " 'RR Bhatkal': 0.0,\n",
       " 'Mashrafe Mortaza': 0.0,\n",
       " 'SE Bond': 0.0,\n",
       " 'IC Pandey': 0.0,\n",
       " 'RS Sodhi': 0.5,\n",
       " 'RG More': 0.0,\n",
       " 'RD Chahar': 0.0,\n",
       " 'Abdur Razzak': 0.0,\n",
       " 'M Ashwin': 0.0,\n",
       " 'DP Vijaykumar': 0.0,\n",
       " 'V Pratap Singh': 0.0,\n",
       " 'U Kaul': 0.0,\n",
       " 'LH Ferguson': 0.0,\n",
       " 'C Nanda': 0.0,\n",
       " 'NJ Rimmington': 0.0,\n",
       " 'Sunny Gupta': 0.0,\n",
       " 'S Kaushik': 0.0,\n",
       " 'YA Abdulla': 0.0}"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hardHitting = {}\n",
    "for batter in batsmen:\n",
    "    hardHitting[batter] = hard_hitting_ability(fours[batter], sixes[batter], balls_played[batter])\n",
    "hardHitting"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Finisher"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>match_id</th>\n",
       "      <th>inning</th>\n",
       "      <th>batting_team</th>\n",
       "      <th>bowling_team</th>\n",
       "      <th>over</th>\n",
       "      <th>ball</th>\n",
       "      <th>batsman</th>\n",
       "      <th>non_striker</th>\n",
       "      <th>bowler</th>\n",
       "      <th>is_super_over</th>\n",
       "      <th>...</th>\n",
       "      <th>bye_runs</th>\n",
       "      <th>legbye_runs</th>\n",
       "      <th>noball_runs</th>\n",
       "      <th>penalty_runs</th>\n",
       "      <th>batsman_runs</th>\n",
       "      <th>extra_runs</th>\n",
       "      <th>total_runs</th>\n",
       "      <th>player_dismissed</th>\n",
       "      <th>dismissal_kind</th>\n",
       "      <th>fielder</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Sunrisers Hyderabad</td>\n",
       "      <td>Royal Challengers Bangalore</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>DA Warner</td>\n",
       "      <td>S Dhawan</td>\n",
       "      <td>TS Mills</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Sunrisers Hyderabad</td>\n",
       "      <td>Royal Challengers Bangalore</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>DA Warner</td>\n",
       "      <td>S Dhawan</td>\n",
       "      <td>TS Mills</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Sunrisers Hyderabad</td>\n",
       "      <td>Royal Challengers Bangalore</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>DA Warner</td>\n",
       "      <td>S Dhawan</td>\n",
       "      <td>TS Mills</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Sunrisers Hyderabad</td>\n",
       "      <td>Royal Challengers Bangalore</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>DA Warner</td>\n",
       "      <td>S Dhawan</td>\n",
       "      <td>TS Mills</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Sunrisers Hyderabad</td>\n",
       "      <td>Royal Challengers Bangalore</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>DA Warner</td>\n",
       "      <td>S Dhawan</td>\n",
       "      <td>TS Mills</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 21 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   match_id  inning         batting_team                 bowling_team  over  \\\n",
       "0         1       1  Sunrisers Hyderabad  Royal Challengers Bangalore     1   \n",
       "1         1       1  Sunrisers Hyderabad  Royal Challengers Bangalore     1   \n",
       "2         1       1  Sunrisers Hyderabad  Royal Challengers Bangalore     1   \n",
       "3         1       1  Sunrisers Hyderabad  Royal Challengers Bangalore     1   \n",
       "4         1       1  Sunrisers Hyderabad  Royal Challengers Bangalore     1   \n",
       "\n",
       "   ball    batsman non_striker    bowler  is_super_over  ...  bye_runs  \\\n",
       "0     1  DA Warner    S Dhawan  TS Mills              0  ...         0   \n",
       "1     2  DA Warner    S Dhawan  TS Mills              0  ...         0   \n",
       "2     3  DA Warner    S Dhawan  TS Mills              0  ...         0   \n",
       "3     4  DA Warner    S Dhawan  TS Mills              0  ...         0   \n",
       "4     5  DA Warner    S Dhawan  TS Mills              0  ...         0   \n",
       "\n",
       "   legbye_runs  noball_runs  penalty_runs  batsman_runs  extra_runs  \\\n",
       "0            0            0             0             0           0   \n",
       "1            0            0             0             0           0   \n",
       "2            0            0             0             4           0   \n",
       "3            0            0             0             0           0   \n",
       "4            0            0             0             0           2   \n",
       "\n",
       "   total_runs  player_dismissed dismissal_kind fielder  \n",
       "0           0               NaN            NaN     NaN  \n",
       "1           0               NaN            NaN     NaN  \n",
       "2           4               NaN            NaN     NaN  \n",
       "3           0               NaN            NaN     NaN  \n",
       "4           2               NaN            NaN     NaN  \n",
       "\n",
       "[5 rows x 21 columns]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ddf.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "146"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(ddf['match_id'].loc[ddf['batsman'] == batsmen[1]].unique())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "('G Gambhir', 131)"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "batsmen[1],len(ddf['player_dismissed'].loc[ddf['player_dismissed'] == batsmen[1]])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'V Kohli': 0.16312056737588654,\n",
       " 'G Gambhir': 0.10273972602739725,\n",
       " 'SK Raina': 0.1464968152866242,\n",
       " 'RG Sharma': 0.1568627450980392,\n",
       " 'S Dhawan': 0.1349206349206349,\n",
       " 'RV Uthappa': 0.1048951048951049,\n",
       " 'DA Warner': 0.12280701754385964,\n",
       " 'MS Dhoni': 0.34265734265734266,\n",
       " 'AM Rahane': 0.13333333333333333,\n",
       " 'CH Gayle': 0.11,\n",
       " 'AB de Villiers': 0.2288135593220339,\n",
       " 'KD Karthik': 0.12686567164179105,\n",
       " 'JH Kallis': 0.10526315789473684,\n",
       " 'BB McCullum': 0.04854368932038835,\n",
       " 'M Vijay': 0.04040404040404041,\n",
       " 'YK Pathan': 0.2631578947368421,\n",
       " 'PA Patel': 0.07758620689655173,\n",
       " 'Yuvraj Singh': 0.12931034482758622,\n",
       " 'SR Tendulkar': 0.11538461538461539,\n",
       " 'AT Rayudu': 0.1523809523809524,\n",
       " 'SR Watson': 0.1326530612244898,\n",
       " 'R Dravid': 0.06097560975609756,\n",
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       " 'V Sehwag': 0.04807692307692308,\n",
       " 'DR Smith': 0.045454545454545456,\n",
       " 'KA Pollard': 0.26785714285714285,\n",
       " 'MEK Hussey': 0.1206896551724138,\n",
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       " 'KC Sangakkara': 0.04411764705882353,\n",
       " 'NV Ojha': 0.20430107526881722,\n",
       " 'SPD Smith': 0.25806451612903225,\n",
       " 'SC Ganguly': 0.05357142857142857,\n",
       " 'AJ Finch': 0.078125,\n",
       " 'S Badrinath': 0.27692307692307694,\n",
       " 'WP Saha': 0.21794871794871795,\n",
       " 'SV Samson': 0.0967741935483871,\n",
       " 'BJ Hodge': 0.3333333333333333,\n",
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       " 'SS Tiwary': 0.296875,\n",
       " 'DJ Hussey': 0.19672131147540983,\n",
       " 'TM Dilshan': 0.14,\n",
       " 'F du Plessis': 0.06521739130434782,\n",
       " 'DJ Bravo': 0.32098765432098764,\n",
       " 'IK Pathan': 0.35365853658536583,\n",
       " 'Mandeep Singh': 0.05172413793103448,\n",
       " 'KK Nair': 0.08,\n",
       " 'LMP Simmons': 0.06896551724137931,\n",
       " 'Y Venugopal Rao': 0.15384615384615385,\n",
       " 'LRPL Taylor': 0.25925925925925924,\n",
       " 'ML Hayden': 0.03125,\n",
       " 'HH Gibbs': 0.1111111111111111,\n",
       " 'A Symonds': 0.25,\n",
       " 'GJ Maxwell': 0.10909090909090909,\n",
       " 'CL White': 0.2,\n",
       " 'MC Henriques': 0.32,\n",
       " 'KP Pietersen': 0.2222222222222222,\n",
       " 'M Vohra': 0.04878048780487805,\n",
       " 'MS Bisla': 0.02564102564102564,\n",
       " 'EJG Morgan': 0.1111111111111111,\n",
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       " 'MA Agarwal': 0.041666666666666664,\n",
       " 'GC Smith': 0.10344827586206896,\n",
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       " 'STR Binny': 0.32142857142857145,\n",
       " 'AD Mathews': 0.24390243902439024,\n",
       " 'KL Rahul': 0.2,\n",
       " 'Harbhajan Singh': 0.3780487804878049,\n",
       " 'AM Nayar': 0.24,\n",
       " 'TL Suman': 0.1794871794871795,\n",
       " 'ST Jayasuriya': 0.06666666666666667,\n",
       " 'Q de Kock': 0.038461538461538464,\n",
       " 'GJ Bailey': 0.25,\n",
       " 'AR Patel': 0.2857142857142857,\n",
       " 'M Manhas': 0.39473684210526316,\n",
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       " 'PP Chawla': 0.35384615384615387,\n",
       " 'JD Ryder': 0.034482758620689655,\n",
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       " 'CA Pujara': 0.13636363636363635,\n",
       " 'Shakib Al Hasan': 0.25,\n",
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       " 'J Botha': 0.2857142857142857,\n",
       " 'LR Shukla': 0.18181818181818182,\n",
       " 'N Rana': 0.06666666666666667,\n",
       " 'SA Asnodkar': -0.05263157894736842,\n",
       " 'DT Christian': 0.25806451612903225,\n",
       " 'AD Russell': 0.12,\n",
       " 'NLTC Perera': 0.26666666666666666,\n",
       " 'KS Williamson': 0.13333333333333333,\n",
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       " 'Gurkeerat Singh': 0.125,\n",
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       " 'RA Tripathi': 0.0,\n",
       " 'CH Morris': 0.5714285714285714,\n",
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       " 'DB Das': 0.36363636363636365,\n",
       " 'CA Lynn': 0.16666666666666666,\n",
       " 'SP Goswami': 0.0625,\n",
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       " 'B Chipli': 0.2857142857142857,\n",
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       " 'DJG Sammy': 0.25,\n",
       " 'R Ashwin': 0.3888888888888889,\n",
       " 'K Goel': 0.0625,\n",
       " 'RN ten Doeschate': 0.3333333333333333,\n",
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       " 'SK Warne': 0.25925925925925924,\n",
       " 'AA Jhunjhunwala': 0.13333333333333333,\n",
       " 'MD Mishra': 0.058823529411764705,\n",
       " 'MR Marsh': 0.14285714285714285,\n",
       " 'MJ Lumb': 0.0,\n",
       " 'A Ashish Reddy': 0.34782608695652173,\n",
       " 'SP Narine': 0.3333333333333333,\n",
       " 'SM Katich': 0.09090909090909091,\n",
       " 'YV Takawale': 0.2,\n",
       " 'FY Fazal': 0.09090909090909091,\n",
       " 'R McLaren': 0.38461538461538464,\n",
       " 'MN Samuels': 0.07142857142857142,\n",
       " 'SW Billings': 0.0,\n",
       " 'Salman Butt': 0.0,\n",
       " 'AS Raut': 0.4375,\n",
       " 'SP Fleming': 0.1,\n",
       " 'PA Reddy': 0.0,\n",
       " 'DW Steyn': 0.3125,\n",
       " 'AB Agarkar': 0.4444444444444444,\n",
       " 'B Kumar': 0.42424242424242425,\n",
       " 'PD Collingwood': 0.2857142857142857,\n",
       " 'CM Gautam': 0.23076923076923078,\n",
       " 'MG Johnson': 0.5,\n",
       " 'TM Head': 0.3,\n",
       " 'BJ Rohrer': 0.125,\n",
       " 'RE van der Merwe': 0.26666666666666666,\n",
       " 'MJ Guptill': 0.1,\n",
       " 'N Saini': 0.0,\n",
       " 'AC Voges': 0.42857142857142855,\n",
       " 'DH Yagnik': 0.4117647058823529,\n",
       " 'P Dogra': 0.08333333333333333,\n",
       " 'Z Khan': 0.48148148148148145,\n",
       " 'MP Stoinis': 0.125,\n",
       " 'R Dhawan': 0.5625,\n",
       " 'MN van Wyk': 0.4,\n",
       " 'SB Styris': 0.3,\n",
       " 'MC Juneja': 0.0,\n",
       " 'W Jaffer': 0.0,\n",
       " 'RT Ponting': 0.0,\n",
       " 'Bipul Sharma': 0.5294117647058824,\n",
       " 'MF Maharoof': 0.2857142857142857,\n",
       " 'Niraj Patel': 0.3333333333333333,\n",
       " 'S Anirudha': 0.3333333333333333,\n",
       " 'CJ Ferguson': 0.25,\n",
       " 'DL Vettori': 0.5,\n",
       " 'BB Samantray': 0.375,\n",
       " 'SM Pollock': 0.0,\n",
       " 'S Vidyut': 0.0,\n",
       " 'RJ Harris': 0.42857142857142855,\n",
       " 'JDP Oram': 0.2727272727272727,\n",
       " 'M Kartik': 0.5,\n",
       " 'Sachin Baby': 0.2,\n",
       " 'RJ Quiney': 0.0,\n",
       " 'UT Khawaja': 0.0,\n",
       " 'MM Sharma': 0.3,\n",
       " 'AB McDonald': 0.4444444444444444,\n",
       " 'SL Malinga': 0.2,\n",
       " 'SN Khan': 0.45454545454545453,\n",
       " 'DJ Harris': 0.0,\n",
       " 'B Lee': 0.47368421052631576,\n",
       " 'DS Kulkarni': 0.5,\n",
       " 'DJ Jacobs': 0.0,\n",
       " 'IR Jaggi': 0.2857142857142857,\n",
       " 'MA Starc': 0.36363636363636365,\n",
       " 'PR Shah': 0.1111111111111111,\n",
       " 'MJ Clarke': 0.0,\n",
       " 'UT Yadav': 0.6956521739130435,\n",
       " 'D Wiese': 0.5,\n",
       " 'M Morkel': 0.45,\n",
       " 'SD Chitnis': 0.125,\n",
       " 'C de Grandhomme': 0.1111111111111111,\n",
       " 'AC Blizzard': 0.0,\n",
       " 'AA Bilakhia': 0.2857142857142857,\n",
       " 'Iqbal Abdulla': 0.8461538461538461,\n",
       " 'Mohammad Hafeez': 0.125,\n",
       " 'Misbah-ul-Haq': 0.125,\n",
       " 'S Rana': 0.5,\n",
       " 'WD Parnell': 0.25,\n",
       " 'AD Mascarenhas': 0.18181818181818182,\n",
       " 'M Klinger': 0.0,\n",
       " 'RP Singh': 0.4642857142857143,\n",
       " 'RR Sarwan': 0.0,\n",
       " 'Kamran Akmal': 0.16666666666666666,\n",
       " 'V Shankar': 0.5,\n",
       " 'AP Majumdar': 0.0,\n",
       " 'R Sharma': 0.2631578947368421,\n",
       " 'WA Mota': 0.25,\n",
       " 'MS Gony': 0.3333333333333333,\n",
       " 'A Chopra': 0.0,\n",
       " 'RE Levi': 0.0,\n",
       " 'WPUJC Vaas': 0.2727272727272727,\n",
       " 'LA Carseldine': 0.2,\n",
       " 'S Nadeem': 0.25,\n",
       " 'KK Cooper': 0.25,\n",
       " 'M Rawat': 0.5454545454545454,\n",
       " 'BCJ Cutting': 0.375,\n",
       " 'Anirudh Singh': 0.0,\n",
       " 'Ankit Sharma': 0.3,\n",
       " 'K Rabada': 0.0,\n",
       " 'Yashpal Singh': 0.0,\n",
       " 'RR Powar': 0.6666666666666666,\n",
       " 'LJ Wright': 0.0,\n",
       " 'A Nehra': 0.5882352941176471,\n",
       " 'SK Trivedi': 0.5,\n",
       " 'AG Paunikar': 0.0,\n",
       " 'S Aravind': 0.6,\n",
       " 'I Sharma': 0.6470588235294118,\n",
       " 'TR Birt': 0.0,\n",
       " 'SB Bangar': 0.0,\n",
       " 'B Akhil': 0.45454545454545453,\n",
       " 'A Flintoff': 0.3333333333333333,\n",
       " 'S Sreesanth': 0.6666666666666666,\n",
       " 'VR Aaron': 0.5555555555555556,\n",
       " 'CR Brathwaite': 0.0,\n",
       " 'PJ Cummins': 0.3333333333333333,\n",
       " 'DJ Thornely': 0.25,\n",
       " 'NM Coulter-Nile': 0.2727272727272727,\n",
       " 'KB Arun Karthik': 0.375,\n",
       " 'RV Gomez': 0.4444444444444444,\n",
       " 'R Rampaul': 0.2857142857142857,\n",
       " 'RR Rossouw': 0.0,\n",
       " 'AB Dinda': 0.375,\n",
       " 'L Balaji': 0.38461538461538464,\n",
       " 'Shoaib Malik': 0.2,\n",
       " 'A Kumble': 0.8,\n",
       " 'CR Woakes': 0.42857142857142855,\n",
       " 'Shahid Afridi': 0.1111111111111111,\n",
       " 'JDS Neesham': 0.0,\n",
       " 'Mohammed Shami': 0.46153846153846156,\n",
       " 'MJ McClenaghan': 0.3333333333333333,\n",
       " 'PP Ojha': 0.3684210526315789,\n",
       " 'AB Barath': 0.3333333333333333,\n",
       " 'Anureet Singh': 0.42857142857142855,\n",
       " 'MM Patel': 0.5,\n",
       " 'JJ Roy': 0.3333333333333333,\n",
       " 'AS Yadav': 0.16666666666666666,\n",
       " 'PV Tambe': 0.6666666666666666,\n",
       " 'KW Richardson': 0.25,\n",
       " 'B Sumanth': 0.75,\n",
       " 'S Sriram': 0.0,\n",
       " 'HV Patel': 0.25,\n",
       " 'L Ronchi': 0.0,\n",
       " 'TG Southee': 0.25,\n",
       " 'Sandeep Sharma': 0.9090909090909091,\n",
       " 'BR Dunk': 0.0,\n",
       " 'PJ Sangwan': 0.5,\n",
       " 'NS Naik': 0.0,\n",
       " 'MS Wade': 0.0,\n",
       " 'S Chanderpaul': 0.0,\n",
       " 'J Suchith': 0.8,\n",
       " 'JO Holder': 0.0,\n",
       " 'RJ Peterson': 0.4,\n",
       " 'Sohail Tanvir': 0.4,\n",
       " 'C Munro': 0.0,\n",
       " 'Sunny Singh': 0.2,\n",
       " 'SP Jackson': 0.3333333333333333,\n",
       " 'AJ Tye': 0.3333333333333333,\n",
       " 'M Muralitharan': 0.3333333333333333,\n",
       " 'Joginder Sharma': 0.2,\n",
       " 'Basil Thampi': 1.0,\n",
       " 'SB Jakati': 0.8,\n",
       " 'YS Chahal': 0.625,\n",
       " 'S Narwal': 0.25,\n",
       " 'TD Paine': 0.0,\n",
       " 'VY Mahesh': 0.6,\n",
       " 'AD Nath': 0.0,\n",
       " 'LPC Silva': 0.3333333333333333,\n",
       " 'S Gopal': 0.3333333333333333,\n",
       " 'BMAJ Mendis': 0.0,\n",
       " 'JJ Bumrah': 0.6666666666666666,\n",
       " 'J Syed Mohammad': 0.6,\n",
       " 'AN Ahmed': 0.8333333333333334,\n",
       " 'A Mithun': 0.16666666666666666,\n",
       " 'Harpreet Singh': 0.3333333333333333,\n",
       " 'SW Tait': 0.4,\n",
       " 'AUK Pathan': 0.2857142857142857,\n",
       " 'DR Martyn': 0.0,\n",
       " 'VH Zol': 0.0,\n",
       " 'T Taibu': 0.0,\n",
       " 'CA Ingram': 0.3333333333333333,\n",
       " 'Vishnu Vinod': 0.0,\n",
       " 'JM Kemp': 0.0,\n",
       " 'Imran Tahir': 0.3333333333333333,\n",
       " 'S Badree': 0.0,\n",
       " 'R Tewatia': 0.3333333333333333,\n",
       " 'J Arunkumar': 0.0,\n",
       " 'CK Kapugedera': 0.0,\n",
       " 'D Salunkhe': 0.3333333333333333,\n",
       " 'R Shukla': 0.75,\n",
       " 'NL McCullum': 0.5,\n",
       " 'A Mukund': 0.0,\n",
       " 'AP Dole': 0.0,\n",
       " 'DE Bollinger': 0.75,\n",
       " 'MA Khote': 0.3333333333333333,\n",
       " 'Kuldeep Yadav': 0.0,\n",
       " 'GB Hogg': 0.25,\n",
       " 'NJ Maddinson': 0.0,\n",
       " 'C Madan': 0.0,\n",
       " 'A Choudhary': 0.6666666666666666,\n",
       " 'Swapnil Singh': 0.0,\n",
       " 'Parvez Rasool': 0.5,\n",
       " 'T Kohli': 0.0,\n",
       " 'DS Lehmann': 0.0,\n",
       " 'T Thushara': 0.5,\n",
       " 'M Ntini': 0.5,\n",
       " 'Umar Gul': 0.25,\n",
       " 'AC Thomas': 0.5,\n",
       " 'KC Cariappa': 0.25,\n",
       " 'Y Gnaneswara Rao': 0.0,\n",
       " 'RR Raje': 0.8,\n",
       " 'R Bishnoi': 0.0,\n",
       " 'JJ van der Wath': 0.3333333333333333,\n",
       " 'SMSM Senanayake': 0.75,\n",
       " 'X Thalaivan Sargunam': 0.0,\n",
       " 'Karanveer Singh': 0.75,\n",
       " 'SB Joshi': 0.0,\n",
       " 'GR Napier': 0.0,\n",
       " 'T Henderson': 0.0,\n",
       " 'ER Dwivedi': 0.0,\n",
       " 'CJ McKay': 0.0,\n",
       " 'UA Birla': 0.0,\n",
       " 'P Awana': 0.6,\n",
       " 'AG Murtaza': 0.6666666666666666,\n",
       " 'SM Harwood': 1.0,\n",
       " 'DT Patil': 0.0,\n",
       " 'D du Preez': 0.0,\n",
       " 'P Sahu': 0.5,\n",
       " 'MDKJ Perera': 0.0,\n",
       " 'AS Rajpoot': 0.5,\n",
       " 'J Theron': 0.5,\n",
       " 'F Behardien': 0.3333333333333333,\n",
       " 'ND Doshi': 0.0,\n",
       " 'S Kaul': 1.0,\n",
       " 'SA Abbott': 0.0,\n",
       " 'DP Nannes': 0.5,\n",
       " 'JD Unadkat': 0.8,\n",
       " 'Harmeet Singh': 0.0,\n",
       " 'AF Milne': 0.3333333333333333,\n",
       " 'AA Noffke': 0.0,\n",
       " 'AR Bawne': 1.0,\n",
       " 'PSP Handscomb': 0.0,\n",
       " 'Washington Sundar': 0.8,\n",
       " 'Mohammad Ashraful': 0.0,\n",
       " 'Pankaj Singh': 0.6,\n",
       " 'J Yadav': 0.0,\n",
       " 'BJ Haddin': 0.0,\n",
       " 'TS Mills': 0.0,\n",
       " 'AA Chavan': 0.3333333333333333,\n",
       " 'TM Srivastava': 0.6666666666666666,\n",
       " 'Jaskaran Singh': 0.75,\n",
       " 'S Ladda': 0.5,\n",
       " 'A Singh': 0.2,\n",
       " 'DAJ Bracewell': 1.0,\n",
       " 'Rashid Khan': 0.3333333333333333,\n",
       " 'SN Thakur': 0.25,\n",
       " 'DNT Zoysa': 0.5,\n",
       " 'KAJ Roach': 0.0,\n",
       " 'K Upadhyay': 1.0,\n",
       " 'CK Langeveldt': 0.0,\n",
       " 'Ankit Soni': 0.3333333333333333,\n",
       " 'B Laughlin': 0.5,\n",
       " 'D Kalyankrishna': 0.0,\n",
       " 'KJ Abbott': 0.6666666666666666,\n",
       " 'TA Boult': 1.0,\n",
       " 'RS Gavaskar': 0.0,\n",
       " 'A Zampa': 0.0,\n",
       " 'Shoaib Akhtar': 0.0,\n",
       " 'AN Ghosh': 0.0,\n",
       " 'VS Malik': 0.5,\n",
       " 'A Uniyal': 0.5,\n",
       " 'SS Shaikh': 0.0,\n",
       " 'Younis Khan': 0.0,\n",
       " 'BA Bhatt': 0.5,\n",
       " 'A Chandila': 1.0,\n",
       " 'R Ninan': 0.0,\n",
       " 'Shoaib Ahmed': 0.3333333333333333,\n",
       " 'BAW Mendis': 0.3333333333333333,\n",
       " 'Mohammad Asif': 0.0,\n",
       " 'DL Chahar': 0.0,\n",
       " 'H Das': 0.0,\n",
       " 'GD McGrath': 0.5,\n",
       " 'Kamran Khan': 0.0,\n",
       " 'SJ Srivastava': 0.75,\n",
       " 'CJ Jordan': 0.0,\n",
       " 'FH Edwards': 0.5,\n",
       " 'DM Bravo': 1.0,\n",
       " 'BB Sran': 1.0,\n",
       " 'S Tyagi': 0.0,\n",
       " 'S Randiv': 0.0,\n",
       " 'JE Taylor': 0.5,\n",
       " 'KP Appanna': 0.6666666666666666,\n",
       " 'I Malhotra': 1.0,\n",
       " 'Shivam Sharma': 0.5,\n",
       " 'CRD Fernando': 1.0,\n",
       " 'P Parameswaran': 1.0,\n",
       " 'BE Hendricks': 0.5,\n",
       " 'DJ Muthuswami': 0.0,\n",
       " 'KMDN Kulasekara': 1.0,\n",
       " 'SB Wagh': 0.0,\n",
       " 'Mohammad Nabi': 0.0,\n",
       " 'VRV Singh': 0.0,\n",
       " 'M de Lange': 0.0,\n",
       " 'PM Sarvesh Kumar': 1.0,\n",
       " 'L Ablish': 1.0,\n",
       " 'VS Yeligati': 0.0,\n",
       " 'RR Bhatkal': 0.0,\n",
       " 'Mashrafe Mortaza': 1.0,\n",
       " 'SE Bond': 0.0,\n",
       " 'IC Pandey': 0.0,\n",
       " 'RS Sodhi': 1.0,\n",
       " 'RG More': 1.0,\n",
       " 'RD Chahar': 1.0,\n",
       " 'Abdur Razzak': 1.0,\n",
       " 'M Ashwin': 0.0,\n",
       " 'DP Vijaykumar': 1.0,\n",
       " 'V Pratap Singh': 0.0,\n",
       " 'U Kaul': 1.0,\n",
       " 'LH Ferguson': 1.0,\n",
       " 'C Nanda': 0.0,\n",
       " 'NJ Rimmington': 1.0,\n",
       " 'Sunny Gupta': 0.0,\n",
       " 'S Kaushik': 0.0,\n",
       " 'YA Abdulla': 1.0}"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "finisher = dict.fromkeys(batsmen,0)\n",
    "for key,val in finisher.items():\n",
    "    totalMatches = len(ddf['match_id'].loc[ddf['batsman'] == key].unique())\n",
    "    outs = len(ddf['player_dismissed'].loc[ddf['player_dismissed'] == key])\n",
    "    notouts = totalMatches - outs\n",
    "    finisher[key] = notouts/totalMatches\n",
    "finisher"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "# outs = dict.fromkeys(batsmen,0)\n",
    "# for match in matches:\n",
    "#     tempdf = ddf.loc[ddf['match_id'] == match]\n",
    "#     for idx, row in tempdf.iterrows():\n",
    "#         if row.player_dismissed == row.batsman:\n",
    "#             if row.batsman in outs.keys():\n",
    "#                 outs[row.batsman] += 1 \n",
    "# outs"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Fast Scoring Ability"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "        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>match_id</th>\n",
       "      <th>inning</th>\n",
       "      <th>batting_team</th>\n",
       "      <th>bowling_team</th>\n",
       "      <th>over</th>\n",
       "      <th>ball</th>\n",
       "      <th>batsman</th>\n",
       "      <th>non_striker</th>\n",
       "      <th>bowler</th>\n",
       "      <th>is_super_over</th>\n",
       "      <th>...</th>\n",
       "      <th>bye_runs</th>\n",
       "      <th>legbye_runs</th>\n",
       "      <th>noball_runs</th>\n",
       "      <th>penalty_runs</th>\n",
       "      <th>batsman_runs</th>\n",
       "      <th>extra_runs</th>\n",
       "      <th>total_runs</th>\n",
       "      <th>player_dismissed</th>\n",
       "      <th>dismissal_kind</th>\n",
       "      <th>fielder</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Sunrisers Hyderabad</td>\n",
       "      <td>Royal Challengers Bangalore</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>DA Warner</td>\n",
       "      <td>S Dhawan</td>\n",
       "      <td>TS Mills</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Sunrisers Hyderabad</td>\n",
       "      <td>Royal Challengers Bangalore</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>DA Warner</td>\n",
       "      <td>S Dhawan</td>\n",
       "      <td>TS Mills</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Sunrisers Hyderabad</td>\n",
       "      <td>Royal Challengers Bangalore</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>DA Warner</td>\n",
       "      <td>S Dhawan</td>\n",
       "      <td>TS Mills</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Sunrisers Hyderabad</td>\n",
       "      <td>Royal Challengers Bangalore</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>DA Warner</td>\n",
       "      <td>S Dhawan</td>\n",
       "      <td>TS Mills</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Sunrisers Hyderabad</td>\n",
       "      <td>Royal Challengers Bangalore</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>DA Warner</td>\n",
       "      <td>S Dhawan</td>\n",
       "      <td>TS Mills</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 21 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   match_id  inning         batting_team                 bowling_team  over  \\\n",
       "0         1       1  Sunrisers Hyderabad  Royal Challengers Bangalore     1   \n",
       "1         1       1  Sunrisers Hyderabad  Royal Challengers Bangalore     1   \n",
       "2         1       1  Sunrisers Hyderabad  Royal Challengers Bangalore     1   \n",
       "3         1       1  Sunrisers Hyderabad  Royal Challengers Bangalore     1   \n",
       "4         1       1  Sunrisers Hyderabad  Royal Challengers Bangalore     1   \n",
       "\n",
       "   ball    batsman non_striker    bowler  is_super_over  ...  bye_runs  \\\n",
       "0     1  DA Warner    S Dhawan  TS Mills              0  ...         0   \n",
       "1     2  DA Warner    S Dhawan  TS Mills              0  ...         0   \n",
       "2     3  DA Warner    S Dhawan  TS Mills              0  ...         0   \n",
       "3     4  DA Warner    S Dhawan  TS Mills              0  ...         0   \n",
       "4     5  DA Warner    S Dhawan  TS Mills              0  ...         0   \n",
       "\n",
       "   legbye_runs  noball_runs  penalty_runs  batsman_runs  extra_runs  \\\n",
       "0            0            0             0             0           0   \n",
       "1            0            0             0             0           0   \n",
       "2            0            0             0             4           0   \n",
       "3            0            0             0             0           0   \n",
       "4            0            0             0             0           2   \n",
       "\n",
       "   total_runs  player_dismissed dismissal_kind fielder  \n",
       "0           0               NaN            NaN     NaN  \n",
       "1           0               NaN            NaN     NaN  \n",
       "2           4               NaN            NaN     NaN  \n",
       "3           0               NaN            NaN     NaN  \n",
       "4           2               NaN            NaN     NaN  \n",
       "\n",
       "[5 rows x 21 columns]"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ddf.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'V Kohli': 3494,\n",
       " 'G Gambhir': 3433,\n",
       " 'SK Raina': 3369,\n",
       " 'RG Sharma': 3274,\n",
       " 'S Dhawan': 3005,\n",
       " 'RV Uthappa': 2960,\n",
       " 'DA Warner': 2902,\n",
       " 'MS Dhoni': 2680,\n",
       " 'AM Rahane': 2602,\n",
       " 'CH Gayle': 2532,\n",
       " 'AB de Villiers': 2402,\n",
       " 'KD Karthik': 2360,\n",
       " 'JH Kallis': 2291,\n",
       " 'BB McCullum': 2181,\n",
       " 'M Vijay': 2092,\n",
       " 'YK Pathan': 2076,\n",
       " 'PA Patel': 2060,\n",
       " 'Yuvraj Singh': 2050,\n",
       " 'SR Tendulkar': 2044,\n",
       " 'AT Rayudu': 1964,\n",
       " 'SR Watson': 1949,\n",
       " 'R Dravid': 1918,\n",
       " 'SE Marsh': 1913,\n",
       " 'MK Pandey': 1901,\n",
       " 'V Sehwag': 1833,\n",
       " 'DR Smith': 1803,\n",
       " 'KA Pollard': 1674,\n",
       " 'MEK Hussey': 1648,\n",
       " 'JP Duminy': 1634,\n",
       " 'AC Gilchrist': 1555,\n",
       " 'DPMD Jayawardene': 1522,\n",
       " 'RA Jadeja': 1458,\n",
       " 'MK Tiwary': 1444,\n",
       " 'KC Sangakkara': 1424,\n",
       " 'NV Ojha': 1356,\n",
       " 'SPD Smith': 1333,\n",
       " 'SC Ganguly': 1326,\n",
       " 'AJ Finch': 1270,\n",
       " 'S Badrinath': 1245,\n",
       " 'WP Saha': 1219,\n",
       " 'SV Samson': 1165,\n",
       " 'BJ Hodge': 1153,\n",
       " 'DA Miller': 1135,\n",
       " 'SS Tiwary': 1111,\n",
       " 'DJ Hussey': 1101,\n",
       " 'TM Dilshan': 1047,\n",
       " 'F du Plessis': 1043,\n",
       " 'DJ Bravo': 1032,\n",
       " 'IK Pathan': 985,\n",
       " 'Mandeep Singh': 938,\n",
       " 'KK Nair': 929,\n",
       " 'LMP Simmons': 878,\n",
       " 'Y Venugopal Rao': 865,\n",
       " 'LRPL Taylor': 847,\n",
       " 'ML Hayden': 839,\n",
       " 'HH Gibbs': 837,\n",
       " 'A Symonds': 781,\n",
       " 'GJ Maxwell': 780,\n",
       " 'CL White': 774,\n",
       " 'MC Henriques': 769,\n",
       " 'KP Pietersen': 758,\n",
       " 'M Vohra': 750,\n",
       " 'MS Bisla': 737,\n",
       " 'EJG Morgan': 725,\n",
       " 'JA Morkel': 712,\n",
       " 'MA Agarwal': 692,\n",
       " 'GC Smith': 691,\n",
       " 'KM Jadhav': 684,\n",
       " 'SS Iyer': 655,\n",
       " 'STR Binny': 619,\n",
       " 'AD Mathews': 599,\n",
       " 'KL Rahul': 592,\n",
       " 'Harbhajan Singh': 591,\n",
       " 'AM Nayar': 588,\n",
       " 'TL Suman': 587,\n",
       " 'ST Jayasuriya': 573,\n",
       " 'Q de Kock': 566,\n",
       " 'GJ Bailey': 552,\n",
       " 'AR Patel': 494,\n",
       " 'M Manhas': 486,\n",
       " 'SA Yadav': 479,\n",
       " 'RS Bopara': 468,\n",
       " 'PP Chawla': 467,\n",
       " 'JD Ryder': 466,\n",
       " 'PC Valthaty': 432,\n",
       " 'HM Amla': 418,\n",
       " 'CJ Anderson': 414,\n",
       " 'JP Faulkner': 406,\n",
       " 'OA Shah': 405,\n",
       " 'CA Pujara': 403,\n",
       " 'Shakib Al Hasan': 401,\n",
       " 'A Mishra': 382,\n",
       " 'RR Pant': 381,\n",
       " 'JC Buttler': 375,\n",
       " 'AL Menaria': 367,\n",
       " 'J Botha': 364,\n",
       " 'LR Shukla': 358,\n",
       " 'N Rana': 355,\n",
       " 'SA Asnodkar': 352,\n",
       " 'DT Christian': 351,\n",
       " 'AD Russell': 350,\n",
       " 'NLTC Perera': 326,\n",
       " 'KS Williamson': 325,\n",
       " 'DB Ravi Teja': 325,\n",
       " 'GH Vihari': 323,\n",
       " 'P Kumar': 323,\n",
       " 'MV Boucher': 318,\n",
       " 'UBT Chand': 314,\n",
       " 'JR Hopes': 314,\n",
       " 'KH Pandya': 313,\n",
       " 'S Sohal': 311,\n",
       " 'Azhar Mahmood': 311,\n",
       " 'JEC Franklin': 309,\n",
       " 'HH Pandya': 306,\n",
       " 'R Bhatia': 290,\n",
       " 'AP Tare': 285,\n",
       " 'KV Sharma': 285,\n",
       " 'R Vinay Kumar': 285,\n",
       " 'P Negi': 284,\n",
       " 'Gurkeerat Singh': 280,\n",
       " 'DJ Hooda': 277,\n",
       " 'RA Tripathi': 275,\n",
       " 'CH Morris': 275,\n",
       " 'Y Nagar': 271,\n",
       " 'VVS Laxman': 271,\n",
       " 'DB Das': 267,\n",
       " 'CA Lynn': 260,\n",
       " 'SP Goswami': 260,\n",
       " 'M Kaif': 258,\n",
       " 'B Chipli': 256,\n",
       " 'Ishan Kishan': 255,\n",
       " 'LA Pomersbach': 251,\n",
       " 'DJG Sammy': 251,\n",
       " 'R Ashwin': 246,\n",
       " 'K Goel': 239,\n",
       " 'RN ten Doeschate': 238,\n",
       " 'R Sathish': 236,\n",
       " 'BA Stokes': 227,\n",
       " 'SK Warne': 219,\n",
       " 'AA Jhunjhunwala': 218,\n",
       " 'MD Mishra': 213,\n",
       " 'MR Marsh': 201,\n",
       " 'MJ Lumb': 198,\n",
       " 'A Ashish Reddy': 196,\n",
       " 'SP Narine': 193,\n",
       " 'SM Katich': 191,\n",
       " 'YV Takawale': 183,\n",
       " 'FY Fazal': 179,\n",
       " 'R McLaren': 178,\n",
       " 'MN Samuels': 174,\n",
       " 'SW Billings': 173,\n",
       " 'Salman Butt': 172,\n",
       " 'AS Raut': 172,\n",
       " 'SP Fleming': 171,\n",
       " 'PA Reddy': 167,\n",
       " 'DW Steyn': 161,\n",
       " 'AB Agarkar': 160,\n",
       " 'B Kumar': 160,\n",
       " 'PD Collingwood': 159,\n",
       " 'CM Gautam': 158,\n",
       " 'MG Johnson': 157,\n",
       " 'TM Head': 151,\n",
       " 'BJ Rohrer': 146,\n",
       " 'RE van der Merwe': 144,\n",
       " 'MJ Guptill': 143,\n",
       " 'N Saini': 143,\n",
       " 'AC Voges': 143,\n",
       " 'DH Yagnik': 142,\n",
       " 'P Dogra': 141,\n",
       " 'Z Khan': 141,\n",
       " 'MP Stoinis': 136,\n",
       " 'R Dhawan': 135,\n",
       " 'MN van Wyk': 135,\n",
       " 'SB Styris': 134,\n",
       " 'MC Juneja': 134,\n",
       " 'W Jaffer': 129,\n",
       " 'RT Ponting': 129,\n",
       " 'Bipul Sharma': 124,\n",
       " 'MF Maharoof': 124,\n",
       " 'Niraj Patel': 124,\n",
       " 'S Anirudha': 121,\n",
       " 'CJ Ferguson': 119,\n",
       " 'DL Vettori': 118,\n",
       " 'BB Samantray': 116,\n",
       " 'SM Pollock': 116,\n",
       " 'S Vidyut': 115,\n",
       " 'RJ Harris': 112,\n",
       " 'JDP Oram': 110,\n",
       " 'M Kartik': 109,\n",
       " 'Sachin Baby': 106,\n",
       " 'RJ Quiney': 105,\n",
       " 'UT Khawaja': 105,\n",
       " 'MM Sharma': 104,\n",
       " 'AB McDonald': 103,\n",
       " 'SL Malinga': 103,\n",
       " 'SN Khan': 103,\n",
       " 'DJ Harris': 103,\n",
       " 'B Lee': 102,\n",
       " 'DS Kulkarni': 101,\n",
       " 'DJ Jacobs': 101,\n",
       " 'IR Jaggi': 100,\n",
       " 'MA Starc': 98,\n",
       " 'PR Shah': 97,\n",
       " 'MJ Clarke': 96,\n",
       " 'UT Yadav': 95,\n",
       " 'D Wiese': 94,\n",
       " 'M Morkel': 93,\n",
       " 'SD Chitnis': 92,\n",
       " 'C de Grandhomme': 92,\n",
       " 'AC Blizzard': 91,\n",
       " 'AA Bilakhia': 88,\n",
       " 'Iqbal Abdulla': 86,\n",
       " 'Mohammad Hafeez': 84,\n",
       " 'Misbah-ul-Haq': 82,\n",
       " 'S Rana': 82,\n",
       " 'WD Parnell': 80,\n",
       " 'AD Mascarenhas': 79,\n",
       " 'M Klinger': 78,\n",
       " 'RP Singh': 78,\n",
       " 'RR Sarwan': 78,\n",
       " 'Kamran Akmal': 78,\n",
       " 'V Shankar': 77,\n",
       " 'AP Majumdar': 77,\n",
       " 'R Sharma': 77,\n",
       " 'WA Mota': 76,\n",
       " 'MS Gony': 76,\n",
       " 'A Chopra': 75,\n",
       " 'RE Levi': 74,\n",
       " 'WPUJC Vaas': 73,\n",
       " 'LA Carseldine': 71,\n",
       " 'S Nadeem': 71,\n",
       " 'KK Cooper': 70,\n",
       " 'M Rawat': 70,\n",
       " 'BCJ Cutting': 70,\n",
       " 'Anirudh Singh': 69,\n",
       " 'Ankit Sharma': 69,\n",
       " 'K Rabada': 68,\n",
       " 'Yashpal Singh': 67,\n",
       " 'RR Powar': 64,\n",
       " 'LJ Wright': 63,\n",
       " 'A Nehra': 63,\n",
       " 'SK Trivedi': 61,\n",
       " 'AG Paunikar': 61,\n",
       " 'S Aravind': 59,\n",
       " 'I Sharma': 59,\n",
       " 'TR Birt': 59,\n",
       " 'SB Bangar': 58,\n",
       " 'B Akhil': 57,\n",
       " 'A Flintoff': 57,\n",
       " 'S Sreesanth': 57,\n",
       " 'VR Aaron': 56,\n",
       " 'CR Brathwaite': 56,\n",
       " 'PJ Cummins': 56,\n",
       " 'DJ Thornely': 54,\n",
       " 'NM Coulter-Nile': 53,\n",
       " 'KB Arun Karthik': 53,\n",
       " 'RV Gomez': 53,\n",
       " 'R Rampaul': 52,\n",
       " 'RR Rossouw': 51,\n",
       " 'AB Dinda': 50,\n",
       " 'L Balaji': 50,\n",
       " 'Shoaib Malik': 49,\n",
       " 'A Kumble': 49,\n",
       " 'CR Woakes': 47,\n",
       " 'Shahid Afridi': 46,\n",
       " 'JDS Neesham': 46,\n",
       " 'Mohammed Shami': 46,\n",
       " 'MJ McClenaghan': 45,\n",
       " 'PP Ojha': 45,\n",
       " 'AB Barath': 43,\n",
       " 'Anureet Singh': 43,\n",
       " 'MM Patel': 41,\n",
       " 'JJ Roy': 41,\n",
       " 'AS Yadav': 40,\n",
       " 'PV Tambe': 39,\n",
       " 'KW Richardson': 39,\n",
       " 'B Sumanth': 38,\n",
       " 'S Sriram': 38,\n",
       " 'HV Patel': 38,\n",
       " 'L Ronchi': 37,\n",
       " 'TG Southee': 36,\n",
       " 'Sandeep Sharma': 36,\n",
       " 'BR Dunk': 36,\n",
       " 'PJ Sangwan': 36,\n",
       " 'NS Naik': 33,\n",
       " 'MS Wade': 33,\n",
       " 'S Chanderpaul': 33,\n",
       " 'J Suchith': 33,\n",
       " 'JO Holder': 32,\n",
       " 'RJ Peterson': 32,\n",
       " 'Sohail Tanvir': 31,\n",
       " 'C Munro': 31,\n",
       " 'Sunny Singh': 31,\n",
       " 'SP Jackson': 31,\n",
       " 'AJ Tye': 30,\n",
       " 'M Muralitharan': 30,\n",
       " 'Joginder Sharma': 30,\n",
       " 'Basil Thampi': 30,\n",
       " 'SB Jakati': 30,\n",
       " 'YS Chahal': 29,\n",
       " 'S Narwal': 29,\n",
       " 'TD Paine': 29,\n",
       " 'VY Mahesh': 28,\n",
       " 'AD Nath': 28,\n",
       " 'LPC Silva': 27,\n",
       " 'S Gopal': 27,\n",
       " 'BMAJ Mendis': 27,\n",
       " 'JJ Bumrah': 27,\n",
       " 'J Syed Mohammad': 27,\n",
       " 'AN Ahmed': 27,\n",
       " 'A Mithun': 26,\n",
       " 'Harpreet Singh': 26,\n",
       " 'SW Tait': 26,\n",
       " 'AUK Pathan': 26,\n",
       " 'DR Martyn': 26,\n",
       " 'VH Zol': 26,\n",
       " 'T Taibu': 26,\n",
       " 'CA Ingram': 26,\n",
       " 'Vishnu Vinod': 26,\n",
       " 'JM Kemp': 25,\n",
       " 'Imran Tahir': 25,\n",
       " 'S Badree': 25,\n",
       " 'R Tewatia': 24,\n",
       " 'J Arunkumar': 24,\n",
       " 'CK Kapugedera': 24,\n",
       " 'D Salunkhe': 24,\n",
       " 'R Shukla': 23,\n",
       " 'NL McCullum': 23,\n",
       " 'A Mukund': 23,\n",
       " 'AP Dole': 23,\n",
       " 'DE Bollinger': 23,\n",
       " 'MA Khote': 22,\n",
       " 'Kuldeep Yadav': 22,\n",
       " 'GB Hogg': 22,\n",
       " 'NJ Maddinson': 21,\n",
       " 'C Madan': 21,\n",
       " 'A Choudhary': 20,\n",
       " 'Swapnil Singh': 20,\n",
       " 'Parvez Rasool': 20,\n",
       " 'T Kohli': 20,\n",
       " 'DS Lehmann': 19,\n",
       " 'T Thushara': 19,\n",
       " 'M Ntini': 19,\n",
       " 'Umar Gul': 19,\n",
       " 'AC Thomas': 19,\n",
       " 'KC Cariappa': 18,\n",
       " 'Y Gnaneswara Rao': 18,\n",
       " 'RR Raje': 18,\n",
       " 'R Bishnoi': 17,\n",
       " 'JJ van der Wath': 17,\n",
       " 'SMSM Senanayake': 17,\n",
       " 'X Thalaivan Sargunam': 17,\n",
       " 'Karanveer Singh': 17,\n",
       " 'SB Joshi': 16,\n",
       " 'GR Napier': 16,\n",
       " 'T Henderson': 16,\n",
       " 'ER Dwivedi': 15,\n",
       " 'CJ McKay': 15,\n",
       " 'UA Birla': 15,\n",
       " 'P Awana': 14,\n",
       " 'AG Murtaza': 14,\n",
       " 'SM Harwood': 14,\n",
       " 'DT Patil': 13,\n",
       " 'D du Preez': 13,\n",
       " 'P Sahu': 13,\n",
       " 'MDKJ Perera': 13,\n",
       " 'AS Rajpoot': 13,\n",
       " 'J Theron': 13,\n",
       " 'F Behardien': 13,\n",
       " 'ND Doshi': 13,\n",
       " 'S Kaul': 13,\n",
       " 'SA Abbott': 13,\n",
       " 'DP Nannes': 13,\n",
       " 'JD Unadkat': 13,\n",
       " 'Harmeet Singh': 12,\n",
       " 'AF Milne': 12,\n",
       " 'AA Noffke': 12,\n",
       " 'AR Bawne': 12,\n",
       " 'PSP Handscomb': 12,\n",
       " 'Washington Sundar': 12,\n",
       " 'Mohammad Ashraful': 12,\n",
       " 'Pankaj Singh': 12,\n",
       " 'J Yadav': 12,\n",
       " 'BJ Haddin': 11,\n",
       " 'TS Mills': 11,\n",
       " 'AA Chavan': 11,\n",
       " 'TM Srivastava': 11,\n",
       " 'Jaskaran Singh': 11,\n",
       " 'S Ladda': 10,\n",
       " 'A Singh': 10,\n",
       " 'DAJ Bracewell': 9,\n",
       " 'Rashid Khan': 9,\n",
       " 'SN Thakur': 9,\n",
       " 'DNT Zoysa': 9,\n",
       " 'KAJ Roach': 9,\n",
       " 'K Upadhyay': 9,\n",
       " 'CK Langeveldt': 9,\n",
       " 'Ankit Soni': 9,\n",
       " 'B Laughlin': 9,\n",
       " 'D Kalyankrishna': 8,\n",
       " 'KJ Abbott': 8,\n",
       " 'TA Boult': 8,\n",
       " 'RS Gavaskar': 8,\n",
       " 'A Zampa': 8,\n",
       " 'Shoaib Akhtar': 8,\n",
       " 'AN Ghosh': 8,\n",
       " 'VS Malik': 7,\n",
       " 'A Uniyal': 7,\n",
       " 'SS Shaikh': 7,\n",
       " 'Younis Khan': 7,\n",
       " 'BA Bhatt': 7,\n",
       " 'A Chandila': 7,\n",
       " 'R Ninan': 6,\n",
       " 'Shoaib Ahmed': 6,\n",
       " 'BAW Mendis': 6,\n",
       " 'Mohammad Asif': 6,\n",
       " 'DL Chahar': 6,\n",
       " 'H Das': 5,\n",
       " 'GD McGrath': 5,\n",
       " 'Kamran Khan': 5,\n",
       " 'SJ Srivastava': 5,\n",
       " 'CJ Jordan': 5,\n",
       " 'FH Edwards': 5,\n",
       " 'DM Bravo': 5,\n",
       " 'BB Sran': 4,\n",
       " 'S Tyagi': 4,\n",
       " 'S Randiv': 4,\n",
       " 'JE Taylor': 4,\n",
       " 'KP Appanna': 4,\n",
       " 'I Malhotra': 4,\n",
       " 'Shivam Sharma': 3,\n",
       " 'CRD Fernando': 3,\n",
       " 'P Parameswaran': 3,\n",
       " 'BE Hendricks': 3,\n",
       " 'DJ Muthuswami': 3,\n",
       " 'KMDN Kulasekara': 3,\n",
       " 'SB Wagh': 3,\n",
       " 'Mohammad Nabi': 3,\n",
       " 'VRV Singh': 3,\n",
       " 'M de Lange': 2,\n",
       " 'PM Sarvesh Kumar': 2,\n",
       " 'L Ablish': 2,\n",
       " 'VS Yeligati': 2,\n",
       " 'RR Bhatkal': 2,\n",
       " 'Mashrafe Mortaza': 2,\n",
       " 'SE Bond': 2,\n",
       " 'IC Pandey': 2,\n",
       " 'RS Sodhi': 2,\n",
       " 'RG More': 2,\n",
       " 'RD Chahar': 2,\n",
       " 'Abdur Razzak': 2,\n",
       " 'M Ashwin': 1,\n",
       " 'DP Vijaykumar': 1,\n",
       " 'V Pratap Singh': 1,\n",
       " 'U Kaul': 1,\n",
       " 'LH Ferguson': 1,\n",
       " 'C Nanda': 1,\n",
       " 'NJ Rimmington': 1,\n",
       " 'Sunny Gupta': 1,\n",
       " 'S Kaushik': 1,\n",
       " 'YA Abdulla': 1}"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "balls_played = {}\n",
    "for batter in batsmen:\n",
    "    balls_played[batter] = ddf['batsman'].value_counts()[batter] # .loc[lambda x: x>50][batter]\n",
    "balls_played"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "4423"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sum(ddf['batsman_runs'].loc[ddf['batsman'] == batsmen[0]].values)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'V Kohli': 4423,\n",
       " 'G Gambhir': 4132,\n",
       " 'SK Raina': 4548,\n",
       " 'RG Sharma': 4207,\n",
       " 'S Dhawan': 3561,\n",
       " 'RV Uthappa': 3778,\n",
       " 'DA Warner': 4014,\n",
       " 'MS Dhoni': 3560,\n",
       " 'AM Rahane': 3057,\n",
       " 'CH Gayle': 3651,\n",
       " 'AB de Villiers': 3486,\n",
       " 'KD Karthik': 2903,\n",
       " 'JH Kallis': 2427,\n",
       " 'BB McCullum': 2755,\n",
       " 'M Vijay': 2511,\n",
       " 'YK Pathan': 2922,\n",
       " 'PA Patel': 2322,\n",
       " 'Yuvraj Singh': 2591,\n",
       " 'SR Tendulkar': 2334,\n",
       " 'AT Rayudu': 2416,\n",
       " 'SR Watson': 2628,\n",
       " 'R Dravid': 2174,\n",
       " 'SE Marsh': 2489,\n",
       " 'MK Pandey': 2223,\n",
       " 'V Sehwag': 2728,\n",
       " 'DR Smith': 2385,\n",
       " 'KA Pollard': 2354,\n",
       " 'MEK Hussey': 1977,\n",
       " 'JP Duminy': 1993,\n",
       " 'AC Gilchrist': 2069,\n",
       " 'DPMD Jayawardene': 1808,\n",
       " 'RA Jadeja': 1732,\n",
       " 'MK Tiwary': 1648,\n",
       " 'KC Sangakkara': 1687,\n",
       " 'NV Ojha': 1553,\n",
       " 'SPD Smith': 1713,\n",
       " 'SC Ganguly': 1349,\n",
       " 'AJ Finch': 1604,\n",
       " 'S Badrinath': 1441,\n",
       " 'WP Saha': 1557,\n",
       " 'SV Samson': 1426,\n",
       " 'BJ Hodge': 1400,\n",
       " 'DA Miller': 1563,\n",
       " 'SS Tiwary': 1276,\n",
       " 'DJ Hussey': 1322,\n",
       " 'TM Dilshan': 1153,\n",
       " 'F du Plessis': 1295,\n",
       " 'DJ Bravo': 1262,\n",
       " 'IK Pathan': 1150,\n",
       " 'Mandeep Singh': 1112,\n",
       " 'KK Nair': 1158,\n",
       " 'LMP Simmons': 1079,\n",
       " 'Y Venugopal Rao': 985,\n",
       " 'LRPL Taylor': 1017,\n",
       " 'ML Hayden': 1107,\n",
       " 'HH Gibbs': 886,\n",
       " 'A Symonds': 974,\n",
       " 'GJ Maxwell': 1229,\n",
       " 'CL White': 971,\n",
       " 'MC Henriques': 969,\n",
       " 'KP Pietersen': 1001,\n",
       " 'M Vohra': 957,\n",
       " 'MS Bisla': 798,\n",
       " 'EJG Morgan': 854,\n",
       " 'JA Morkel': 975,\n",
       " 'MA Agarwal': 814,\n",
       " 'GC Smith': 739,\n",
       " 'KM Jadhav': 893,\n",
       " 'SS Iyer': 807,\n",
       " 'STR Binny': 766,\n",
       " 'AD Mathews': 724,\n",
       " 'KL Rahul': 725,\n",
       " 'Harbhajan Singh': 799,\n",
       " 'AM Nayar': 672,\n",
       " 'TL Suman': 676,\n",
       " 'ST Jayasuriya': 768,\n",
       " 'Q de Kock': 726,\n",
       " 'GJ Bailey': 663,\n",
       " 'AR Patel': 606,\n",
       " 'M Manhas': 514,\n",
       " 'SA Yadav': 608,\n",
       " 'RS Bopara': 531,\n",
       " 'PP Chawla': 515,\n",
       " 'JD Ryder': 604,\n",
       " 'PC Valthaty': 505,\n",
       " 'HM Amla': 577,\n",
       " 'CJ Anderson': 521,\n",
       " 'JP Faulkner': 527,\n",
       " 'OA Shah': 506,\n",
       " 'CA Pujara': 390,\n",
       " 'Shakib Al Hasan': 500,\n",
       " 'A Mishra': 340,\n",
       " 'RR Pant': 564,\n",
       " 'JC Buttler': 528,\n",
       " 'AL Menaria': 401,\n",
       " 'J Botha': 409,\n",
       " 'LR Shukla': 405,\n",
       " 'N Rana': 437,\n",
       " 'SA Asnodkar': 423,\n",
       " 'DT Christian': 420,\n",
       " 'AD Russell': 574,\n",
       " 'NLTC Perera': 424,\n",
       " 'KS Williamson': 411,\n",
       " 'DB Ravi Teja': 375,\n",
       " 'GH Vihari': 280,\n",
       " 'P Kumar': 340,\n",
       " 'MV Boucher': 394,\n",
       " 'UBT Chand': 300,\n",
       " 'JR Hopes': 417,\n",
       " 'KH Pandya': 480,\n",
       " 'S Sohal': 368,\n",
       " 'Azhar Mahmood': 388,\n",
       " 'JEC Franklin': 327,\n",
       " 'HH Pandya': 406,\n",
       " 'R Bhatia': 342,\n",
       " 'AP Tare': 339,\n",
       " 'KV Sharma': 317,\n",
       " 'R Vinay Kumar': 304,\n",
       " 'P Negi': 353,\n",
       " 'Gurkeerat Singh': 342,\n",
       " 'DJ Hooda': 373,\n",
       " 'RA Tripathi': 391,\n",
       " 'CH Morris': 439,\n",
       " 'Y Nagar': 285,\n",
       " 'VVS Laxman': 282,\n",
       " 'DB Das': 304,\n",
       " 'CA Lynn': 384,\n",
       " 'SP Goswami': 241,\n",
       " 'M Kaif': 259,\n",
       " 'B Chipli': 280,\n",
       " 'Ishan Kishan': 319,\n",
       " 'LA Pomersbach': 302,\n",
       " 'DJG Sammy': 295,\n",
       " 'R Ashwin': 231,\n",
       " 'K Goel': 218,\n",
       " 'RN ten Doeschate': 326,\n",
       " 'R Sathish': 270,\n",
       " 'BA Stokes': 316,\n",
       " 'SK Warne': 198,\n",
       " 'AA Jhunjhunwala': 217,\n",
       " 'MD Mishra': 237,\n",
       " 'MR Marsh': 225,\n",
       " 'MJ Lumb': 278,\n",
       " 'A Ashish Reddy': 280,\n",
       " 'SP Narine': 271,\n",
       " 'SM Katich': 241,\n",
       " 'YV Takawale': 192,\n",
       " 'FY Fazal': 183,\n",
       " 'R McLaren': 159,\n",
       " 'MN Samuels': 161,\n",
       " 'SW Billings': 226,\n",
       " 'Salman Butt': 193,\n",
       " 'AS Raut': 194,\n",
       " 'SP Fleming': 196,\n",
       " 'PA Reddy': 164,\n",
       " 'DW Steyn': 166,\n",
       " 'AB Agarkar': 179,\n",
       " 'B Kumar': 158,\n",
       " 'PD Collingwood': 203,\n",
       " 'CM Gautam': 169,\n",
       " 'MG Johnson': 151,\n",
       " 'TM Head': 205,\n",
       " 'BJ Rohrer': 193,\n",
       " 'RE van der Merwe': 159,\n",
       " 'MJ Guptill': 189,\n",
       " 'N Saini': 140,\n",
       " 'AC Voges': 181,\n",
       " 'DH Yagnik': 170,\n",
       " 'P Dogra': 127,\n",
       " 'Z Khan': 117,\n",
       " 'MP Stoinis': 163,\n",
       " 'R Dhawan': 153,\n",
       " 'MN van Wyk': 167,\n",
       " 'SB Styris': 131,\n",
       " 'MC Juneja': 125,\n",
       " 'W Jaffer': 130,\n",
       " 'RT Ponting': 91,\n",
       " 'Bipul Sharma': 187,\n",
       " 'MF Maharoof': 177,\n",
       " 'Niraj Patel': 121,\n",
       " 'S Anirudha': 136,\n",
       " 'CJ Ferguson': 98,\n",
       " 'DL Vettori': 121,\n",
       " 'BB Samantray': 125,\n",
       " 'SM Pollock': 147,\n",
       " 'S Vidyut': 145,\n",
       " 'RJ Harris': 117,\n",
       " 'JDP Oram': 106,\n",
       " 'M Kartik': 113,\n",
       " 'Sachin Baby': 137,\n",
       " 'RJ Quiney': 103,\n",
       " 'UT Khawaja': 127,\n",
       " 'MM Sharma': 112,\n",
       " 'AB McDonald': 123,\n",
       " 'SL Malinga': 88,\n",
       " 'SN Khan': 177,\n",
       " 'DJ Harris': 111,\n",
       " 'B Lee': 124,\n",
       " 'DS Kulkarni': 90,\n",
       " 'DJ Jacobs': 92,\n",
       " 'IR Jaggi': 76,\n",
       " 'MA Starc': 96,\n",
       " 'PR Shah': 92,\n",
       " 'MJ Clarke': 98,\n",
       " 'UT Yadav': 94,\n",
       " 'D Wiese': 127,\n",
       " 'M Morkel': 126,\n",
       " 'SD Chitnis': 99,\n",
       " 'C de Grandhomme': 126,\n",
       " 'AC Blizzard': 120,\n",
       " 'AA Bilakhia': 69,\n",
       " 'Iqbal Abdulla': 88,\n",
       " 'Mohammad Hafeez': 64,\n",
       " 'Misbah-ul-Haq': 117,\n",
       " 'S Rana': 91,\n",
       " 'WD Parnell': 63,\n",
       " 'AD Mascarenhas': 79,\n",
       " 'M Klinger': 73,\n",
       " 'RP Singh': 52,\n",
       " 'RR Sarwan': 73,\n",
       " 'Kamran Akmal': 128,\n",
       " 'V Shankar': 101,\n",
       " 'AP Majumdar': 87,\n",
       " 'R Sharma': 66,\n",
       " 'WA Mota': 56,\n",
       " 'MS Gony': 99,\n",
       " 'A Chopra': 53,\n",
       " 'RE Levi': 83,\n",
       " 'WPUJC Vaas': 81,\n",
       " 'LA Carseldine': 81,\n",
       " 'S Nadeem': 26,\n",
       " 'KK Cooper': 116,\n",
       " 'M Rawat': 55,\n",
       " 'BCJ Cutting': 124,\n",
       " 'Anirudh Singh': 63,\n",
       " 'Ankit Sharma': 87,\n",
       " 'K Rabada': 55,\n",
       " 'Yashpal Singh': 47,\n",
       " 'RR Powar': 67,\n",
       " 'LJ Wright': 106,\n",
       " 'A Nehra': 41,\n",
       " 'SK Trivedi': 42,\n",
       " 'AG Paunikar': 49,\n",
       " 'S Aravind': 59,\n",
       " 'I Sharma': 45,\n",
       " 'TR Birt': 75,\n",
       " 'SB Bangar': 49,\n",
       " 'B Akhil': 76,\n",
       " 'A Flintoff': 62,\n",
       " 'S Sreesanth': 34,\n",
       " 'VR Aaron': 46,\n",
       " 'CR Brathwaite': 95,\n",
       " 'PJ Cummins': 77,\n",
       " 'DJ Thornely': 39,\n",
       " 'NM Coulter-Nile': 52,\n",
       " 'KB Arun Karthik': 51,\n",
       " 'RV Gomez': 50,\n",
       " 'R Rampaul': 51,\n",
       " 'RR Rossouw': 53,\n",
       " 'AB Dinda': 26,\n",
       " 'L Balaji': 36,\n",
       " 'Shoaib Malik': 52,\n",
       " 'A Kumble': 35,\n",
       " 'CR Woakes': 46,\n",
       " 'Shahid Afridi': 81,\n",
       " 'JDS Neesham': 42,\n",
       " 'Mohammed Shami': 46,\n",
       " 'MJ McClenaghan': 63,\n",
       " 'PP Ojha': 16,\n",
       " 'AB Barath': 42,\n",
       " 'Anureet Singh': 33,\n",
       " 'MM Patel': 39,\n",
       " 'JJ Roy': 59,\n",
       " 'AS Yadav': 49,\n",
       " 'PV Tambe': 18,\n",
       " 'KW Richardson': 36,\n",
       " 'B Sumanth': 35,\n",
       " 'S Sriram': 31,\n",
       " 'HV Patel': 47,\n",
       " 'L Ronchi': 34,\n",
       " 'TG Southee': 54,\n",
       " 'Sandeep Sharma': 26,\n",
       " 'BR Dunk': 40,\n",
       " 'PJ Sangwan': 24,\n",
       " 'NS Naik': 23,\n",
       " 'MS Wade': 22,\n",
       " 'S Chanderpaul': 25,\n",
       " 'J Suchith': 48,\n",
       " 'JO Holder': 38,\n",
       " 'RJ Peterson': 32,\n",
       " 'Sohail Tanvir': 36,\n",
       " 'C Munro': 30,\n",
       " 'Sunny Singh': 43,\n",
       " 'SP Jackson': 38,\n",
       " 'AJ Tye': 53,\n",
       " 'M Muralitharan': 20,\n",
       " 'Joginder Sharma': 36,\n",
       " 'Basil Thampi': 28,\n",
       " 'SB Jakati': 28,\n",
       " 'YS Chahal': 15,\n",
       " 'S Narwal': 37,\n",
       " 'TD Paine': 10,\n",
       " 'VY Mahesh': 15,\n",
       " 'AD Nath': 20,\n",
       " 'LPC Silva': 40,\n",
       " 'S Gopal': 14,\n",
       " 'BMAJ Mendis': 23,\n",
       " 'JJ Bumrah': 25,\n",
       " 'J Syed Mohammad': 29,\n",
       " 'AN Ahmed': 36,\n",
       " 'A Mithun': 34,\n",
       " 'Harpreet Singh': 20,\n",
       " 'SW Tait': 23,\n",
       " 'AUK Pathan': 39,\n",
       " 'DR Martyn': 19,\n",
       " 'VH Zol': 29,\n",
       " 'T Taibu': 31,\n",
       " 'CA Ingram': 21,\n",
       " 'Vishnu Vinod': 19,\n",
       " 'JM Kemp': 26,\n",
       " 'Imran Tahir': 18,\n",
       " 'S Badree': 13,\n",
       " 'R Tewatia': 35,\n",
       " 'J Arunkumar': 23,\n",
       " 'CK Kapugedera': 16,\n",
       " 'D Salunkhe': 33,\n",
       " 'R Shukla': 19,\n",
       " 'NL McCullum': 26,\n",
       " 'A Mukund': 19,\n",
       " 'AP Dole': 34,\n",
       " 'DE Bollinger': 21,\n",
       " 'MA Khote': 24,\n",
       " 'Kuldeep Yadav': 20,\n",
       " 'GB Hogg': 22,\n",
       " 'NJ Maddinson': 20,\n",
       " 'C Madan': 15,\n",
       " 'A Choudhary': 25,\n",
       " 'Swapnil Singh': 12,\n",
       " 'Parvez Rasool': 17,\n",
       " 'T Kohli': 11,\n",
       " 'DS Lehmann': 18,\n",
       " 'T Thushara': 12,\n",
       " 'M Ntini': 11,\n",
       " 'Umar Gul': 39,\n",
       " 'AC Thomas': 20,\n",
       " 'KC Cariappa': 15,\n",
       " 'Y Gnaneswara Rao': 19,\n",
       " 'RR Raje': 20,\n",
       " 'R Bishnoi': 19,\n",
       " 'JJ van der Wath': 18,\n",
       " 'SMSM Senanayake': 10,\n",
       " 'X Thalaivan Sargunam': 10,\n",
       " 'Karanveer Singh': 12,\n",
       " 'SB Joshi': 6,\n",
       " 'GR Napier': 15,\n",
       " 'T Henderson': 11,\n",
       " 'ER Dwivedi': 24,\n",
       " 'CJ McKay': 8,\n",
       " 'UA Birla': 7,\n",
       " 'P Awana': 5,\n",
       " 'AG Murtaza': 10,\n",
       " 'SM Harwood': 9,\n",
       " 'DT Patil': 13,\n",
       " 'D du Preez': 10,\n",
       " 'P Sahu': 19,\n",
       " 'MDKJ Perera': 14,\n",
       " 'AS Rajpoot': 6,\n",
       " 'J Theron': 10,\n",
       " 'F Behardien': 14,\n",
       " 'ND Doshi': 0,\n",
       " 'S Kaul': 9,\n",
       " 'SA Abbott': 15,\n",
       " 'DP Nannes': 4,\n",
       " 'JD Unadkat': 5,\n",
       " 'Harmeet Singh': 18,\n",
       " 'AF Milne': 7,\n",
       " 'AA Noffke': 9,\n",
       " 'AR Bawne': 12,\n",
       " 'PSP Handscomb': 6,\n",
       " 'Washington Sundar': 9,\n",
       " 'Mohammad Ashraful': 2,\n",
       " 'Pankaj Singh': 7,\n",
       " 'J Yadav': 6,\n",
       " 'BJ Haddin': 18,\n",
       " 'TS Mills': 8,\n",
       " 'AA Chavan': 12,\n",
       " 'TM Srivastava': 8,\n",
       " 'Jaskaran Singh': 8,\n",
       " 'S Ladda': 0,\n",
       " 'A Singh': 2,\n",
       " 'DAJ Bracewell': 12,\n",
       " 'Rashid Khan': 11,\n",
       " 'SN Thakur': 7,\n",
       " 'DNT Zoysa': 11,\n",
       " 'KAJ Roach': 10,\n",
       " 'K Upadhyay': 12,\n",
       " 'CK Langeveldt': 8,\n",
       " 'Ankit Soni': 7,\n",
       " 'B Laughlin': 4,\n",
       " 'D Kalyankrishna': 3,\n",
       " 'KJ Abbott': 13,\n",
       " 'TA Boult': 5,\n",
       " 'RS Gavaskar': 2,\n",
       " 'A Zampa': 5,\n",
       " 'Shoaib Akhtar': 2,\n",
       " 'AN Ghosh': 7,\n",
       " 'VS Malik': 7,\n",
       " 'A Uniyal': 4,\n",
       " 'SS Shaikh': 6,\n",
       " 'Younis Khan': 3,\n",
       " 'BA Bhatt': 6,\n",
       " 'A Chandila': 4,\n",
       " 'R Ninan': 3,\n",
       " 'Shoaib Ahmed': 1,\n",
       " 'BAW Mendis': 3,\n",
       " 'Mohammad Asif': 3,\n",
       " 'DL Chahar': 14,\n",
       " 'H Das': 2,\n",
       " 'GD McGrath': 4,\n",
       " 'Kamran Khan': 3,\n",
       " 'SJ Srivastava': 5,\n",
       " 'CJ Jordan': 3,\n",
       " 'FH Edwards': 4,\n",
       " 'DM Bravo': 6,\n",
       " 'BB Sran': 4,\n",
       " 'S Tyagi': 3,\n",
       " 'S Randiv': 2,\n",
       " 'JE Taylor': 3,\n",
       " 'KP Appanna': 2,\n",
       " 'I Malhotra': 7,\n",
       " 'Shivam Sharma': 5,\n",
       " 'CRD Fernando': 4,\n",
       " 'P Parameswaran': 1,\n",
       " 'BE Hendricks': 1,\n",
       " 'DJ Muthuswami': 1,\n",
       " 'KMDN Kulasekara': 5,\n",
       " 'SB Wagh': 2,\n",
       " 'Mohammad Nabi': 2,\n",
       " 'VRV Singh': 4,\n",
       " 'M de Lange': 1,\n",
       " 'PM Sarvesh Kumar': 1,\n",
       " 'L Ablish': 0,\n",
       " 'VS Yeligati': 2,\n",
       " 'RR Bhatkal': 0,\n",
       " 'Mashrafe Mortaza': 2,\n",
       " 'SE Bond': 1,\n",
       " 'IC Pandey': 0,\n",
       " 'RS Sodhi': 4,\n",
       " 'RG More': 2,\n",
       " 'RD Chahar': 3,\n",
       " 'Abdur Razzak': 0,\n",
       " 'M Ashwin': 0,\n",
       " 'DP Vijaykumar': 1,\n",
       " 'V Pratap Singh': 0,\n",
       " 'U Kaul': 0,\n",
       " 'LH Ferguson': 1,\n",
       " 'C Nanda': 0,\n",
       " 'NJ Rimmington': 1,\n",
       " 'Sunny Gupta': 0,\n",
       " 'S Kaushik': 0,\n",
       " 'YA Abdulla': 0}"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "total_runs = {}\n",
    "for batter in batsmen:\n",
    "    total_runs[batter] = sum(ddf['batsman_runs'].loc[ddf['batsman'] == batter].values)\n",
    "total_runs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'V Kohli': 1.2658843732112193,\n",
       " 'G Gambhir': 1.2036120011651616,\n",
       " 'SK Raina': 1.3499554764024932,\n",
       " 'RG Sharma': 1.2849725106902872,\n",
       " 'S Dhawan': 1.1850249584026622,\n",
       " 'RV Uthappa': 1.2763513513513514,\n",
       " 'DA Warner': 1.383184011026878,\n",
       " 'MS Dhoni': 1.328358208955224,\n",
       " 'AM Rahane': 1.1748654880860876,\n",
       " 'CH Gayle': 1.4419431279620853,\n",
       " 'AB de Villiers': 1.4512905911740217,\n",
       " 'KD Karthik': 1.2300847457627118,\n",
       " 'JH Kallis': 1.0593627237014405,\n",
       " 'BB McCullum': 1.2631820265933058,\n",
       " 'M Vijay': 1.2002868068833652,\n",
       " 'YK Pathan': 1.407514450867052,\n",
       " 'PA Patel': 1.1271844660194175,\n",
       " 'Yuvraj Singh': 1.2639024390243903,\n",
       " 'SR Tendulkar': 1.1418786692759295,\n",
       " 'AT Rayudu': 1.230142566191446,\n",
       " 'SR Watson': 1.3483837865572088,\n",
       " 'R Dravid': 1.1334723670490094,\n",
       " 'SE Marsh': 1.3010977522216414,\n",
       " 'MK Pandey': 1.1693845344555498,\n",
       " 'V Sehwag': 1.4882705946535735,\n",
       " 'DR Smith': 1.3227953410981697,\n",
       " 'KA Pollard': 1.4062126642771804,\n",
       " 'MEK Hussey': 1.1996359223300972,\n",
       " 'JP Duminy': 1.2197062423500613,\n",
       " 'AC Gilchrist': 1.3305466237942123,\n",
       " 'DPMD Jayawardene': 1.187910643889619,\n",
       " 'RA Jadeja': 1.187928669410151,\n",
       " 'MK Tiwary': 1.1412742382271468,\n",
       " 'KC Sangakkara': 1.184691011235955,\n",
       " 'NV Ojha': 1.1452802359882006,\n",
       " 'SPD Smith': 1.2850712678169542,\n",
       " 'SC Ganguly': 1.0173453996983408,\n",
       " 'AJ Finch': 1.262992125984252,\n",
       " 'S Badrinath': 1.157429718875502,\n",
       " 'WP Saha': 1.2772764561115668,\n",
       " 'SV Samson': 1.2240343347639484,\n",
       " 'BJ Hodge': 1.2142237640936686,\n",
       " 'DA Miller': 1.377092511013216,\n",
       " 'SS Tiwary': 1.1485148514851484,\n",
       " 'DJ Hussey': 1.2007266121707538,\n",
       " 'TM Dilshan': 1.1012416427889207,\n",
       " 'F du Plessis': 1.2416107382550337,\n",
       " 'DJ Bravo': 1.2228682170542635,\n",
       " 'IK Pathan': 1.16751269035533,\n",
       " 'Mandeep Singh': 1.185501066098081,\n",
       " 'KK Nair': 1.2465016146393972,\n",
       " 'LMP Simmons': 1.2289293849658314,\n",
       " 'Y Venugopal Rao': 1.138728323699422,\n",
       " 'LRPL Taylor': 1.2007083825265643,\n",
       " 'ML Hayden': 1.3194278903456496,\n",
       " 'HH Gibbs': 1.058542413381123,\n",
       " 'A Symonds': 1.2471190781049937,\n",
       " 'GJ Maxwell': 1.5756410256410256,\n",
       " 'CL White': 1.2545219638242895,\n",
       " 'MC Henriques': 1.2600780234070221,\n",
       " 'KP Pietersen': 1.3205804749340369,\n",
       " 'M Vohra': 1.276,\n",
       " 'MS Bisla': 1.0827679782903663,\n",
       " 'EJG Morgan': 1.1779310344827587,\n",
       " 'JA Morkel': 1.3693820224719102,\n",
       " 'MA Agarwal': 1.176300578034682,\n",
       " 'GC Smith': 1.069464544138929,\n",
       " 'KM Jadhav': 1.3055555555555556,\n",
       " 'SS Iyer': 1.2320610687022902,\n",
       " 'STR Binny': 1.2374798061389338,\n",
       " 'AD Mathews': 1.2086811352253757,\n",
       " 'KL Rahul': 1.224662162162162,\n",
       " 'Harbhajan Singh': 1.3519458544839256,\n",
       " 'AM Nayar': 1.1428571428571428,\n",
       " 'TL Suman': 1.151618398637138,\n",
       " 'ST Jayasuriya': 1.3403141361256545,\n",
       " 'Q de Kock': 1.2826855123674912,\n",
       " 'GJ Bailey': 1.201086956521739,\n",
       " 'AR Patel': 1.2267206477732793,\n",
       " 'M Manhas': 1.0576131687242798,\n",
       " 'SA Yadav': 1.269311064718163,\n",
       " 'RS Bopara': 1.1346153846153846,\n",
       " 'PP Chawla': 1.1027837259100643,\n",
       " 'JD Ryder': 1.296137339055794,\n",
       " 'PC Valthaty': 1.1689814814814814,\n",
       " 'HM Amla': 1.3803827751196172,\n",
       " 'CJ Anderson': 1.2584541062801933,\n",
       " 'JP Faulkner': 1.2980295566502462,\n",
       " 'OA Shah': 1.2493827160493827,\n",
       " 'CA Pujara': 0.967741935483871,\n",
       " 'Shakib Al Hasan': 1.2468827930174564,\n",
       " 'A Mishra': 0.8900523560209425,\n",
       " 'RR Pant': 1.4803149606299213,\n",
       " 'JC Buttler': 1.408,\n",
       " 'AL Menaria': 1.0926430517711172,\n",
       " 'J Botha': 1.1236263736263736,\n",
       " 'LR Shukla': 1.1312849162011174,\n",
       " 'N Rana': 1.2309859154929577,\n",
       " 'SA Asnodkar': 1.2017045454545454,\n",
       " 'DT Christian': 1.1965811965811965,\n",
       " 'AD Russell': 1.64,\n",
       " 'NLTC Perera': 1.3006134969325154,\n",
       " 'KS Williamson': 1.2646153846153847,\n",
       " 'DB Ravi Teja': 1.1538461538461537,\n",
       " 'GH Vihari': 0.8668730650154799,\n",
       " 'P Kumar': 1.0526315789473684,\n",
       " 'MV Boucher': 1.2389937106918238,\n",
       " 'UBT Chand': 0.9554140127388535,\n",
       " 'JR Hopes': 1.3280254777070064,\n",
       " 'KH Pandya': 1.5335463258785942,\n",
       " 'S Sohal': 1.1832797427652733,\n",
       " 'Azhar Mahmood': 1.247588424437299,\n",
       " 'JEC Franklin': 1.058252427184466,\n",
       " 'HH Pandya': 1.326797385620915,\n",
       " 'R Bhatia': 1.1793103448275861,\n",
       " 'AP Tare': 1.1894736842105262,\n",
       " 'KV Sharma': 1.1122807017543859,\n",
       " 'R Vinay Kumar': 1.0666666666666667,\n",
       " 'P Negi': 1.2429577464788732,\n",
       " 'Gurkeerat Singh': 1.2214285714285715,\n",
       " 'DJ Hooda': 1.3465703971119134,\n",
       " 'RA Tripathi': 1.4218181818181819,\n",
       " 'CH Morris': 1.5963636363636364,\n",
       " 'Y Nagar': 1.051660516605166,\n",
       " 'VVS Laxman': 1.040590405904059,\n",
       " 'DB Das': 1.1385767790262171,\n",
       " 'CA Lynn': 1.476923076923077,\n",
       " 'SP Goswami': 0.926923076923077,\n",
       " 'M Kaif': 1.003875968992248,\n",
       " 'B Chipli': 1.09375,\n",
       " 'Ishan Kishan': 1.2509803921568627,\n",
       " 'LA Pomersbach': 1.203187250996016,\n",
       " 'DJG Sammy': 1.1752988047808766,\n",
       " 'R Ashwin': 0.9390243902439024,\n",
       " 'K Goel': 0.9121338912133892,\n",
       " 'RN ten Doeschate': 1.3697478991596639,\n",
       " 'R Sathish': 1.1440677966101696,\n",
       " 'BA Stokes': 1.3920704845814977,\n",
       " 'SK Warne': 0.9041095890410958,\n",
       " 'AA Jhunjhunwala': 0.9954128440366973,\n",
       " 'MD Mishra': 1.1126760563380282,\n",
       " 'MR Marsh': 1.1194029850746268,\n",
       " 'MJ Lumb': 1.404040404040404,\n",
       " 'A Ashish Reddy': 1.4285714285714286,\n",
       " 'SP Narine': 1.4041450777202074,\n",
       " 'SM Katich': 1.2617801047120418,\n",
       " 'YV Takawale': 1.0491803278688525,\n",
       " 'FY Fazal': 1.0223463687150838,\n",
       " 'R McLaren': 0.8932584269662921,\n",
       " 'MN Samuels': 0.9252873563218391,\n",
       " 'SW Billings': 1.30635838150289,\n",
       " 'Salman Butt': 1.122093023255814,\n",
       " 'AS Raut': 1.127906976744186,\n",
       " 'SP Fleming': 1.1461988304093567,\n",
       " 'PA Reddy': 0.9820359281437125,\n",
       " 'DW Steyn': 1.031055900621118,\n",
       " 'AB Agarkar': 1.11875,\n",
       " 'B Kumar': 0.9875,\n",
       " 'PD Collingwood': 1.2767295597484276,\n",
       " 'CM Gautam': 1.0696202531645569,\n",
       " 'MG Johnson': 0.9617834394904459,\n",
       " 'TM Head': 1.3576158940397351,\n",
       " 'BJ Rohrer': 1.321917808219178,\n",
       " 'RE van der Merwe': 1.1041666666666667,\n",
       " 'MJ Guptill': 1.3216783216783217,\n",
       " 'N Saini': 0.9790209790209791,\n",
       " 'AC Voges': 1.2657342657342658,\n",
       " 'DH Yagnik': 1.1971830985915493,\n",
       " 'P Dogra': 0.900709219858156,\n",
       " 'Z Khan': 0.8297872340425532,\n",
       " 'MP Stoinis': 1.1985294117647058,\n",
       " 'R Dhawan': 1.1333333333333333,\n",
       " 'MN van Wyk': 1.237037037037037,\n",
       " 'SB Styris': 0.9776119402985075,\n",
       " 'MC Juneja': 0.9328358208955224,\n",
       " 'W Jaffer': 1.0077519379844961,\n",
       " 'RT Ponting': 0.7054263565891473,\n",
       " 'Bipul Sharma': 1.5080645161290323,\n",
       " 'MF Maharoof': 1.4274193548387097,\n",
       " 'Niraj Patel': 0.9758064516129032,\n",
       " 'S Anirudha': 1.1239669421487604,\n",
       " 'CJ Ferguson': 0.8235294117647058,\n",
       " 'DL Vettori': 1.0254237288135593,\n",
       " 'BB Samantray': 1.0775862068965518,\n",
       " 'SM Pollock': 1.2672413793103448,\n",
       " 'S Vidyut': 1.2608695652173914,\n",
       " 'RJ Harris': 1.0446428571428572,\n",
       " 'JDP Oram': 0.9636363636363636,\n",
       " 'M Kartik': 1.036697247706422,\n",
       " 'Sachin Baby': 1.2924528301886793,\n",
       " 'RJ Quiney': 0.9809523809523809,\n",
       " 'UT Khawaja': 1.2095238095238094,\n",
       " 'MM Sharma': 1.0769230769230769,\n",
       " 'AB McDonald': 1.1941747572815533,\n",
       " 'SL Malinga': 0.8543689320388349,\n",
       " 'SN Khan': 1.7184466019417475,\n",
       " 'DJ Harris': 1.0776699029126213,\n",
       " 'B Lee': 1.2156862745098038,\n",
       " 'DS Kulkarni': 0.8910891089108911,\n",
       " 'DJ Jacobs': 0.9108910891089109,\n",
       " 'IR Jaggi': 0.76,\n",
       " 'MA Starc': 0.9795918367346939,\n",
       " 'PR Shah': 0.9484536082474226,\n",
       " 'MJ Clarke': 1.0208333333333333,\n",
       " 'UT Yadav': 0.9894736842105263,\n",
       " 'D Wiese': 1.351063829787234,\n",
       " 'M Morkel': 1.3548387096774193,\n",
       " 'SD Chitnis': 1.076086956521739,\n",
       " 'C de Grandhomme': 1.3695652173913044,\n",
       " 'AC Blizzard': 1.3186813186813187,\n",
       " 'AA Bilakhia': 0.7840909090909091,\n",
       " 'Iqbal Abdulla': 1.0232558139534884,\n",
       " 'Mohammad Hafeez': 0.7619047619047619,\n",
       " 'Misbah-ul-Haq': 1.4268292682926829,\n",
       " 'S Rana': 1.1097560975609757,\n",
       " 'WD Parnell': 0.7875,\n",
       " 'AD Mascarenhas': 1.0,\n",
       " 'M Klinger': 0.9358974358974359,\n",
       " 'RP Singh': 0.6666666666666666,\n",
       " 'RR Sarwan': 0.9358974358974359,\n",
       " 'Kamran Akmal': 1.641025641025641,\n",
       " 'V Shankar': 1.3116883116883118,\n",
       " 'AP Majumdar': 1.12987012987013,\n",
       " 'R Sharma': 0.8571428571428571,\n",
       " 'WA Mota': 0.7368421052631579,\n",
       " 'MS Gony': 1.3026315789473684,\n",
       " 'A Chopra': 0.7066666666666667,\n",
       " 'RE Levi': 1.1216216216216217,\n",
       " 'WPUJC Vaas': 1.1095890410958904,\n",
       " 'LA Carseldine': 1.1408450704225352,\n",
       " 'S Nadeem': 0.36619718309859156,\n",
       " 'KK Cooper': 1.6571428571428573,\n",
       " 'M Rawat': 0.7857142857142857,\n",
       " 'BCJ Cutting': 1.7714285714285714,\n",
       " 'Anirudh Singh': 0.9130434782608695,\n",
       " 'Ankit Sharma': 1.2608695652173914,\n",
       " 'K Rabada': 0.8088235294117647,\n",
       " 'Yashpal Singh': 0.7014925373134329,\n",
       " 'RR Powar': 1.046875,\n",
       " 'LJ Wright': 1.6825396825396826,\n",
       " 'A Nehra': 0.6507936507936508,\n",
       " 'SK Trivedi': 0.6885245901639344,\n",
       " 'AG Paunikar': 0.8032786885245902,\n",
       " 'S Aravind': 1.0,\n",
       " 'I Sharma': 0.7627118644067796,\n",
       " 'TR Birt': 1.271186440677966,\n",
       " 'SB Bangar': 0.8448275862068966,\n",
       " 'B Akhil': 1.3333333333333333,\n",
       " 'A Flintoff': 1.087719298245614,\n",
       " 'S Sreesanth': 0.5964912280701754,\n",
       " 'VR Aaron': 0.8214285714285714,\n",
       " 'CR Brathwaite': 1.6964285714285714,\n",
       " 'PJ Cummins': 1.375,\n",
       " 'DJ Thornely': 0.7222222222222222,\n",
       " 'NM Coulter-Nile': 0.9811320754716981,\n",
       " 'KB Arun Karthik': 0.9622641509433962,\n",
       " 'RV Gomez': 0.9433962264150944,\n",
       " 'R Rampaul': 0.9807692307692307,\n",
       " 'RR Rossouw': 1.0392156862745099,\n",
       " 'AB Dinda': 0.52,\n",
       " 'L Balaji': 0.72,\n",
       " 'Shoaib Malik': 1.0612244897959184,\n",
       " 'A Kumble': 0.7142857142857143,\n",
       " 'CR Woakes': 0.9787234042553191,\n",
       " 'Shahid Afridi': 1.7608695652173914,\n",
       " 'JDS Neesham': 0.9130434782608695,\n",
       " 'Mohammed Shami': 1.0,\n",
       " 'MJ McClenaghan': 1.4,\n",
       " 'PP Ojha': 0.35555555555555557,\n",
       " 'AB Barath': 0.9767441860465116,\n",
       " 'Anureet Singh': 0.7674418604651163,\n",
       " 'MM Patel': 0.9512195121951219,\n",
       " 'JJ Roy': 1.4390243902439024,\n",
       " 'AS Yadav': 1.225,\n",
       " 'PV Tambe': 0.46153846153846156,\n",
       " 'KW Richardson': 0.9230769230769231,\n",
       " 'B Sumanth': 0.9210526315789473,\n",
       " 'S Sriram': 0.8157894736842105,\n",
       " 'HV Patel': 1.236842105263158,\n",
       " 'L Ronchi': 0.918918918918919,\n",
       " 'TG Southee': 1.5,\n",
       " 'Sandeep Sharma': 0.7222222222222222,\n",
       " 'BR Dunk': 1.1111111111111112,\n",
       " 'PJ Sangwan': 0.6666666666666666,\n",
       " 'NS Naik': 0.696969696969697,\n",
       " 'MS Wade': 0.6666666666666666,\n",
       " 'S Chanderpaul': 0.7575757575757576,\n",
       " 'J Suchith': 1.4545454545454546,\n",
       " 'JO Holder': 1.1875,\n",
       " 'RJ Peterson': 1.0,\n",
       " 'Sohail Tanvir': 1.1612903225806452,\n",
       " 'C Munro': 0.967741935483871,\n",
       " 'Sunny Singh': 1.3870967741935485,\n",
       " 'SP Jackson': 1.2258064516129032,\n",
       " 'AJ Tye': 1.7666666666666666,\n",
       " 'M Muralitharan': 0.6666666666666666,\n",
       " 'Joginder Sharma': 1.2,\n",
       " 'Basil Thampi': 0.9333333333333333,\n",
       " 'SB Jakati': 0.9333333333333333,\n",
       " 'YS Chahal': 0.5172413793103449,\n",
       " 'S Narwal': 1.2758620689655173,\n",
       " 'TD Paine': 0.3448275862068966,\n",
       " 'VY Mahesh': 0.5357142857142857,\n",
       " 'AD Nath': 0.7142857142857143,\n",
       " 'LPC Silva': 1.4814814814814814,\n",
       " 'S Gopal': 0.5185185185185185,\n",
       " 'BMAJ Mendis': 0.8518518518518519,\n",
       " 'JJ Bumrah': 0.9259259259259259,\n",
       " 'J Syed Mohammad': 1.0740740740740742,\n",
       " 'AN Ahmed': 1.3333333333333333,\n",
       " 'A Mithun': 1.3076923076923077,\n",
       " 'Harpreet Singh': 0.7692307692307693,\n",
       " 'SW Tait': 0.8846153846153846,\n",
       " 'AUK Pathan': 1.5,\n",
       " 'DR Martyn': 0.7307692307692307,\n",
       " 'VH Zol': 1.1153846153846154,\n",
       " 'T Taibu': 1.1923076923076923,\n",
       " 'CA Ingram': 0.8076923076923077,\n",
       " 'Vishnu Vinod': 0.7307692307692307,\n",
       " 'JM Kemp': 1.04,\n",
       " 'Imran Tahir': 0.72,\n",
       " 'S Badree': 0.52,\n",
       " 'R Tewatia': 1.4583333333333333,\n",
       " 'J Arunkumar': 0.9583333333333334,\n",
       " 'CK Kapugedera': 0.6666666666666666,\n",
       " 'D Salunkhe': 1.375,\n",
       " 'R Shukla': 0.8260869565217391,\n",
       " 'NL McCullum': 1.1304347826086956,\n",
       " 'A Mukund': 0.8260869565217391,\n",
       " 'AP Dole': 1.4782608695652173,\n",
       " 'DE Bollinger': 0.9130434782608695,\n",
       " 'MA Khote': 1.0909090909090908,\n",
       " 'Kuldeep Yadav': 0.9090909090909091,\n",
       " 'GB Hogg': 1.0,\n",
       " 'NJ Maddinson': 0.9523809523809523,\n",
       " 'C Madan': 0.7142857142857143,\n",
       " 'A Choudhary': 1.25,\n",
       " 'Swapnil Singh': 0.6,\n",
       " 'Parvez Rasool': 0.85,\n",
       " 'T Kohli': 0.55,\n",
       " 'DS Lehmann': 0.9473684210526315,\n",
       " 'T Thushara': 0.631578947368421,\n",
       " 'M Ntini': 0.5789473684210527,\n",
       " 'Umar Gul': 2.0526315789473686,\n",
       " 'AC Thomas': 1.0526315789473684,\n",
       " 'KC Cariappa': 0.8333333333333334,\n",
       " 'Y Gnaneswara Rao': 1.0555555555555556,\n",
       " 'RR Raje': 1.1111111111111112,\n",
       " 'R Bishnoi': 1.1176470588235294,\n",
       " 'JJ van der Wath': 1.0588235294117647,\n",
       " 'SMSM Senanayake': 0.5882352941176471,\n",
       " 'X Thalaivan Sargunam': 0.5882352941176471,\n",
       " 'Karanveer Singh': 0.7058823529411765,\n",
       " 'SB Joshi': 0.375,\n",
       " 'GR Napier': 0.9375,\n",
       " 'T Henderson': 0.6875,\n",
       " 'ER Dwivedi': 1.6,\n",
       " 'CJ McKay': 0.5333333333333333,\n",
       " 'UA Birla': 0.4666666666666667,\n",
       " 'P Awana': 0.35714285714285715,\n",
       " 'AG Murtaza': 0.7142857142857143,\n",
       " 'SM Harwood': 0.6428571428571429,\n",
       " 'DT Patil': 1.0,\n",
       " 'D du Preez': 0.7692307692307693,\n",
       " 'P Sahu': 1.4615384615384615,\n",
       " 'MDKJ Perera': 1.0769230769230769,\n",
       " 'AS Rajpoot': 0.46153846153846156,\n",
       " 'J Theron': 0.7692307692307693,\n",
       " 'F Behardien': 1.0769230769230769,\n",
       " 'ND Doshi': 0.0,\n",
       " 'S Kaul': 0.6923076923076923,\n",
       " 'SA Abbott': 1.1538461538461537,\n",
       " 'DP Nannes': 0.3076923076923077,\n",
       " 'JD Unadkat': 0.38461538461538464,\n",
       " 'Harmeet Singh': 1.5,\n",
       " 'AF Milne': 0.5833333333333334,\n",
       " 'AA Noffke': 0.75,\n",
       " 'AR Bawne': 1.0,\n",
       " 'PSP Handscomb': 0.5,\n",
       " 'Washington Sundar': 0.75,\n",
       " 'Mohammad Ashraful': 0.16666666666666666,\n",
       " 'Pankaj Singh': 0.5833333333333334,\n",
       " 'J Yadav': 0.5,\n",
       " 'BJ Haddin': 1.6363636363636365,\n",
       " 'TS Mills': 0.7272727272727273,\n",
       " 'AA Chavan': 1.0909090909090908,\n",
       " 'TM Srivastava': 0.7272727272727273,\n",
       " 'Jaskaran Singh': 0.7272727272727273,\n",
       " 'S Ladda': 0.0,\n",
       " 'A Singh': 0.2,\n",
       " 'DAJ Bracewell': 1.3333333333333333,\n",
       " 'Rashid Khan': 1.2222222222222223,\n",
       " 'SN Thakur': 0.7777777777777778,\n",
       " 'DNT Zoysa': 1.2222222222222223,\n",
       " 'KAJ Roach': 1.1111111111111112,\n",
       " 'K Upadhyay': 1.3333333333333333,\n",
       " 'CK Langeveldt': 0.8888888888888888,\n",
       " 'Ankit Soni': 0.7777777777777778,\n",
       " 'B Laughlin': 0.4444444444444444,\n",
       " 'D Kalyankrishna': 0.375,\n",
       " 'KJ Abbott': 1.625,\n",
       " 'TA Boult': 0.625,\n",
       " 'RS Gavaskar': 0.25,\n",
       " 'A Zampa': 0.625,\n",
       " 'Shoaib Akhtar': 0.25,\n",
       " 'AN Ghosh': 0.875,\n",
       " 'VS Malik': 1.0,\n",
       " 'A Uniyal': 0.5714285714285714,\n",
       " 'SS Shaikh': 0.8571428571428571,\n",
       " 'Younis Khan': 0.42857142857142855,\n",
       " 'BA Bhatt': 0.8571428571428571,\n",
       " 'A Chandila': 0.5714285714285714,\n",
       " 'R Ninan': 0.5,\n",
       " 'Shoaib Ahmed': 0.16666666666666666,\n",
       " 'BAW Mendis': 0.5,\n",
       " 'Mohammad Asif': 0.5,\n",
       " 'DL Chahar': 2.3333333333333335,\n",
       " 'H Das': 0.4,\n",
       " 'GD McGrath': 0.8,\n",
       " 'Kamran Khan': 0.6,\n",
       " 'SJ Srivastava': 1.0,\n",
       " 'CJ Jordan': 0.6,\n",
       " 'FH Edwards': 0.8,\n",
       " 'DM Bravo': 1.2,\n",
       " 'BB Sran': 1.0,\n",
       " 'S Tyagi': 0.75,\n",
       " 'S Randiv': 0.5,\n",
       " 'JE Taylor': 0.75,\n",
       " 'KP Appanna': 0.5,\n",
       " 'I Malhotra': 1.75,\n",
       " 'Shivam Sharma': 1.6666666666666667,\n",
       " 'CRD Fernando': 1.3333333333333333,\n",
       " 'P Parameswaran': 0.3333333333333333,\n",
       " 'BE Hendricks': 0.3333333333333333,\n",
       " 'DJ Muthuswami': 0.3333333333333333,\n",
       " 'KMDN Kulasekara': 1.6666666666666667,\n",
       " 'SB Wagh': 0.6666666666666666,\n",
       " 'Mohammad Nabi': 0.6666666666666666,\n",
       " 'VRV Singh': 1.3333333333333333,\n",
       " 'M de Lange': 0.5,\n",
       " 'PM Sarvesh Kumar': 0.5,\n",
       " 'L Ablish': 0.0,\n",
       " 'VS Yeligati': 1.0,\n",
       " 'RR Bhatkal': 0.0,\n",
       " 'Mashrafe Mortaza': 1.0,\n",
       " 'SE Bond': 0.5,\n",
       " 'IC Pandey': 0.0,\n",
       " 'RS Sodhi': 2.0,\n",
       " 'RG More': 1.0,\n",
       " 'RD Chahar': 1.5,\n",
       " 'Abdur Razzak': 0.0,\n",
       " 'M Ashwin': 0.0,\n",
       " 'DP Vijaykumar': 1.0,\n",
       " 'V Pratap Singh': 0.0,\n",
       " 'U Kaul': 0.0,\n",
       " 'LH Ferguson': 1.0,\n",
       " 'C Nanda': 0.0,\n",
       " 'NJ Rimmington': 1.0,\n",
       " 'Sunny Gupta': 0.0,\n",
       " 'S Kaushik': 0.0,\n",
       " 'YA Abdulla': 0.0}"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fastScoring = {}\n",
    "for batter in batsmen:\n",
    "    fastScoring[batter] = total_runs[batter]/balls_played[batter]\n",
    "fastScoring"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Consistency"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'V Kohli': 118,\n",
       " 'G Gambhir': 131,\n",
       " 'SK Raina': 134,\n",
       " 'RG Sharma': 129,\n",
       " 'S Dhawan': 109,\n",
       " 'RV Uthappa': 128,\n",
       " 'DA Warner': 100,\n",
       " 'MS Dhoni': 94,\n",
       " 'AM Rahane': 91,\n",
       " 'CH Gayle': 89,\n",
       " 'AB de Villiers': 91,\n",
       " 'KD Karthik': 117,\n",
       " 'JH Kallis': 85,\n",
       " 'BB McCullum': 98,\n",
       " 'M Vijay': 95,\n",
       " 'YK Pathan': 98,\n",
       " 'PA Patel': 107,\n",
       " 'Yuvraj Singh': 101,\n",
       " 'SR Tendulkar': 69,\n",
       " 'AT Rayudu': 89,\n",
       " 'SR Watson': 85,\n",
       " 'R Dravid': 77,\n",
       " 'SE Marsh': 63,\n",
       " 'MK Pandey': 78,\n",
       " 'V Sehwag': 99,\n",
       " 'DR Smith': 84,\n",
       " 'KA Pollard': 82,\n",
       " 'MEK Hussey': 51,\n",
       " 'JP Duminy': 50,\n",
       " 'AC Gilchrist': 76,\n",
       " 'DPMD Jayawardene': 64,\n",
       " 'RA Jadeja': 72,\n",
       " 'MK Tiwary': 56,\n",
       " 'KC Sangakkara': 65,\n",
       " 'NV Ojha': 74,\n",
       " 'SPD Smith': 46,\n",
       " 'SC Ganguly': 53,\n",
       " 'AJ Finch': 59,\n",
       " 'S Badrinath': 47,\n",
       " 'WP Saha': 61,\n",
       " 'SV Samson': 56,\n",
       " 'BJ Hodge': 42,\n",
       " 'DA Miller': 45,\n",
       " 'SS Tiwary': 45,\n",
       " 'DJ Hussey': 49,\n",
       " 'TM Dilshan': 43,\n",
       " 'F du Plessis': 43,\n",
       " 'DJ Bravo': 55,\n",
       " 'IK Pathan': 53,\n",
       " 'Mandeep Singh': 55,\n",
       " 'KK Nair': 46,\n",
       " 'LMP Simmons': 27,\n",
       " 'Y Venugopal Rao': 44,\n",
       " 'LRPL Taylor': 40,\n",
       " 'ML Hayden': 31,\n",
       " 'HH Gibbs': 32,\n",
       " 'A Symonds': 27,\n",
       " 'GJ Maxwell': 49,\n",
       " 'CL White': 36,\n",
       " 'MC Henriques': 34,\n",
       " 'KP Pietersen': 28,\n",
       " 'M Vohra': 39,\n",
       " 'MS Bisla': 38,\n",
       " 'EJG Morgan': 40,\n",
       " 'JA Morkel': 40,\n",
       " 'MA Agarwal': 46,\n",
       " 'GC Smith': 26,\n",
       " 'KM Jadhav': 38,\n",
       " 'SS Iyer': 29,\n",
       " 'STR Binny': 38,\n",
       " 'AD Mathews': 31,\n",
       " 'KL Rahul': 24,\n",
       " 'Harbhajan Singh': 51,\n",
       " 'AM Nayar': 38,\n",
       " 'TL Suman': 32,\n",
       " 'ST Jayasuriya': 28,\n",
       " 'Q de Kock': 25,\n",
       " 'GJ Bailey': 27,\n",
       " 'AR Patel': 30,\n",
       " 'M Manhas': 23,\n",
       " 'SA Yadav': 29,\n",
       " 'RS Bopara': 18,\n",
       " 'PP Chawla': 42,\n",
       " 'JD Ryder': 28,\n",
       " 'PC Valthaty': 22,\n",
       " 'HM Amla': 13,\n",
       " 'CJ Anderson': 19,\n",
       " 'JP Faulkner': 26,\n",
       " 'OA Shah': 15,\n",
       " 'CA Pujara': 19,\n",
       " 'Shakib Al Hasan': 24,\n",
       " 'A Mishra': 29,\n",
       " 'RR Pant': 22,\n",
       " 'JC Buttler': 22,\n",
       " 'AL Menaria': 21,\n",
       " 'J Botha': 20,\n",
       " 'LR Shukla': 27,\n",
       " 'N Rana': 14,\n",
       " 'SA Asnodkar': 20,\n",
       " 'DT Christian': 23,\n",
       " 'AD Russell': 22,\n",
       " 'NLTC Perera': 22,\n",
       " 'KS Williamson': 13,\n",
       " 'DB Ravi Teja': 19,\n",
       " 'GH Vihari': 18,\n",
       " 'P Kumar': 38,\n",
       " 'MV Boucher': 14,\n",
       " 'UBT Chand': 20,\n",
       " 'JR Hopes': 16,\n",
       " 'KH Pandya': 14,\n",
       " 'S Sohal': 20,\n",
       " 'Azhar Mahmood': 19,\n",
       " 'JEC Franklin': 11,\n",
       " 'HH Pandya': 19,\n",
       " 'R Bhatia': 30,\n",
       " 'AP Tare': 24,\n",
       " 'KV Sharma': 21,\n",
       " 'R Vinay Kumar': 28,\n",
       " 'P Negi': 20,\n",
       " 'Gurkeerat Singh': 21,\n",
       " 'DJ Hooda': 26,\n",
       " 'RA Tripathi': 14,\n",
       " 'CH Morris': 12,\n",
       " 'Y Nagar': 14,\n",
       " 'VVS Laxman': 19,\n",
       " 'DB Das': 14,\n",
       " 'CA Lynn': 10,\n",
       " 'SP Goswami': 15,\n",
       " 'M Kaif': 18,\n",
       " 'B Chipli': 15,\n",
       " 'Ishan Kishan': 15,\n",
       " 'LA Pomersbach': 11,\n",
       " 'DJG Sammy': 15,\n",
       " 'R Ashwin': 22,\n",
       " 'K Goel': 15,\n",
       " 'RN ten Doeschate': 14,\n",
       " 'R Sathish': 17,\n",
       " 'BA Stokes': 10,\n",
       " 'SK Warne': 20,\n",
       " 'AA Jhunjhunwala': 13,\n",
       " 'MD Mishra': 16,\n",
       " 'MR Marsh': 12,\n",
       " 'MJ Lumb': 12,\n",
       " 'A Ashish Reddy': 15,\n",
       " 'SP Narine': 20,\n",
       " 'SM Katich': 10,\n",
       " 'YV Takawale': 8,\n",
       " 'FY Fazal': 10,\n",
       " 'R McLaren': 8,\n",
       " 'MN Samuels': 13,\n",
       " 'SW Billings': 10,\n",
       " 'Salman Butt': 7,\n",
       " 'AS Raut': 9,\n",
       " 'SP Fleming': 9,\n",
       " 'PA Reddy': 10,\n",
       " 'DW Steyn': 22,\n",
       " 'AB Agarkar': 10,\n",
       " 'B Kumar': 19,\n",
       " 'PD Collingwood': 5,\n",
       " 'CM Gautam': 10,\n",
       " 'MG Johnson': 13,\n",
       " 'TM Head': 7,\n",
       " 'BJ Rohrer': 7,\n",
       " 'RE van der Merwe': 11,\n",
       " 'MJ Guptill': 9,\n",
       " 'N Saini': 10,\n",
       " 'AC Voges': 4,\n",
       " 'DH Yagnik': 10,\n",
       " 'P Dogra': 11,\n",
       " 'Z Khan': 14,\n",
       " 'MP Stoinis': 7,\n",
       " 'R Dhawan': 7,\n",
       " 'MN van Wyk': 3,\n",
       " 'SB Styris': 7,\n",
       " 'MC Juneja': 7,\n",
       " 'W Jaffer': 8,\n",
       " 'RT Ponting': 9,\n",
       " 'Bipul Sharma': 8,\n",
       " 'MF Maharoof': 10,\n",
       " 'Niraj Patel': 4,\n",
       " 'S Anirudha': 8,\n",
       " 'CJ Ferguson': 6,\n",
       " 'DL Vettori': 8,\n",
       " 'BB Samantray': 5,\n",
       " 'SM Pollock': 8,\n",
       " 'S Vidyut': 8,\n",
       " 'RJ Harris': 12,\n",
       " 'JDP Oram': 8,\n",
       " 'M Kartik': 7,\n",
       " 'Sachin Baby': 8,\n",
       " 'RJ Quiney': 7,\n",
       " 'UT Khawaja': 6,\n",
       " 'MM Sharma': 14,\n",
       " 'AB McDonald': 5,\n",
       " 'SL Malinga': 16,\n",
       " 'SN Khan': 6,\n",
       " 'DJ Harris': 4,\n",
       " 'B Lee': 10,\n",
       " 'DS Kulkarni': 8,\n",
       " 'DJ Jacobs': 7,\n",
       " 'IR Jaggi': 5,\n",
       " 'MA Starc': 7,\n",
       " 'PR Shah': 8,\n",
       " 'MJ Clarke': 6,\n",
       " 'UT Yadav': 7,\n",
       " 'D Wiese': 4,\n",
       " 'M Morkel': 11,\n",
       " 'SD Chitnis': 7,\n",
       " 'C de Grandhomme': 8,\n",
       " 'AC Blizzard': 7,\n",
       " 'AA Bilakhia': 5,\n",
       " 'Iqbal Abdulla': 2,\n",
       " 'Mohammad Hafeez': 7,\n",
       " 'Misbah-ul-Haq': 7,\n",
       " 'S Rana': 4,\n",
       " 'WD Parnell': 9,\n",
       " 'AD Mascarenhas': 9,\n",
       " 'M Klinger': 4,\n",
       " 'RP Singh': 15,\n",
       " 'RR Sarwan': 4,\n",
       " 'Kamran Akmal': 5,\n",
       " 'V Shankar': 2,\n",
       " 'AP Majumdar': 4,\n",
       " 'R Sharma': 14,\n",
       " 'WA Mota': 6,\n",
       " 'MS Gony': 10,\n",
       " 'A Chopra': 6,\n",
       " 'RE Levi': 6,\n",
       " 'WPUJC Vaas': 8,\n",
       " 'LA Carseldine': 4,\n",
       " 'S Nadeem': 12,\n",
       " 'KK Cooper': 9,\n",
       " 'M Rawat': 5,\n",
       " 'BCJ Cutting': 5,\n",
       " 'Anirudh Singh': 4,\n",
       " 'Ankit Sharma': 7,\n",
       " 'K Rabada': 3,\n",
       " 'Yashpal Singh': 4,\n",
       " 'RR Powar': 3,\n",
       " 'LJ Wright': 5,\n",
       " 'A Nehra': 7,\n",
       " 'SK Trivedi': 7,\n",
       " 'AG Paunikar': 5,\n",
       " 'S Aravind': 4,\n",
       " 'I Sharma': 6,\n",
       " 'TR Birt': 5,\n",
       " 'SB Bangar': 7,\n",
       " 'B Akhil': 6,\n",
       " 'A Flintoff': 2,\n",
       " 'S Sreesanth': 4,\n",
       " 'VR Aaron': 4,\n",
       " 'CR Brathwaite': 8,\n",
       " 'PJ Cummins': 6,\n",
       " 'DJ Thornely': 3,\n",
       " 'NM Coulter-Nile': 8,\n",
       " 'KB Arun Karthik': 5,\n",
       " 'RV Gomez': 5,\n",
       " 'R Rampaul': 5,\n",
       " 'RR Rossouw': 5,\n",
       " 'AB Dinda': 10,\n",
       " 'L Balaji': 8,\n",
       " 'Shoaib Malik': 4,\n",
       " 'A Kumble': 3,\n",
       " 'CR Woakes': 4,\n",
       " 'Shahid Afridi': 8,\n",
       " 'JDS Neesham': 3,\n",
       " 'Mohammed Shami': 7,\n",
       " 'MJ McClenaghan': 8,\n",
       " 'PP Ojha': 12,\n",
       " 'AB Barath': 2,\n",
       " 'Anureet Singh': 4,\n",
       " 'MM Patel': 6,\n",
       " 'JJ Roy': 2,\n",
       " 'AS Yadav': 5,\n",
       " 'PV Tambe': 2,\n",
       " 'KW Richardson': 3,\n",
       " 'B Sumanth': 1,\n",
       " 'S Sriram': 2,\n",
       " 'HV Patel': 9,\n",
       " 'L Ronchi': 5,\n",
       " 'TG Southee': 6,\n",
       " 'Sandeep Sharma': 1,\n",
       " 'BR Dunk': 3,\n",
       " 'PJ Sangwan': 6,\n",
       " 'NS Naik': 2,\n",
       " 'MS Wade': 3,\n",
       " 'S Chanderpaul': 3,\n",
       " 'J Suchith': 1,\n",
       " 'JO Holder': 5,\n",
       " 'RJ Peterson': 3,\n",
       " 'Sohail Tanvir': 3,\n",
       " 'C Munro': 3,\n",
       " 'Sunny Singh': 4,\n",
       " 'SP Jackson': 2,\n",
       " 'AJ Tye': 2,\n",
       " 'M Muralitharan': 6,\n",
       " 'Joginder Sharma': 4,\n",
       " 'Basil Thampi': 0,\n",
       " 'SB Jakati': 1,\n",
       " 'YS Chahal': 3,\n",
       " 'S Narwal': 3,\n",
       " 'TD Paine': 2,\n",
       " 'VY Mahesh': 2,\n",
       " 'AD Nath': 4,\n",
       " 'LPC Silva': 2,\n",
       " 'S Gopal': 2,\n",
       " 'BMAJ Mendis': 3,\n",
       " 'JJ Bumrah': 2,\n",
       " 'J Syed Mohammad': 2,\n",
       " 'AN Ahmed': 1,\n",
       " 'A Mithun': 5,\n",
       " 'Harpreet Singh': 2,\n",
       " 'SW Tait': 3,\n",
       " 'AUK Pathan': 5,\n",
       " 'DR Martyn': 1,\n",
       " 'VH Zol': 2,\n",
       " 'T Taibu': 3,\n",
       " 'CA Ingram': 2,\n",
       " 'Vishnu Vinod': 3,\n",
       " 'JM Kemp': 2,\n",
       " 'Imran Tahir': 4,\n",
       " 'S Badree': 5,\n",
       " 'R Tewatia': 2,\n",
       " 'J Arunkumar': 3,\n",
       " 'CK Kapugedera': 3,\n",
       " 'D Salunkhe': 2,\n",
       " 'R Shukla': 1,\n",
       " 'NL McCullum': 1,\n",
       " 'A Mukund': 2,\n",
       " 'AP Dole': 2,\n",
       " 'DE Bollinger': 1,\n",
       " 'MA Khote': 2,\n",
       " 'Kuldeep Yadav': 2,\n",
       " 'GB Hogg': 3,\n",
       " 'NJ Maddinson': 3,\n",
       " 'C Madan': 1,\n",
       " 'A Choudhary': 1,\n",
       " 'Swapnil Singh': 3,\n",
       " 'Parvez Rasool': 2,\n",
       " 'T Kohli': 3,\n",
       " 'DS Lehmann': 2,\n",
       " 'T Thushara': 2,\n",
       " 'M Ntini': 1,\n",
       " 'Umar Gul': 3,\n",
       " 'AC Thomas': 2,\n",
       " 'KC Cariappa': 3,\n",
       " 'Y Gnaneswara Rao': 1,\n",
       " 'RR Raje': 1,\n",
       " 'R Bishnoi': 3,\n",
       " 'JJ van der Wath': 2,\n",
       " 'SMSM Senanayake': 1,\n",
       " 'X Thalaivan Sargunam': 1,\n",
       " 'Karanveer Singh': 1,\n",
       " 'SB Joshi': 2,\n",
       " 'GR Napier': 1,\n",
       " 'T Henderson': 2,\n",
       " 'ER Dwivedi': 2,\n",
       " 'CJ McKay': 1,\n",
       " 'UA Birla': 1,\n",
       " 'P Awana': 2,\n",
       " 'AG Murtaza': 1,\n",
       " 'SM Harwood': 0,\n",
       " 'DT Patil': 2,\n",
       " 'D du Preez': 1,\n",
       " 'P Sahu': 1,\n",
       " 'MDKJ Perera': 2,\n",
       " 'AS Rajpoot': 1,\n",
       " 'J Theron': 2,\n",
       " 'F Behardien': 2,\n",
       " 'ND Doshi': 1,\n",
       " 'S Kaul': 0,\n",
       " 'SA Abbott': 2,\n",
       " 'DP Nannes': 1,\n",
       " 'JD Unadkat': 1,\n",
       " 'Harmeet Singh': 4,\n",
       " 'AF Milne': 2,\n",
       " 'AA Noffke': 1,\n",
       " 'AR Bawne': 0,\n",
       " 'PSP Handscomb': 1,\n",
       " 'Washington Sundar': 1,\n",
       " 'Mohammad Ashraful': 1,\n",
       " 'Pankaj Singh': 2,\n",
       " 'J Yadav': 2,\n",
       " 'BJ Haddin': 1,\n",
       " 'TS Mills': 3,\n",
       " 'AA Chavan': 2,\n",
       " 'TM Srivastava': 1,\n",
       " 'Jaskaran Singh': 1,\n",
       " 'S Ladda': 1,\n",
       " 'A Singh': 4,\n",
       " 'DAJ Bracewell': 0,\n",
       " 'Rashid Khan': 2,\n",
       " 'SN Thakur': 3,\n",
       " 'DNT Zoysa': 1,\n",
       " 'KAJ Roach': 1,\n",
       " 'K Upadhyay': 0,\n",
       " 'CK Langeveldt': 2,\n",
       " 'Ankit Soni': 2,\n",
       " 'B Laughlin': 1,\n",
       " 'D Kalyankrishna': 1,\n",
       " 'KJ Abbott': 1,\n",
       " 'TA Boult': 0,\n",
       " 'RS Gavaskar': 1,\n",
       " 'A Zampa': 2,\n",
       " 'Shoaib Akhtar': 1,\n",
       " 'AN Ghosh': 2,\n",
       " 'VS Malik': 1,\n",
       " 'A Uniyal': 1,\n",
       " 'SS Shaikh': 1,\n",
       " 'Younis Khan': 1,\n",
       " 'BA Bhatt': 1,\n",
       " 'A Chandila': 0,\n",
       " 'R Ninan': 1,\n",
       " 'Shoaib Ahmed': 2,\n",
       " 'BAW Mendis': 2,\n",
       " 'Mohammad Asif': 2,\n",
       " 'DL Chahar': 1,\n",
       " 'H Das': 1,\n",
       " 'GD McGrath': 1,\n",
       " 'Kamran Khan': 1,\n",
       " 'SJ Srivastava': 1,\n",
       " 'CJ Jordan': 2,\n",
       " 'FH Edwards': 1,\n",
       " 'DM Bravo': 0,\n",
       " 'BB Sran': 0,\n",
       " 'S Tyagi': 1,\n",
       " 'S Randiv': 1,\n",
       " 'JE Taylor': 1,\n",
       " 'KP Appanna': 1,\n",
       " 'I Malhotra': 0,\n",
       " 'Shivam Sharma': 1,\n",
       " 'CRD Fernando': 0,\n",
       " 'P Parameswaran': 0,\n",
       " 'BE Hendricks': 1,\n",
       " 'DJ Muthuswami': 1,\n",
       " 'KMDN Kulasekara': 0,\n",
       " 'SB Wagh': 2,\n",
       " 'Mohammad Nabi': 1,\n",
       " 'VRV Singh': 2,\n",
       " 'M de Lange': 1,\n",
       " 'PM Sarvesh Kumar': 0,\n",
       " 'L Ablish': 0,\n",
       " 'VS Yeligati': 1,\n",
       " 'RR Bhatkal': 1,\n",
       " 'Mashrafe Mortaza': 0,\n",
       " 'SE Bond': 1,\n",
       " 'IC Pandey': 1,\n",
       " 'RS Sodhi': 0,\n",
       " 'RG More': 0,\n",
       " 'RD Chahar': 0,\n",
       " 'Abdur Razzak': 0,\n",
       " 'M Ashwin': 1,\n",
       " 'DP Vijaykumar': 0,\n",
       " 'V Pratap Singh': 1,\n",
       " 'U Kaul': 0,\n",
       " 'LH Ferguson': 0,\n",
       " 'C Nanda': 1,\n",
       " 'NJ Rimmington': 0,\n",
       " 'Sunny Gupta': 1,\n",
       " 'S Kaushik': 1,\n",
       " 'YA Abdulla': 0}"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "outs = {}\n",
    "for batter in batsmen:\n",
    "    outs[batter] = len(ddf['player_dismissed'].loc[ddf['player_dismissed'] == batter])\n",
    "outs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'V Kohli': 118,\n",
       " 'G Gambhir': 131,\n",
       " 'SK Raina': 134,\n",
       " 'RG Sharma': 129,\n",
       " 'S Dhawan': 109,\n",
       " 'RV Uthappa': 128,\n",
       " 'DA Warner': 100,\n",
       " 'MS Dhoni': 94,\n",
       " 'AM Rahane': 91,\n",
       " 'CH Gayle': 89,\n",
       " 'AB de Villiers': 91,\n",
       " 'KD Karthik': 117,\n",
       " 'JH Kallis': 85,\n",
       " 'BB McCullum': 98,\n",
       " 'M Vijay': 95,\n",
       " 'YK Pathan': 98,\n",
       " 'PA Patel': 107,\n",
       " 'Yuvraj Singh': 101,\n",
       " 'SR Tendulkar': 69,\n",
       " 'AT Rayudu': 89,\n",
       " 'SR Watson': 85,\n",
       " 'R Dravid': 77,\n",
       " 'SE Marsh': 63,\n",
       " 'MK Pandey': 78,\n",
       " 'V Sehwag': 99,\n",
       " 'DR Smith': 84,\n",
       " 'KA Pollard': 82,\n",
       " 'MEK Hussey': 51,\n",
       " 'JP Duminy': 50,\n",
       " 'AC Gilchrist': 76,\n",
       " 'DPMD Jayawardene': 64,\n",
       " 'RA Jadeja': 72,\n",
       " 'MK Tiwary': 56,\n",
       " 'KC Sangakkara': 65,\n",
       " 'NV Ojha': 74,\n",
       " 'SPD Smith': 46,\n",
       " 'SC Ganguly': 53,\n",
       " 'AJ Finch': 59,\n",
       " 'S Badrinath': 47,\n",
       " 'WP Saha': 61,\n",
       " 'SV Samson': 56,\n",
       " 'BJ Hodge': 42,\n",
       " 'DA Miller': 45,\n",
       " 'SS Tiwary': 45,\n",
       " 'DJ Hussey': 49,\n",
       " 'TM Dilshan': 43,\n",
       " 'F du Plessis': 43,\n",
       " 'DJ Bravo': 55,\n",
       " 'IK Pathan': 53,\n",
       " 'Mandeep Singh': 55,\n",
       " 'KK Nair': 46,\n",
       " 'LMP Simmons': 27,\n",
       " 'Y Venugopal Rao': 44,\n",
       " 'LRPL Taylor': 40,\n",
       " 'ML Hayden': 31,\n",
       " 'HH Gibbs': 32,\n",
       " 'A Symonds': 27,\n",
       " 'GJ Maxwell': 49,\n",
       " 'CL White': 36,\n",
       " 'MC Henriques': 34,\n",
       " 'KP Pietersen': 28,\n",
       " 'M Vohra': 39,\n",
       " 'MS Bisla': 38,\n",
       " 'EJG Morgan': 40,\n",
       " 'JA Morkel': 40,\n",
       " 'MA Agarwal': 46,\n",
       " 'GC Smith': 26,\n",
       " 'KM Jadhav': 38,\n",
       " 'SS Iyer': 29,\n",
       " 'STR Binny': 38,\n",
       " 'AD Mathews': 31,\n",
       " 'KL Rahul': 24,\n",
       " 'Harbhajan Singh': 51,\n",
       " 'AM Nayar': 38,\n",
       " 'TL Suman': 32,\n",
       " 'ST Jayasuriya': 28,\n",
       " 'Q de Kock': 25,\n",
       " 'GJ Bailey': 27,\n",
       " 'AR Patel': 30,\n",
       " 'M Manhas': 23,\n",
       " 'SA Yadav': 29,\n",
       " 'RS Bopara': 18,\n",
       " 'PP Chawla': 42,\n",
       " 'JD Ryder': 28,\n",
       " 'PC Valthaty': 22,\n",
       " 'HM Amla': 13,\n",
       " 'CJ Anderson': 19,\n",
       " 'JP Faulkner': 26,\n",
       " 'OA Shah': 15,\n",
       " 'CA Pujara': 19,\n",
       " 'Shakib Al Hasan': 24,\n",
       " 'A Mishra': 29,\n",
       " 'RR Pant': 22,\n",
       " 'JC Buttler': 22,\n",
       " 'AL Menaria': 21,\n",
       " 'J Botha': 20,\n",
       " 'LR Shukla': 27,\n",
       " 'N Rana': 14,\n",
       " 'SA Asnodkar': 20,\n",
       " 'DT Christian': 23,\n",
       " 'AD Russell': 22,\n",
       " 'NLTC Perera': 22,\n",
       " 'KS Williamson': 13,\n",
       " 'DB Ravi Teja': 19,\n",
       " 'GH Vihari': 18,\n",
       " 'P Kumar': 38,\n",
       " 'MV Boucher': 14,\n",
       " 'UBT Chand': 20,\n",
       " 'JR Hopes': 16,\n",
       " 'KH Pandya': 14,\n",
       " 'S Sohal': 20,\n",
       " 'Azhar Mahmood': 19,\n",
       " 'JEC Franklin': 11,\n",
       " 'HH Pandya': 19,\n",
       " 'R Bhatia': 30,\n",
       " 'AP Tare': 24,\n",
       " 'KV Sharma': 21,\n",
       " 'R Vinay Kumar': 28,\n",
       " 'P Negi': 20,\n",
       " 'Gurkeerat Singh': 21,\n",
       " 'DJ Hooda': 26,\n",
       " 'RA Tripathi': 14,\n",
       " 'CH Morris': 12,\n",
       " 'Y Nagar': 14,\n",
       " 'VVS Laxman': 19,\n",
       " 'DB Das': 14,\n",
       " 'CA Lynn': 10,\n",
       " 'SP Goswami': 15,\n",
       " 'M Kaif': 18,\n",
       " 'B Chipli': 15,\n",
       " 'Ishan Kishan': 15,\n",
       " 'LA Pomersbach': 11,\n",
       " 'DJG Sammy': 15,\n",
       " 'R Ashwin': 22,\n",
       " 'K Goel': 15,\n",
       " 'RN ten Doeschate': 14,\n",
       " 'R Sathish': 17,\n",
       " 'BA Stokes': 10,\n",
       " 'SK Warne': 20,\n",
       " 'AA Jhunjhunwala': 13,\n",
       " 'MD Mishra': 16,\n",
       " 'MR Marsh': 12,\n",
       " 'MJ Lumb': 12,\n",
       " 'A Ashish Reddy': 15,\n",
       " 'SP Narine': 20,\n",
       " 'SM Katich': 10,\n",
       " 'YV Takawale': 8,\n",
       " 'FY Fazal': 10,\n",
       " 'R McLaren': 8,\n",
       " 'MN Samuels': 13,\n",
       " 'SW Billings': 10,\n",
       " 'Salman Butt': 7,\n",
       " 'AS Raut': 9,\n",
       " 'SP Fleming': 9,\n",
       " 'PA Reddy': 10,\n",
       " 'DW Steyn': 22,\n",
       " 'AB Agarkar': 10,\n",
       " 'B Kumar': 19,\n",
       " 'PD Collingwood': 5,\n",
       " 'CM Gautam': 10,\n",
       " 'MG Johnson': 13,\n",
       " 'TM Head': 7,\n",
       " 'BJ Rohrer': 7,\n",
       " 'RE van der Merwe': 11,\n",
       " 'MJ Guptill': 9,\n",
       " 'N Saini': 10,\n",
       " 'AC Voges': 4,\n",
       " 'DH Yagnik': 10,\n",
       " 'P Dogra': 11,\n",
       " 'Z Khan': 14,\n",
       " 'MP Stoinis': 7,\n",
       " 'R Dhawan': 7,\n",
       " 'MN van Wyk': 3,\n",
       " 'SB Styris': 7,\n",
       " 'MC Juneja': 7,\n",
       " 'W Jaffer': 8,\n",
       " 'RT Ponting': 9,\n",
       " 'Bipul Sharma': 8,\n",
       " 'MF Maharoof': 10,\n",
       " 'Niraj Patel': 4,\n",
       " 'S Anirudha': 8,\n",
       " 'CJ Ferguson': 6,\n",
       " 'DL Vettori': 8,\n",
       " 'BB Samantray': 5,\n",
       " 'SM Pollock': 8,\n",
       " 'S Vidyut': 8,\n",
       " 'RJ Harris': 12,\n",
       " 'JDP Oram': 8,\n",
       " 'M Kartik': 7,\n",
       " 'Sachin Baby': 8,\n",
       " 'RJ Quiney': 7,\n",
       " 'UT Khawaja': 6,\n",
       " 'MM Sharma': 14,\n",
       " 'AB McDonald': 5,\n",
       " 'SL Malinga': 16,\n",
       " 'SN Khan': 6,\n",
       " 'DJ Harris': 4,\n",
       " 'B Lee': 10,\n",
       " 'DS Kulkarni': 8,\n",
       " 'DJ Jacobs': 7,\n",
       " 'IR Jaggi': 5,\n",
       " 'MA Starc': 7,\n",
       " 'PR Shah': 8,\n",
       " 'MJ Clarke': 6,\n",
       " 'UT Yadav': 7,\n",
       " 'D Wiese': 4,\n",
       " 'M Morkel': 11,\n",
       " 'SD Chitnis': 7,\n",
       " 'C de Grandhomme': 8,\n",
       " 'AC Blizzard': 7,\n",
       " 'AA Bilakhia': 5,\n",
       " 'Iqbal Abdulla': 2,\n",
       " 'Mohammad Hafeez': 7,\n",
       " 'Misbah-ul-Haq': 7,\n",
       " 'S Rana': 4,\n",
       " 'WD Parnell': 9,\n",
       " 'AD Mascarenhas': 9,\n",
       " 'M Klinger': 4,\n",
       " 'RP Singh': 15,\n",
       " 'RR Sarwan': 4,\n",
       " 'Kamran Akmal': 5,\n",
       " 'V Shankar': 2,\n",
       " 'AP Majumdar': 4,\n",
       " 'R Sharma': 14,\n",
       " 'WA Mota': 6,\n",
       " 'MS Gony': 10,\n",
       " 'A Chopra': 6,\n",
       " 'RE Levi': 6,\n",
       " 'WPUJC Vaas': 8,\n",
       " 'LA Carseldine': 4,\n",
       " 'S Nadeem': 12,\n",
       " 'KK Cooper': 9,\n",
       " 'M Rawat': 5,\n",
       " 'BCJ Cutting': 5,\n",
       " 'Anirudh Singh': 4,\n",
       " 'Ankit Sharma': 7,\n",
       " 'K Rabada': 3,\n",
       " 'Yashpal Singh': 4,\n",
       " 'RR Powar': 3,\n",
       " 'LJ Wright': 5,\n",
       " 'A Nehra': 7,\n",
       " 'SK Trivedi': 7,\n",
       " 'AG Paunikar': 5,\n",
       " 'S Aravind': 4,\n",
       " 'I Sharma': 6,\n",
       " 'TR Birt': 5,\n",
       " 'SB Bangar': 7,\n",
       " 'B Akhil': 6,\n",
       " 'A Flintoff': 2,\n",
       " 'S Sreesanth': 4,\n",
       " 'VR Aaron': 4,\n",
       " 'CR Brathwaite': 8,\n",
       " 'PJ Cummins': 6,\n",
       " 'DJ Thornely': 3,\n",
       " 'NM Coulter-Nile': 8,\n",
       " 'KB Arun Karthik': 5,\n",
       " 'RV Gomez': 5,\n",
       " 'R Rampaul': 5,\n",
       " 'RR Rossouw': 5,\n",
       " 'AB Dinda': 10,\n",
       " 'L Balaji': 8,\n",
       " 'Shoaib Malik': 4,\n",
       " 'A Kumble': 3,\n",
       " 'CR Woakes': 4,\n",
       " 'Shahid Afridi': 8,\n",
       " 'JDS Neesham': 3,\n",
       " 'Mohammed Shami': 7,\n",
       " 'MJ McClenaghan': 8,\n",
       " 'PP Ojha': 12,\n",
       " 'AB Barath': 2,\n",
       " 'Anureet Singh': 4,\n",
       " 'MM Patel': 6,\n",
       " 'JJ Roy': 2,\n",
       " 'AS Yadav': 5,\n",
       " 'PV Tambe': 2,\n",
       " 'KW Richardson': 3,\n",
       " 'B Sumanth': 1,\n",
       " 'S Sriram': 2,\n",
       " 'HV Patel': 9,\n",
       " 'L Ronchi': 5,\n",
       " 'TG Southee': 6,\n",
       " 'Sandeep Sharma': 1,\n",
       " 'BR Dunk': 3,\n",
       " 'PJ Sangwan': 6,\n",
       " 'NS Naik': 2,\n",
       " 'MS Wade': 3,\n",
       " 'S Chanderpaul': 3,\n",
       " 'J Suchith': 1,\n",
       " 'JO Holder': 5,\n",
       " 'RJ Peterson': 3,\n",
       " 'Sohail Tanvir': 3,\n",
       " 'C Munro': 3,\n",
       " 'Sunny Singh': 4,\n",
       " 'SP Jackson': 2,\n",
       " 'AJ Tye': 2,\n",
       " 'M Muralitharan': 6,\n",
       " 'Joginder Sharma': 4,\n",
       " 'Basil Thampi': 1,\n",
       " 'SB Jakati': 1,\n",
       " 'YS Chahal': 3,\n",
       " 'S Narwal': 3,\n",
       " 'TD Paine': 2,\n",
       " 'VY Mahesh': 2,\n",
       " 'AD Nath': 4,\n",
       " 'LPC Silva': 2,\n",
       " 'S Gopal': 2,\n",
       " 'BMAJ Mendis': 3,\n",
       " 'JJ Bumrah': 2,\n",
       " 'J Syed Mohammad': 2,\n",
       " 'AN Ahmed': 1,\n",
       " 'A Mithun': 5,\n",
       " 'Harpreet Singh': 2,\n",
       " 'SW Tait': 3,\n",
       " 'AUK Pathan': 5,\n",
       " 'DR Martyn': 1,\n",
       " 'VH Zol': 2,\n",
       " 'T Taibu': 3,\n",
       " 'CA Ingram': 2,\n",
       " 'Vishnu Vinod': 3,\n",
       " 'JM Kemp': 2,\n",
       " 'Imran Tahir': 4,\n",
       " 'S Badree': 5,\n",
       " 'R Tewatia': 2,\n",
       " 'J Arunkumar': 3,\n",
       " 'CK Kapugedera': 3,\n",
       " 'D Salunkhe': 2,\n",
       " 'R Shukla': 1,\n",
       " 'NL McCullum': 1,\n",
       " 'A Mukund': 2,\n",
       " 'AP Dole': 2,\n",
       " 'DE Bollinger': 1,\n",
       " 'MA Khote': 2,\n",
       " 'Kuldeep Yadav': 2,\n",
       " 'GB Hogg': 3,\n",
       " 'NJ Maddinson': 3,\n",
       " 'C Madan': 1,\n",
       " 'A Choudhary': 1,\n",
       " 'Swapnil Singh': 3,\n",
       " 'Parvez Rasool': 2,\n",
       " 'T Kohli': 3,\n",
       " 'DS Lehmann': 2,\n",
       " 'T Thushara': 2,\n",
       " 'M Ntini': 1,\n",
       " 'Umar Gul': 3,\n",
       " 'AC Thomas': 2,\n",
       " 'KC Cariappa': 3,\n",
       " 'Y Gnaneswara Rao': 1,\n",
       " 'RR Raje': 1,\n",
       " 'R Bishnoi': 3,\n",
       " 'JJ van der Wath': 2,\n",
       " 'SMSM Senanayake': 1,\n",
       " 'X Thalaivan Sargunam': 1,\n",
       " 'Karanveer Singh': 1,\n",
       " 'SB Joshi': 2,\n",
       " 'GR Napier': 1,\n",
       " 'T Henderson': 2,\n",
       " 'ER Dwivedi': 2,\n",
       " 'CJ McKay': 1,\n",
       " 'UA Birla': 1,\n",
       " 'P Awana': 2,\n",
       " 'AG Murtaza': 1,\n",
       " 'SM Harwood': 1,\n",
       " 'DT Patil': 2,\n",
       " 'D du Preez': 1,\n",
       " 'P Sahu': 1,\n",
       " 'MDKJ Perera': 2,\n",
       " 'AS Rajpoot': 1,\n",
       " 'J Theron': 2,\n",
       " 'F Behardien': 2,\n",
       " 'ND Doshi': 1,\n",
       " 'S Kaul': 1,\n",
       " 'SA Abbott': 2,\n",
       " 'DP Nannes': 1,\n",
       " 'JD Unadkat': 1,\n",
       " 'Harmeet Singh': 4,\n",
       " 'AF Milne': 2,\n",
       " 'AA Noffke': 1,\n",
       " 'AR Bawne': 1,\n",
       " 'PSP Handscomb': 1,\n",
       " 'Washington Sundar': 1,\n",
       " 'Mohammad Ashraful': 1,\n",
       " 'Pankaj Singh': 2,\n",
       " 'J Yadav': 2,\n",
       " 'BJ Haddin': 1,\n",
       " 'TS Mills': 3,\n",
       " 'AA Chavan': 2,\n",
       " 'TM Srivastava': 1,\n",
       " 'Jaskaran Singh': 1,\n",
       " 'S Ladda': 1,\n",
       " 'A Singh': 4,\n",
       " 'DAJ Bracewell': 1,\n",
       " 'Rashid Khan': 2,\n",
       " 'SN Thakur': 3,\n",
       " 'DNT Zoysa': 1,\n",
       " 'KAJ Roach': 1,\n",
       " 'K Upadhyay': 1,\n",
       " 'CK Langeveldt': 2,\n",
       " 'Ankit Soni': 2,\n",
       " 'B Laughlin': 1,\n",
       " 'D Kalyankrishna': 1,\n",
       " 'KJ Abbott': 1,\n",
       " 'TA Boult': 1,\n",
       " 'RS Gavaskar': 1,\n",
       " 'A Zampa': 2,\n",
       " 'Shoaib Akhtar': 1,\n",
       " 'AN Ghosh': 2,\n",
       " 'VS Malik': 1,\n",
       " 'A Uniyal': 1,\n",
       " 'SS Shaikh': 1,\n",
       " 'Younis Khan': 1,\n",
       " 'BA Bhatt': 1,\n",
       " 'A Chandila': 1,\n",
       " 'R Ninan': 1,\n",
       " 'Shoaib Ahmed': 2,\n",
       " 'BAW Mendis': 2,\n",
       " 'Mohammad Asif': 2,\n",
       " 'DL Chahar': 1,\n",
       " 'H Das': 1,\n",
       " 'GD McGrath': 1,\n",
       " 'Kamran Khan': 1,\n",
       " 'SJ Srivastava': 1,\n",
       " 'CJ Jordan': 2,\n",
       " 'FH Edwards': 1,\n",
       " 'DM Bravo': 1,\n",
       " 'BB Sran': 1,\n",
       " 'S Tyagi': 1,\n",
       " 'S Randiv': 1,\n",
       " 'JE Taylor': 1,\n",
       " 'KP Appanna': 1,\n",
       " 'I Malhotra': 1,\n",
       " 'Shivam Sharma': 1,\n",
       " 'CRD Fernando': 1,\n",
       " 'P Parameswaran': 1,\n",
       " 'BE Hendricks': 1,\n",
       " 'DJ Muthuswami': 1,\n",
       " 'KMDN Kulasekara': 1,\n",
       " 'SB Wagh': 2,\n",
       " 'Mohammad Nabi': 1,\n",
       " 'VRV Singh': 2,\n",
       " 'M de Lange': 1,\n",
       " 'PM Sarvesh Kumar': 1,\n",
       " 'L Ablish': 1,\n",
       " 'VS Yeligati': 1,\n",
       " 'RR Bhatkal': 1,\n",
       " 'Mashrafe Mortaza': 1,\n",
       " 'SE Bond': 1,\n",
       " 'IC Pandey': 1,\n",
       " 'RS Sodhi': 1,\n",
       " 'RG More': 1,\n",
       " 'RD Chahar': 1,\n",
       " 'Abdur Razzak': 1,\n",
       " 'M Ashwin': 1,\n",
       " 'DP Vijaykumar': 1,\n",
       " 'V Pratap Singh': 1,\n",
       " 'U Kaul': 1,\n",
       " 'LH Ferguson': 1,\n",
       " 'C Nanda': 1,\n",
       " 'NJ Rimmington': 1,\n",
       " 'Sunny Gupta': 1,\n",
       " 'S Kaushik': 1,\n",
       " 'YA Abdulla': 1}"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "for k,v in outs.items():\n",
    "    if outs[k] == 0:\n",
    "        outs[k] = 1\n",
    "outs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'V Kohli': 4423,\n",
       " 'G Gambhir': 4132,\n",
       " 'SK Raina': 4548,\n",
       " 'RG Sharma': 4207,\n",
       " 'S Dhawan': 3561,\n",
       " 'RV Uthappa': 3778,\n",
       " 'DA Warner': 4014,\n",
       " 'MS Dhoni': 3560,\n",
       " 'AM Rahane': 3057,\n",
       " 'CH Gayle': 3651,\n",
       " 'AB de Villiers': 3486,\n",
       " 'KD Karthik': 2903,\n",
       " 'JH Kallis': 2427,\n",
       " 'BB McCullum': 2755,\n",
       " 'M Vijay': 2511,\n",
       " 'YK Pathan': 2922,\n",
       " 'PA Patel': 2322,\n",
       " 'Yuvraj Singh': 2591,\n",
       " 'SR Tendulkar': 2334,\n",
       " 'AT Rayudu': 2416,\n",
       " 'SR Watson': 2628,\n",
       " 'R Dravid': 2174,\n",
       " 'SE Marsh': 2489,\n",
       " 'MK Pandey': 2223,\n",
       " 'V Sehwag': 2728,\n",
       " 'DR Smith': 2385,\n",
       " 'KA Pollard': 2354,\n",
       " 'MEK Hussey': 1977,\n",
       " 'JP Duminy': 1993,\n",
       " 'AC Gilchrist': 2069,\n",
       " 'DPMD Jayawardene': 1808,\n",
       " 'RA Jadeja': 1732,\n",
       " 'MK Tiwary': 1648,\n",
       " 'KC Sangakkara': 1687,\n",
       " 'NV Ojha': 1553,\n",
       " 'SPD Smith': 1713,\n",
       " 'SC Ganguly': 1349,\n",
       " 'AJ Finch': 1604,\n",
       " 'S Badrinath': 1441,\n",
       " 'WP Saha': 1557,\n",
       " 'SV Samson': 1426,\n",
       " 'BJ Hodge': 1400,\n",
       " 'DA Miller': 1563,\n",
       " 'SS Tiwary': 1276,\n",
       " 'DJ Hussey': 1322,\n",
       " 'TM Dilshan': 1153,\n",
       " 'F du Plessis': 1295,\n",
       " 'DJ Bravo': 1262,\n",
       " 'IK Pathan': 1150,\n",
       " 'Mandeep Singh': 1112,\n",
       " 'KK Nair': 1158,\n",
       " 'LMP Simmons': 1079,\n",
       " 'Y Venugopal Rao': 985,\n",
       " 'LRPL Taylor': 1017,\n",
       " 'ML Hayden': 1107,\n",
       " 'HH Gibbs': 886,\n",
       " 'A Symonds': 974,\n",
       " 'GJ Maxwell': 1229,\n",
       " 'CL White': 971,\n",
       " 'MC Henriques': 969,\n",
       " 'KP Pietersen': 1001,\n",
       " 'M Vohra': 957,\n",
       " 'MS Bisla': 798,\n",
       " 'EJG Morgan': 854,\n",
       " 'JA Morkel': 975,\n",
       " 'MA Agarwal': 814,\n",
       " 'GC Smith': 739,\n",
       " 'KM Jadhav': 893,\n",
       " 'SS Iyer': 807,\n",
       " 'STR Binny': 766,\n",
       " 'AD Mathews': 724,\n",
       " 'KL Rahul': 725,\n",
       " 'Harbhajan Singh': 799,\n",
       " 'AM Nayar': 672,\n",
       " 'TL Suman': 676,\n",
       " 'ST Jayasuriya': 768,\n",
       " 'Q de Kock': 726,\n",
       " 'GJ Bailey': 663,\n",
       " 'AR Patel': 606,\n",
       " 'M Manhas': 514,\n",
       " 'SA Yadav': 608,\n",
       " 'RS Bopara': 531,\n",
       " 'PP Chawla': 515,\n",
       " 'JD Ryder': 604,\n",
       " 'PC Valthaty': 505,\n",
       " 'HM Amla': 577,\n",
       " 'CJ Anderson': 521,\n",
       " 'JP Faulkner': 527,\n",
       " 'OA Shah': 506,\n",
       " 'CA Pujara': 390,\n",
       " 'Shakib Al Hasan': 500,\n",
       " 'A Mishra': 340,\n",
       " 'RR Pant': 564,\n",
       " 'JC Buttler': 528,\n",
       " 'AL Menaria': 401,\n",
       " 'J Botha': 409,\n",
       " 'LR Shukla': 405,\n",
       " 'N Rana': 437,\n",
       " 'SA Asnodkar': 423,\n",
       " 'DT Christian': 420,\n",
       " 'AD Russell': 574,\n",
       " 'NLTC Perera': 424,\n",
       " 'KS Williamson': 411,\n",
       " 'DB Ravi Teja': 375,\n",
       " 'GH Vihari': 280,\n",
       " 'P Kumar': 340,\n",
       " 'MV Boucher': 394,\n",
       " 'UBT Chand': 300,\n",
       " 'JR Hopes': 417,\n",
       " 'KH Pandya': 480,\n",
       " 'S Sohal': 368,\n",
       " 'Azhar Mahmood': 388,\n",
       " 'JEC Franklin': 327,\n",
       " 'HH Pandya': 406,\n",
       " 'R Bhatia': 342,\n",
       " 'AP Tare': 339,\n",
       " 'KV Sharma': 317,\n",
       " 'R Vinay Kumar': 304,\n",
       " 'P Negi': 353,\n",
       " 'Gurkeerat Singh': 342,\n",
       " 'DJ Hooda': 373,\n",
       " 'RA Tripathi': 391,\n",
       " 'CH Morris': 439,\n",
       " 'Y Nagar': 285,\n",
       " 'VVS Laxman': 282,\n",
       " 'DB Das': 304,\n",
       " 'CA Lynn': 384,\n",
       " 'SP Goswami': 241,\n",
       " 'M Kaif': 259,\n",
       " 'B Chipli': 280,\n",
       " 'Ishan Kishan': 319,\n",
       " 'LA Pomersbach': 302,\n",
       " 'DJG Sammy': 295,\n",
       " 'R Ashwin': 231,\n",
       " 'K Goel': 218,\n",
       " 'RN ten Doeschate': 326,\n",
       " 'R Sathish': 270,\n",
       " 'BA Stokes': 316,\n",
       " 'SK Warne': 198,\n",
       " 'AA Jhunjhunwala': 217,\n",
       " 'MD Mishra': 237,\n",
       " 'MR Marsh': 225,\n",
       " 'MJ Lumb': 278,\n",
       " 'A Ashish Reddy': 280,\n",
       " 'SP Narine': 271,\n",
       " 'SM Katich': 241,\n",
       " 'YV Takawale': 192,\n",
       " 'FY Fazal': 183,\n",
       " 'R McLaren': 159,\n",
       " 'MN Samuels': 161,\n",
       " 'SW Billings': 226,\n",
       " 'Salman Butt': 193,\n",
       " 'AS Raut': 194,\n",
       " 'SP Fleming': 196,\n",
       " 'PA Reddy': 164,\n",
       " 'DW Steyn': 166,\n",
       " 'AB Agarkar': 179,\n",
       " 'B Kumar': 158,\n",
       " 'PD Collingwood': 203,\n",
       " 'CM Gautam': 169,\n",
       " 'MG Johnson': 151,\n",
       " 'TM Head': 205,\n",
       " 'BJ Rohrer': 193,\n",
       " 'RE van der Merwe': 159,\n",
       " 'MJ Guptill': 189,\n",
       " 'N Saini': 140,\n",
       " 'AC Voges': 181,\n",
       " 'DH Yagnik': 170,\n",
       " 'P Dogra': 127,\n",
       " 'Z Khan': 117,\n",
       " 'MP Stoinis': 163,\n",
       " 'R Dhawan': 153,\n",
       " 'MN van Wyk': 167,\n",
       " 'SB Styris': 131,\n",
       " 'MC Juneja': 125,\n",
       " 'W Jaffer': 130,\n",
       " 'RT Ponting': 91,\n",
       " 'Bipul Sharma': 187,\n",
       " 'MF Maharoof': 177,\n",
       " 'Niraj Patel': 121,\n",
       " 'S Anirudha': 136,\n",
       " 'CJ Ferguson': 98,\n",
       " 'DL Vettori': 121,\n",
       " 'BB Samantray': 125,\n",
       " 'SM Pollock': 147,\n",
       " 'S Vidyut': 145,\n",
       " 'RJ Harris': 117,\n",
       " 'JDP Oram': 106,\n",
       " 'M Kartik': 113,\n",
       " 'Sachin Baby': 137,\n",
       " 'RJ Quiney': 103,\n",
       " 'UT Khawaja': 127,\n",
       " 'MM Sharma': 112,\n",
       " 'AB McDonald': 123,\n",
       " 'SL Malinga': 88,\n",
       " 'SN Khan': 177,\n",
       " 'DJ Harris': 111,\n",
       " 'B Lee': 124,\n",
       " 'DS Kulkarni': 90,\n",
       " 'DJ Jacobs': 92,\n",
       " 'IR Jaggi': 76,\n",
       " 'MA Starc': 96,\n",
       " 'PR Shah': 92,\n",
       " 'MJ Clarke': 98,\n",
       " 'UT Yadav': 94,\n",
       " 'D Wiese': 127,\n",
       " 'M Morkel': 126,\n",
       " 'SD Chitnis': 99,\n",
       " 'C de Grandhomme': 126,\n",
       " 'AC Blizzard': 120,\n",
       " 'AA Bilakhia': 69,\n",
       " 'Iqbal Abdulla': 88,\n",
       " 'Mohammad Hafeez': 64,\n",
       " 'Misbah-ul-Haq': 117,\n",
       " 'S Rana': 91,\n",
       " 'WD Parnell': 63,\n",
       " 'AD Mascarenhas': 79,\n",
       " 'M Klinger': 73,\n",
       " 'RP Singh': 52,\n",
       " 'RR Sarwan': 73,\n",
       " 'Kamran Akmal': 128,\n",
       " 'V Shankar': 101,\n",
       " 'AP Majumdar': 87,\n",
       " 'R Sharma': 66,\n",
       " 'WA Mota': 56,\n",
       " 'MS Gony': 99,\n",
       " 'A Chopra': 53,\n",
       " 'RE Levi': 83,\n",
       " 'WPUJC Vaas': 81,\n",
       " 'LA Carseldine': 81,\n",
       " 'S Nadeem': 26,\n",
       " 'KK Cooper': 116,\n",
       " 'M Rawat': 55,\n",
       " 'BCJ Cutting': 124,\n",
       " 'Anirudh Singh': 63,\n",
       " 'Ankit Sharma': 87,\n",
       " 'K Rabada': 55,\n",
       " 'Yashpal Singh': 47,\n",
       " 'RR Powar': 67,\n",
       " 'LJ Wright': 106,\n",
       " 'A Nehra': 41,\n",
       " 'SK Trivedi': 42,\n",
       " 'AG Paunikar': 49,\n",
       " 'S Aravind': 59,\n",
       " 'I Sharma': 45,\n",
       " 'TR Birt': 75,\n",
       " 'SB Bangar': 49,\n",
       " 'B Akhil': 76,\n",
       " 'A Flintoff': 62,\n",
       " 'S Sreesanth': 34,\n",
       " 'VR Aaron': 46,\n",
       " 'CR Brathwaite': 95,\n",
       " 'PJ Cummins': 77,\n",
       " 'DJ Thornely': 39,\n",
       " 'NM Coulter-Nile': 52,\n",
       " 'KB Arun Karthik': 51,\n",
       " 'RV Gomez': 50,\n",
       " 'R Rampaul': 51,\n",
       " 'RR Rossouw': 53,\n",
       " 'AB Dinda': 26,\n",
       " 'L Balaji': 36,\n",
       " 'Shoaib Malik': 52,\n",
       " 'A Kumble': 35,\n",
       " 'CR Woakes': 46,\n",
       " 'Shahid Afridi': 81,\n",
       " 'JDS Neesham': 42,\n",
       " 'Mohammed Shami': 46,\n",
       " 'MJ McClenaghan': 63,\n",
       " 'PP Ojha': 16,\n",
       " 'AB Barath': 42,\n",
       " 'Anureet Singh': 33,\n",
       " 'MM Patel': 39,\n",
       " 'JJ Roy': 59,\n",
       " 'AS Yadav': 49,\n",
       " 'PV Tambe': 18,\n",
       " 'KW Richardson': 36,\n",
       " 'B Sumanth': 35,\n",
       " 'S Sriram': 31,\n",
       " 'HV Patel': 47,\n",
       " 'L Ronchi': 34,\n",
       " 'TG Southee': 54,\n",
       " 'Sandeep Sharma': 26,\n",
       " 'BR Dunk': 40,\n",
       " 'PJ Sangwan': 24,\n",
       " 'NS Naik': 23,\n",
       " 'MS Wade': 22,\n",
       " 'S Chanderpaul': 25,\n",
       " 'J Suchith': 48,\n",
       " 'JO Holder': 38,\n",
       " 'RJ Peterson': 32,\n",
       " 'Sohail Tanvir': 36,\n",
       " 'C Munro': 30,\n",
       " 'Sunny Singh': 43,\n",
       " 'SP Jackson': 38,\n",
       " 'AJ Tye': 53,\n",
       " 'M Muralitharan': 20,\n",
       " 'Joginder Sharma': 36,\n",
       " 'Basil Thampi': 28,\n",
       " 'SB Jakati': 28,\n",
       " 'YS Chahal': 15,\n",
       " 'S Narwal': 37,\n",
       " 'TD Paine': 10,\n",
       " 'VY Mahesh': 15,\n",
       " 'AD Nath': 20,\n",
       " 'LPC Silva': 40,\n",
       " 'S Gopal': 14,\n",
       " 'BMAJ Mendis': 23,\n",
       " 'JJ Bumrah': 25,\n",
       " 'J Syed Mohammad': 29,\n",
       " 'AN Ahmed': 36,\n",
       " 'A Mithun': 34,\n",
       " 'Harpreet Singh': 20,\n",
       " 'SW Tait': 23,\n",
       " 'AUK Pathan': 39,\n",
       " 'DR Martyn': 19,\n",
       " 'VH Zol': 29,\n",
       " 'T Taibu': 31,\n",
       " 'CA Ingram': 21,\n",
       " 'Vishnu Vinod': 19,\n",
       " 'JM Kemp': 26,\n",
       " 'Imran Tahir': 18,\n",
       " 'S Badree': 13,\n",
       " 'R Tewatia': 35,\n",
       " 'J Arunkumar': 23,\n",
       " 'CK Kapugedera': 16,\n",
       " 'D Salunkhe': 33,\n",
       " 'R Shukla': 19,\n",
       " 'NL McCullum': 26,\n",
       " 'A Mukund': 19,\n",
       " 'AP Dole': 34,\n",
       " 'DE Bollinger': 21,\n",
       " 'MA Khote': 24,\n",
       " 'Kuldeep Yadav': 20,\n",
       " 'GB Hogg': 22,\n",
       " 'NJ Maddinson': 20,\n",
       " 'C Madan': 15,\n",
       " 'A Choudhary': 25,\n",
       " 'Swapnil Singh': 12,\n",
       " 'Parvez Rasool': 17,\n",
       " 'T Kohli': 11,\n",
       " 'DS Lehmann': 18,\n",
       " 'T Thushara': 12,\n",
       " 'M Ntini': 11,\n",
       " 'Umar Gul': 39,\n",
       " 'AC Thomas': 20,\n",
       " 'KC Cariappa': 15,\n",
       " 'Y Gnaneswara Rao': 19,\n",
       " 'RR Raje': 20,\n",
       " 'R Bishnoi': 19,\n",
       " 'JJ van der Wath': 18,\n",
       " 'SMSM Senanayake': 10,\n",
       " 'X Thalaivan Sargunam': 10,\n",
       " 'Karanveer Singh': 12,\n",
       " 'SB Joshi': 6,\n",
       " 'GR Napier': 15,\n",
       " 'T Henderson': 11,\n",
       " 'ER Dwivedi': 24,\n",
       " 'CJ McKay': 8,\n",
       " 'UA Birla': 7,\n",
       " 'P Awana': 5,\n",
       " 'AG Murtaza': 10,\n",
       " 'SM Harwood': 9,\n",
       " 'DT Patil': 13,\n",
       " 'D du Preez': 10,\n",
       " 'P Sahu': 19,\n",
       " 'MDKJ Perera': 14,\n",
       " 'AS Rajpoot': 6,\n",
       " 'J Theron': 10,\n",
       " 'F Behardien': 14,\n",
       " 'ND Doshi': 0,\n",
       " 'S Kaul': 9,\n",
       " 'SA Abbott': 15,\n",
       " 'DP Nannes': 4,\n",
       " 'JD Unadkat': 5,\n",
       " 'Harmeet Singh': 18,\n",
       " 'AF Milne': 7,\n",
       " 'AA Noffke': 9,\n",
       " 'AR Bawne': 12,\n",
       " 'PSP Handscomb': 6,\n",
       " 'Washington Sundar': 9,\n",
       " 'Mohammad Ashraful': 2,\n",
       " 'Pankaj Singh': 7,\n",
       " 'J Yadav': 6,\n",
       " 'BJ Haddin': 18,\n",
       " 'TS Mills': 8,\n",
       " 'AA Chavan': 12,\n",
       " 'TM Srivastava': 8,\n",
       " 'Jaskaran Singh': 8,\n",
       " 'S Ladda': 0,\n",
       " 'A Singh': 2,\n",
       " 'DAJ Bracewell': 12,\n",
       " 'Rashid Khan': 11,\n",
       " 'SN Thakur': 7,\n",
       " 'DNT Zoysa': 11,\n",
       " 'KAJ Roach': 10,\n",
       " 'K Upadhyay': 12,\n",
       " 'CK Langeveldt': 8,\n",
       " 'Ankit Soni': 7,\n",
       " 'B Laughlin': 4,\n",
       " 'D Kalyankrishna': 3,\n",
       " 'KJ Abbott': 13,\n",
       " 'TA Boult': 5,\n",
       " 'RS Gavaskar': 2,\n",
       " 'A Zampa': 5,\n",
       " 'Shoaib Akhtar': 2,\n",
       " 'AN Ghosh': 7,\n",
       " 'VS Malik': 7,\n",
       " 'A Uniyal': 4,\n",
       " 'SS Shaikh': 6,\n",
       " 'Younis Khan': 3,\n",
       " 'BA Bhatt': 6,\n",
       " 'A Chandila': 4,\n",
       " 'R Ninan': 3,\n",
       " 'Shoaib Ahmed': 1,\n",
       " 'BAW Mendis': 3,\n",
       " 'Mohammad Asif': 3,\n",
       " 'DL Chahar': 14,\n",
       " 'H Das': 2,\n",
       " 'GD McGrath': 4,\n",
       " 'Kamran Khan': 3,\n",
       " 'SJ Srivastava': 5,\n",
       " 'CJ Jordan': 3,\n",
       " 'FH Edwards': 4,\n",
       " 'DM Bravo': 6,\n",
       " 'BB Sran': 4,\n",
       " 'S Tyagi': 3,\n",
       " 'S Randiv': 2,\n",
       " 'JE Taylor': 3,\n",
       " 'KP Appanna': 2,\n",
       " 'I Malhotra': 7,\n",
       " 'Shivam Sharma': 5,\n",
       " 'CRD Fernando': 4,\n",
       " 'P Parameswaran': 1,\n",
       " 'BE Hendricks': 1,\n",
       " 'DJ Muthuswami': 1,\n",
       " 'KMDN Kulasekara': 5,\n",
       " 'SB Wagh': 2,\n",
       " 'Mohammad Nabi': 2,\n",
       " 'VRV Singh': 4,\n",
       " 'M de Lange': 1,\n",
       " 'PM Sarvesh Kumar': 1,\n",
       " 'L Ablish': 0,\n",
       " 'VS Yeligati': 2,\n",
       " 'RR Bhatkal': 0,\n",
       " 'Mashrafe Mortaza': 2,\n",
       " 'SE Bond': 1,\n",
       " 'IC Pandey': 0,\n",
       " 'RS Sodhi': 4,\n",
       " 'RG More': 2,\n",
       " 'RD Chahar': 3,\n",
       " 'Abdur Razzak': 0,\n",
       " 'M Ashwin': 0,\n",
       " 'DP Vijaykumar': 1,\n",
       " 'V Pratap Singh': 0,\n",
       " 'U Kaul': 0,\n",
       " 'LH Ferguson': 1,\n",
       " 'C Nanda': 0,\n",
       " 'NJ Rimmington': 1,\n",
       " 'Sunny Gupta': 0,\n",
       " 'S Kaushik': 0,\n",
       " 'YA Abdulla': 0}"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "total_runs = {}\n",
    "for batter in batsmen:\n",
    "    total_runs[batter] = sum(ddf['batsman_runs'].loc[ddf['batsman'] == batter].values)\n",
    "total_runs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'V Kohli': 37.483050847457626,\n",
       " 'G Gambhir': 31.541984732824428,\n",
       " 'SK Raina': 33.940298507462686,\n",
       " 'RG Sharma': 32.6124031007752,\n",
       " 'S Dhawan': 32.669724770642205,\n",
       " 'RV Uthappa': 29.515625,\n",
       " 'DA Warner': 40.14,\n",
       " 'MS Dhoni': 37.87234042553192,\n",
       " 'AM Rahane': 33.59340659340659,\n",
       " 'CH Gayle': 41.02247191011236,\n",
       " 'AB de Villiers': 38.30769230769231,\n",
       " 'KD Karthik': 24.811965811965813,\n",
       " 'JH Kallis': 28.55294117647059,\n",
       " 'BB McCullum': 28.112244897959183,\n",
       " 'M Vijay': 26.431578947368422,\n",
       " 'YK Pathan': 29.816326530612244,\n",
       " 'PA Patel': 21.700934579439252,\n",
       " 'Yuvraj Singh': 25.653465346534652,\n",
       " 'SR Tendulkar': 33.82608695652174,\n",
       " 'AT Rayudu': 27.146067415730336,\n",
       " 'SR Watson': 30.91764705882353,\n",
       " 'R Dravid': 28.233766233766232,\n",
       " 'SE Marsh': 39.507936507936506,\n",
       " 'MK Pandey': 28.5,\n",
       " 'V Sehwag': 27.555555555555557,\n",
       " 'DR Smith': 28.392857142857142,\n",
       " 'KA Pollard': 28.70731707317073,\n",
       " 'MEK Hussey': 38.76470588235294,\n",
       " 'JP Duminy': 39.86,\n",
       " 'AC Gilchrist': 27.223684210526315,\n",
       " 'DPMD Jayawardene': 28.25,\n",
       " 'RA Jadeja': 24.055555555555557,\n",
       " 'MK Tiwary': 29.428571428571427,\n",
       " 'KC Sangakkara': 25.953846153846154,\n",
       " 'NV Ojha': 20.986486486486488,\n",
       " 'SPD Smith': 37.23913043478261,\n",
       " 'SC Ganguly': 25.452830188679247,\n",
       " 'AJ Finch': 27.1864406779661,\n",
       " 'S Badrinath': 30.659574468085108,\n",
       " 'WP Saha': 25.524590163934427,\n",
       " 'SV Samson': 25.464285714285715,\n",
       " 'BJ Hodge': 33.333333333333336,\n",
       " 'DA Miller': 34.733333333333334,\n",
       " 'SS Tiwary': 28.355555555555554,\n",
       " 'DJ Hussey': 26.979591836734695,\n",
       " 'TM Dilshan': 26.813953488372093,\n",
       " 'F du Plessis': 30.11627906976744,\n",
       " 'DJ Bravo': 22.945454545454545,\n",
       " 'IK Pathan': 21.69811320754717,\n",
       " 'Mandeep Singh': 20.21818181818182,\n",
       " 'KK Nair': 25.17391304347826,\n",
       " 'LMP Simmons': 39.96296296296296,\n",
       " 'Y Venugopal Rao': 22.386363636363637,\n",
       " 'LRPL Taylor': 25.425,\n",
       " 'ML Hayden': 35.70967741935484,\n",
       " 'HH Gibbs': 27.6875,\n",
       " 'A Symonds': 36.074074074074076,\n",
       " 'GJ Maxwell': 25.081632653061224,\n",
       " 'CL White': 26.97222222222222,\n",
       " 'MC Henriques': 28.5,\n",
       " 'KP Pietersen': 35.75,\n",
       " 'M Vohra': 24.53846153846154,\n",
       " 'MS Bisla': 21.0,\n",
       " 'EJG Morgan': 21.35,\n",
       " 'JA Morkel': 24.375,\n",
       " 'MA Agarwal': 17.695652173913043,\n",
       " 'GC Smith': 28.423076923076923,\n",
       " 'KM Jadhav': 23.5,\n",
       " 'SS Iyer': 27.82758620689655,\n",
       " 'STR Binny': 20.157894736842106,\n",
       " 'AD Mathews': 23.35483870967742,\n",
       " 'KL Rahul': 30.208333333333332,\n",
       " 'Harbhajan Singh': 15.666666666666666,\n",
       " 'AM Nayar': 17.68421052631579,\n",
       " 'TL Suman': 21.125,\n",
       " 'ST Jayasuriya': 27.428571428571427,\n",
       " 'Q de Kock': 29.04,\n",
       " 'GJ Bailey': 24.555555555555557,\n",
       " 'AR Patel': 20.2,\n",
       " 'M Manhas': 22.347826086956523,\n",
       " 'SA Yadav': 20.96551724137931,\n",
       " 'RS Bopara': 29.5,\n",
       " 'PP Chawla': 12.261904761904763,\n",
       " 'JD Ryder': 21.571428571428573,\n",
       " 'PC Valthaty': 22.954545454545453,\n",
       " 'HM Amla': 44.38461538461539,\n",
       " 'CJ Anderson': 27.42105263157895,\n",
       " 'JP Faulkner': 20.26923076923077,\n",
       " 'OA Shah': 33.733333333333334,\n",
       " 'CA Pujara': 20.526315789473685,\n",
       " 'Shakib Al Hasan': 20.833333333333332,\n",
       " 'A Mishra': 11.724137931034482,\n",
       " 'RR Pant': 25.636363636363637,\n",
       " 'JC Buttler': 24.0,\n",
       " 'AL Menaria': 19.095238095238095,\n",
       " 'J Botha': 20.45,\n",
       " 'LR Shukla': 15.0,\n",
       " 'N Rana': 31.214285714285715,\n",
       " 'SA Asnodkar': 21.15,\n",
       " 'DT Christian': 18.26086956521739,\n",
       " 'AD Russell': 26.09090909090909,\n",
       " 'NLTC Perera': 19.272727272727273,\n",
       " 'KS Williamson': 31.615384615384617,\n",
       " 'DB Ravi Teja': 19.736842105263158,\n",
       " 'GH Vihari': 15.555555555555555,\n",
       " 'P Kumar': 8.947368421052632,\n",
       " 'MV Boucher': 28.142857142857142,\n",
       " 'UBT Chand': 15.0,\n",
       " 'JR Hopes': 26.0625,\n",
       " 'KH Pandya': 34.285714285714285,\n",
       " 'S Sohal': 18.4,\n",
       " 'Azhar Mahmood': 20.42105263157895,\n",
       " 'JEC Franklin': 29.727272727272727,\n",
       " 'HH Pandya': 21.36842105263158,\n",
       " 'R Bhatia': 11.4,\n",
       " 'AP Tare': 14.125,\n",
       " 'KV Sharma': 15.095238095238095,\n",
       " 'R Vinay Kumar': 10.857142857142858,\n",
       " 'P Negi': 17.65,\n",
       " 'Gurkeerat Singh': 16.285714285714285,\n",
       " 'DJ Hooda': 14.346153846153847,\n",
       " 'RA Tripathi': 27.928571428571427,\n",
       " 'CH Morris': 36.583333333333336,\n",
       " 'Y Nagar': 20.357142857142858,\n",
       " 'VVS Laxman': 14.842105263157896,\n",
       " 'DB Das': 21.714285714285715,\n",
       " 'CA Lynn': 38.4,\n",
       " 'SP Goswami': 16.066666666666666,\n",
       " 'M Kaif': 14.38888888888889,\n",
       " 'B Chipli': 18.666666666666668,\n",
       " 'Ishan Kishan': 21.266666666666666,\n",
       " 'LA Pomersbach': 27.454545454545453,\n",
       " 'DJG Sammy': 19.666666666666668,\n",
       " 'R Ashwin': 10.5,\n",
       " 'K Goel': 14.533333333333333,\n",
       " 'RN ten Doeschate': 23.285714285714285,\n",
       " 'R Sathish': 15.882352941176471,\n",
       " 'BA Stokes': 31.6,\n",
       " 'SK Warne': 9.9,\n",
       " 'AA Jhunjhunwala': 16.692307692307693,\n",
       " 'MD Mishra': 14.8125,\n",
       " 'MR Marsh': 18.75,\n",
       " 'MJ Lumb': 23.166666666666668,\n",
       " 'A Ashish Reddy': 18.666666666666668,\n",
       " 'SP Narine': 13.55,\n",
       " 'SM Katich': 24.1,\n",
       " 'YV Takawale': 24.0,\n",
       " 'FY Fazal': 18.3,\n",
       " 'R McLaren': 19.875,\n",
       " 'MN Samuels': 12.384615384615385,\n",
       " 'SW Billings': 22.6,\n",
       " 'Salman Butt': 27.571428571428573,\n",
       " 'AS Raut': 21.555555555555557,\n",
       " 'SP Fleming': 21.77777777777778,\n",
       " 'PA Reddy': 16.4,\n",
       " 'DW Steyn': 7.545454545454546,\n",
       " 'AB Agarkar': 17.9,\n",
       " 'B Kumar': 8.31578947368421,\n",
       " 'PD Collingwood': 40.6,\n",
       " 'CM Gautam': 16.9,\n",
       " 'MG Johnson': 11.615384615384615,\n",
       " 'TM Head': 29.285714285714285,\n",
       " 'BJ Rohrer': 27.571428571428573,\n",
       " 'RE van der Merwe': 14.454545454545455,\n",
       " 'MJ Guptill': 21.0,\n",
       " 'N Saini': 14.0,\n",
       " 'AC Voges': 45.25,\n",
       " 'DH Yagnik': 17.0,\n",
       " 'P Dogra': 11.545454545454545,\n",
       " 'Z Khan': 8.357142857142858,\n",
       " 'MP Stoinis': 23.285714285714285,\n",
       " 'R Dhawan': 21.857142857142858,\n",
       " 'MN van Wyk': 55.666666666666664,\n",
       " 'SB Styris': 18.714285714285715,\n",
       " 'MC Juneja': 17.857142857142858,\n",
       " 'W Jaffer': 16.25,\n",
       " 'RT Ponting': 10.11111111111111,\n",
       " 'Bipul Sharma': 23.375,\n",
       " 'MF Maharoof': 17.7,\n",
       " 'Niraj Patel': 30.25,\n",
       " 'S Anirudha': 17.0,\n",
       " 'CJ Ferguson': 16.333333333333332,\n",
       " 'DL Vettori': 15.125,\n",
       " 'BB Samantray': 25.0,\n",
       " 'SM Pollock': 18.375,\n",
       " 'S Vidyut': 18.125,\n",
       " 'RJ Harris': 9.75,\n",
       " 'JDP Oram': 13.25,\n",
       " 'M Kartik': 16.142857142857142,\n",
       " 'Sachin Baby': 17.125,\n",
       " 'RJ Quiney': 14.714285714285714,\n",
       " 'UT Khawaja': 21.166666666666668,\n",
       " 'MM Sharma': 8.0,\n",
       " 'AB McDonald': 24.6,\n",
       " 'SL Malinga': 5.5,\n",
       " 'SN Khan': 29.5,\n",
       " 'DJ Harris': 27.75,\n",
       " 'B Lee': 12.4,\n",
       " 'DS Kulkarni': 11.25,\n",
       " 'DJ Jacobs': 13.142857142857142,\n",
       " 'IR Jaggi': 15.2,\n",
       " 'MA Starc': 13.714285714285714,\n",
       " 'PR Shah': 11.5,\n",
       " 'MJ Clarke': 16.333333333333332,\n",
       " 'UT Yadav': 13.428571428571429,\n",
       " 'D Wiese': 31.75,\n",
       " 'M Morkel': 11.454545454545455,\n",
       " 'SD Chitnis': 14.142857142857142,\n",
       " 'C de Grandhomme': 15.75,\n",
       " 'AC Blizzard': 17.142857142857142,\n",
       " 'AA Bilakhia': 13.8,\n",
       " 'Iqbal Abdulla': 44.0,\n",
       " 'Mohammad Hafeez': 9.142857142857142,\n",
       " 'Misbah-ul-Haq': 16.714285714285715,\n",
       " 'S Rana': 22.75,\n",
       " 'WD Parnell': 7.0,\n",
       " 'AD Mascarenhas': 8.777777777777779,\n",
       " 'M Klinger': 18.25,\n",
       " 'RP Singh': 3.466666666666667,\n",
       " 'RR Sarwan': 18.25,\n",
       " 'Kamran Akmal': 25.6,\n",
       " 'V Shankar': 50.5,\n",
       " 'AP Majumdar': 21.75,\n",
       " 'R Sharma': 4.714285714285714,\n",
       " 'WA Mota': 9.333333333333334,\n",
       " 'MS Gony': 9.9,\n",
       " 'A Chopra': 8.833333333333334,\n",
       " 'RE Levi': 13.833333333333334,\n",
       " 'WPUJC Vaas': 10.125,\n",
       " 'LA Carseldine': 20.25,\n",
       " 'S Nadeem': 2.1666666666666665,\n",
       " 'KK Cooper': 12.88888888888889,\n",
       " 'M Rawat': 11.0,\n",
       " 'BCJ Cutting': 24.8,\n",
       " 'Anirudh Singh': 15.75,\n",
       " 'Ankit Sharma': 12.428571428571429,\n",
       " 'K Rabada': 18.333333333333332,\n",
       " 'Yashpal Singh': 11.75,\n",
       " 'RR Powar': 22.333333333333332,\n",
       " 'LJ Wright': 21.2,\n",
       " 'A Nehra': 5.857142857142857,\n",
       " 'SK Trivedi': 6.0,\n",
       " 'AG Paunikar': 9.8,\n",
       " 'S Aravind': 14.75,\n",
       " 'I Sharma': 7.5,\n",
       " 'TR Birt': 15.0,\n",
       " 'SB Bangar': 7.0,\n",
       " 'B Akhil': 12.666666666666666,\n",
       " 'A Flintoff': 31.0,\n",
       " 'S Sreesanth': 8.5,\n",
       " 'VR Aaron': 11.5,\n",
       " 'CR Brathwaite': 11.875,\n",
       " 'PJ Cummins': 12.833333333333334,\n",
       " 'DJ Thornely': 13.0,\n",
       " 'NM Coulter-Nile': 6.5,\n",
       " 'KB Arun Karthik': 10.2,\n",
       " 'RV Gomez': 10.0,\n",
       " 'R Rampaul': 10.2,\n",
       " 'RR Rossouw': 10.6,\n",
       " 'AB Dinda': 2.6,\n",
       " 'L Balaji': 4.5,\n",
       " 'Shoaib Malik': 13.0,\n",
       " 'A Kumble': 11.666666666666666,\n",
       " 'CR Woakes': 11.5,\n",
       " 'Shahid Afridi': 10.125,\n",
       " 'JDS Neesham': 14.0,\n",
       " 'Mohammed Shami': 6.571428571428571,\n",
       " 'MJ McClenaghan': 7.875,\n",
       " 'PP Ojha': 1.3333333333333333,\n",
       " 'AB Barath': 21.0,\n",
       " 'Anureet Singh': 8.25,\n",
       " 'MM Patel': 6.5,\n",
       " 'JJ Roy': 29.5,\n",
       " 'AS Yadav': 9.8,\n",
       " 'PV Tambe': 9.0,\n",
       " 'KW Richardson': 12.0,\n",
       " 'B Sumanth': 35.0,\n",
       " 'S Sriram': 15.5,\n",
       " 'HV Patel': 5.222222222222222,\n",
       " 'L Ronchi': 6.8,\n",
       " 'TG Southee': 9.0,\n",
       " 'Sandeep Sharma': 26.0,\n",
       " 'BR Dunk': 13.333333333333334,\n",
       " 'PJ Sangwan': 4.0,\n",
       " 'NS Naik': 11.5,\n",
       " 'MS Wade': 7.333333333333333,\n",
       " 'S Chanderpaul': 8.333333333333334,\n",
       " 'J Suchith': 48.0,\n",
       " 'JO Holder': 7.6,\n",
       " 'RJ Peterson': 10.666666666666666,\n",
       " 'Sohail Tanvir': 12.0,\n",
       " 'C Munro': 10.0,\n",
       " 'Sunny Singh': 10.75,\n",
       " 'SP Jackson': 19.0,\n",
       " 'AJ Tye': 26.5,\n",
       " 'M Muralitharan': 3.3333333333333335,\n",
       " 'Joginder Sharma': 9.0,\n",
       " 'Basil Thampi': 28.0,\n",
       " 'SB Jakati': 28.0,\n",
       " 'YS Chahal': 5.0,\n",
       " 'S Narwal': 12.333333333333334,\n",
       " 'TD Paine': 5.0,\n",
       " 'VY Mahesh': 7.5,\n",
       " 'AD Nath': 5.0,\n",
       " 'LPC Silva': 20.0,\n",
       " 'S Gopal': 7.0,\n",
       " 'BMAJ Mendis': 7.666666666666667,\n",
       " 'JJ Bumrah': 12.5,\n",
       " 'J Syed Mohammad': 14.5,\n",
       " 'AN Ahmed': 36.0,\n",
       " 'A Mithun': 6.8,\n",
       " 'Harpreet Singh': 10.0,\n",
       " 'SW Tait': 7.666666666666667,\n",
       " 'AUK Pathan': 7.8,\n",
       " 'DR Martyn': 19.0,\n",
       " 'VH Zol': 14.5,\n",
       " 'T Taibu': 10.333333333333334,\n",
       " 'CA Ingram': 10.5,\n",
       " 'Vishnu Vinod': 6.333333333333333,\n",
       " 'JM Kemp': 13.0,\n",
       " 'Imran Tahir': 4.5,\n",
       " 'S Badree': 2.6,\n",
       " 'R Tewatia': 17.5,\n",
       " 'J Arunkumar': 7.666666666666667,\n",
       " 'CK Kapugedera': 5.333333333333333,\n",
       " 'D Salunkhe': 16.5,\n",
       " 'R Shukla': 19.0,\n",
       " 'NL McCullum': 26.0,\n",
       " 'A Mukund': 9.5,\n",
       " 'AP Dole': 17.0,\n",
       " 'DE Bollinger': 21.0,\n",
       " 'MA Khote': 12.0,\n",
       " 'Kuldeep Yadav': 10.0,\n",
       " 'GB Hogg': 7.333333333333333,\n",
       " 'NJ Maddinson': 6.666666666666667,\n",
       " 'C Madan': 15.0,\n",
       " 'A Choudhary': 25.0,\n",
       " 'Swapnil Singh': 4.0,\n",
       " 'Parvez Rasool': 8.5,\n",
       " 'T Kohli': 3.6666666666666665,\n",
       " 'DS Lehmann': 9.0,\n",
       " 'T Thushara': 6.0,\n",
       " 'M Ntini': 11.0,\n",
       " 'Umar Gul': 13.0,\n",
       " 'AC Thomas': 10.0,\n",
       " 'KC Cariappa': 5.0,\n",
       " 'Y Gnaneswara Rao': 19.0,\n",
       " 'RR Raje': 20.0,\n",
       " 'R Bishnoi': 6.333333333333333,\n",
       " 'JJ van der Wath': 9.0,\n",
       " 'SMSM Senanayake': 10.0,\n",
       " 'X Thalaivan Sargunam': 10.0,\n",
       " 'Karanveer Singh': 12.0,\n",
       " 'SB Joshi': 3.0,\n",
       " 'GR Napier': 15.0,\n",
       " 'T Henderson': 5.5,\n",
       " 'ER Dwivedi': 12.0,\n",
       " 'CJ McKay': 8.0,\n",
       " 'UA Birla': 7.0,\n",
       " 'P Awana': 2.5,\n",
       " 'AG Murtaza': 10.0,\n",
       " 'SM Harwood': 9.0,\n",
       " 'DT Patil': 6.5,\n",
       " 'D du Preez': 10.0,\n",
       " 'P Sahu': 19.0,\n",
       " 'MDKJ Perera': 7.0,\n",
       " 'AS Rajpoot': 6.0,\n",
       " 'J Theron': 5.0,\n",
       " 'F Behardien': 7.0,\n",
       " 'ND Doshi': 0.0,\n",
       " 'S Kaul': 9.0,\n",
       " 'SA Abbott': 7.5,\n",
       " 'DP Nannes': 4.0,\n",
       " 'JD Unadkat': 5.0,\n",
       " 'Harmeet Singh': 4.5,\n",
       " 'AF Milne': 3.5,\n",
       " 'AA Noffke': 9.0,\n",
       " 'AR Bawne': 12.0,\n",
       " 'PSP Handscomb': 6.0,\n",
       " 'Washington Sundar': 9.0,\n",
       " 'Mohammad Ashraful': 2.0,\n",
       " 'Pankaj Singh': 3.5,\n",
       " 'J Yadav': 3.0,\n",
       " 'BJ Haddin': 18.0,\n",
       " 'TS Mills': 2.6666666666666665,\n",
       " 'AA Chavan': 6.0,\n",
       " 'TM Srivastava': 8.0,\n",
       " 'Jaskaran Singh': 8.0,\n",
       " 'S Ladda': 0.0,\n",
       " 'A Singh': 0.5,\n",
       " 'DAJ Bracewell': 12.0,\n",
       " 'Rashid Khan': 5.5,\n",
       " 'SN Thakur': 2.3333333333333335,\n",
       " 'DNT Zoysa': 11.0,\n",
       " 'KAJ Roach': 10.0,\n",
       " 'K Upadhyay': 12.0,\n",
       " 'CK Langeveldt': 4.0,\n",
       " 'Ankit Soni': 3.5,\n",
       " 'B Laughlin': 4.0,\n",
       " 'D Kalyankrishna': 3.0,\n",
       " 'KJ Abbott': 13.0,\n",
       " 'TA Boult': 5.0,\n",
       " 'RS Gavaskar': 2.0,\n",
       " 'A Zampa': 2.5,\n",
       " 'Shoaib Akhtar': 2.0,\n",
       " 'AN Ghosh': 3.5,\n",
       " 'VS Malik': 7.0,\n",
       " 'A Uniyal': 4.0,\n",
       " 'SS Shaikh': 6.0,\n",
       " 'Younis Khan': 3.0,\n",
       " 'BA Bhatt': 6.0,\n",
       " 'A Chandila': 4.0,\n",
       " 'R Ninan': 3.0,\n",
       " 'Shoaib Ahmed': 0.5,\n",
       " 'BAW Mendis': 1.5,\n",
       " 'Mohammad Asif': 1.5,\n",
       " 'DL Chahar': 14.0,\n",
       " 'H Das': 2.0,\n",
       " 'GD McGrath': 4.0,\n",
       " 'Kamran Khan': 3.0,\n",
       " 'SJ Srivastava': 5.0,\n",
       " 'CJ Jordan': 1.5,\n",
       " 'FH Edwards': 4.0,\n",
       " 'DM Bravo': 6.0,\n",
       " 'BB Sran': 4.0,\n",
       " 'S Tyagi': 3.0,\n",
       " 'S Randiv': 2.0,\n",
       " 'JE Taylor': 3.0,\n",
       " 'KP Appanna': 2.0,\n",
       " 'I Malhotra': 7.0,\n",
       " 'Shivam Sharma': 5.0,\n",
       " 'CRD Fernando': 4.0,\n",
       " 'P Parameswaran': 1.0,\n",
       " 'BE Hendricks': 1.0,\n",
       " 'DJ Muthuswami': 1.0,\n",
       " 'KMDN Kulasekara': 5.0,\n",
       " 'SB Wagh': 1.0,\n",
       " 'Mohammad Nabi': 2.0,\n",
       " 'VRV Singh': 2.0,\n",
       " 'M de Lange': 1.0,\n",
       " 'PM Sarvesh Kumar': 1.0,\n",
       " 'L Ablish': 0.0,\n",
       " 'VS Yeligati': 2.0,\n",
       " 'RR Bhatkal': 0.0,\n",
       " 'Mashrafe Mortaza': 2.0,\n",
       " 'SE Bond': 1.0,\n",
       " 'IC Pandey': 0.0,\n",
       " 'RS Sodhi': 4.0,\n",
       " 'RG More': 2.0,\n",
       " 'RD Chahar': 3.0,\n",
       " 'Abdur Razzak': 0.0,\n",
       " 'M Ashwin': 0.0,\n",
       " 'DP Vijaykumar': 1.0,\n",
       " 'V Pratap Singh': 0.0,\n",
       " 'U Kaul': 0.0,\n",
       " 'LH Ferguson': 1.0,\n",
       " 'C Nanda': 0.0,\n",
       " 'NJ Rimmington': 1.0,\n",
       " 'Sunny Gupta': 0.0,\n",
       " 'S Kaushik': 0.0,\n",
       " 'YA Abdulla': 0.0}"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "consistency = {}\n",
    "for batter in batsmen:\n",
    "    consistency[batter] = total_runs[batter]/outs[batter]\n",
    "consistency"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Running between Wickets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'V Kohli': 4423,\n",
       " 'G Gambhir': 4132,\n",
       " 'SK Raina': 4548,\n",
       " 'RG Sharma': 4207,\n",
       " 'S Dhawan': 3561,\n",
       " 'RV Uthappa': 3778,\n",
       " 'DA Warner': 4014,\n",
       " 'MS Dhoni': 3560,\n",
       " 'AM Rahane': 3057,\n",
       " 'CH Gayle': 3651,\n",
       " 'AB de Villiers': 3486,\n",
       " 'KD Karthik': 2903,\n",
       " 'JH Kallis': 2427,\n",
       " 'BB McCullum': 2755,\n",
       " 'M Vijay': 2511,\n",
       " 'YK Pathan': 2922,\n",
       " 'PA Patel': 2322,\n",
       " 'Yuvraj Singh': 2591,\n",
       " 'SR Tendulkar': 2334,\n",
       " 'AT Rayudu': 2416,\n",
       " 'SR Watson': 2628,\n",
       " 'R Dravid': 2174,\n",
       " 'SE Marsh': 2489,\n",
       " 'MK Pandey': 2223,\n",
       " 'V Sehwag': 2728,\n",
       " 'DR Smith': 2385,\n",
       " 'KA Pollard': 2354,\n",
       " 'MEK Hussey': 1977,\n",
       " 'JP Duminy': 1993,\n",
       " 'AC Gilchrist': 2069,\n",
       " 'DPMD Jayawardene': 1808,\n",
       " 'RA Jadeja': 1732,\n",
       " 'MK Tiwary': 1648,\n",
       " 'KC Sangakkara': 1687,\n",
       " 'NV Ojha': 1553,\n",
       " 'SPD Smith': 1713,\n",
       " 'SC Ganguly': 1349,\n",
       " 'AJ Finch': 1604,\n",
       " 'S Badrinath': 1441,\n",
       " 'WP Saha': 1557,\n",
       " 'SV Samson': 1426,\n",
       " 'BJ Hodge': 1400,\n",
       " 'DA Miller': 1563,\n",
       " 'SS Tiwary': 1276,\n",
       " 'DJ Hussey': 1322,\n",
       " 'TM Dilshan': 1153,\n",
       " 'F du Plessis': 1295,\n",
       " 'DJ Bravo': 1262,\n",
       " 'IK Pathan': 1150,\n",
       " 'Mandeep Singh': 1112,\n",
       " 'KK Nair': 1158,\n",
       " 'LMP Simmons': 1079,\n",
       " 'Y Venugopal Rao': 985,\n",
       " 'LRPL Taylor': 1017,\n",
       " 'ML Hayden': 1107,\n",
       " 'HH Gibbs': 886,\n",
       " 'A Symonds': 974,\n",
       " 'GJ Maxwell': 1229,\n",
       " 'CL White': 971,\n",
       " 'MC Henriques': 969,\n",
       " 'KP Pietersen': 1001,\n",
       " 'M Vohra': 957,\n",
       " 'MS Bisla': 798,\n",
       " 'EJG Morgan': 854,\n",
       " 'JA Morkel': 975,\n",
       " 'MA Agarwal': 814,\n",
       " 'GC Smith': 739,\n",
       " 'KM Jadhav': 893,\n",
       " 'SS Iyer': 807,\n",
       " 'STR Binny': 766,\n",
       " 'AD Mathews': 724,\n",
       " 'KL Rahul': 725,\n",
       " 'Harbhajan Singh': 799,\n",
       " 'AM Nayar': 672,\n",
       " 'TL Suman': 676,\n",
       " 'ST Jayasuriya': 768,\n",
       " 'Q de Kock': 726,\n",
       " 'GJ Bailey': 663,\n",
       " 'AR Patel': 606,\n",
       " 'M Manhas': 514,\n",
       " 'SA Yadav': 608,\n",
       " 'RS Bopara': 531,\n",
       " 'PP Chawla': 515,\n",
       " 'JD Ryder': 604,\n",
       " 'PC Valthaty': 505,\n",
       " 'HM Amla': 577,\n",
       " 'CJ Anderson': 521,\n",
       " 'JP Faulkner': 527,\n",
       " 'OA Shah': 506,\n",
       " 'CA Pujara': 390,\n",
       " 'Shakib Al Hasan': 500,\n",
       " 'A Mishra': 340,\n",
       " 'RR Pant': 564,\n",
       " 'JC Buttler': 528,\n",
       " 'AL Menaria': 401,\n",
       " 'J Botha': 409,\n",
       " 'LR Shukla': 405,\n",
       " 'N Rana': 437,\n",
       " 'SA Asnodkar': 423,\n",
       " 'DT Christian': 420,\n",
       " 'AD Russell': 574,\n",
       " 'NLTC Perera': 424,\n",
       " 'KS Williamson': 411,\n",
       " 'DB Ravi Teja': 375,\n",
       " 'GH Vihari': 280,\n",
       " 'P Kumar': 340,\n",
       " 'MV Boucher': 394,\n",
       " 'UBT Chand': 300,\n",
       " 'JR Hopes': 417,\n",
       " 'KH Pandya': 480,\n",
       " 'S Sohal': 368,\n",
       " 'Azhar Mahmood': 388,\n",
       " 'JEC Franklin': 327,\n",
       " 'HH Pandya': 406,\n",
       " 'R Bhatia': 342,\n",
       " 'AP Tare': 339,\n",
       " 'KV Sharma': 317,\n",
       " 'R Vinay Kumar': 304,\n",
       " 'P Negi': 353,\n",
       " 'Gurkeerat Singh': 342,\n",
       " 'DJ Hooda': 373,\n",
       " 'RA Tripathi': 391,\n",
       " 'CH Morris': 439,\n",
       " 'Y Nagar': 285,\n",
       " 'VVS Laxman': 282,\n",
       " 'DB Das': 304,\n",
       " 'CA Lynn': 384,\n",
       " 'SP Goswami': 241,\n",
       " 'M Kaif': 259,\n",
       " 'B Chipli': 280,\n",
       " 'Ishan Kishan': 319,\n",
       " 'LA Pomersbach': 302,\n",
       " 'DJG Sammy': 295,\n",
       " 'R Ashwin': 231,\n",
       " 'K Goel': 218,\n",
       " 'RN ten Doeschate': 326,\n",
       " 'R Sathish': 270,\n",
       " 'BA Stokes': 316,\n",
       " 'SK Warne': 198,\n",
       " 'AA Jhunjhunwala': 217,\n",
       " 'MD Mishra': 237,\n",
       " 'MR Marsh': 225,\n",
       " 'MJ Lumb': 278,\n",
       " 'A Ashish Reddy': 280,\n",
       " 'SP Narine': 271,\n",
       " 'SM Katich': 241,\n",
       " 'YV Takawale': 192,\n",
       " 'FY Fazal': 183,\n",
       " 'R McLaren': 159,\n",
       " 'MN Samuels': 161,\n",
       " 'SW Billings': 226,\n",
       " 'Salman Butt': 193,\n",
       " 'AS Raut': 194,\n",
       " 'SP Fleming': 196,\n",
       " 'PA Reddy': 164,\n",
       " 'DW Steyn': 166,\n",
       " 'AB Agarkar': 179,\n",
       " 'B Kumar': 158,\n",
       " 'PD Collingwood': 203,\n",
       " 'CM Gautam': 169,\n",
       " 'MG Johnson': 151,\n",
       " 'TM Head': 205,\n",
       " 'BJ Rohrer': 193,\n",
       " 'RE van der Merwe': 159,\n",
       " 'MJ Guptill': 189,\n",
       " 'N Saini': 140,\n",
       " 'AC Voges': 181,\n",
       " 'DH Yagnik': 170,\n",
       " 'P Dogra': 127,\n",
       " 'Z Khan': 117,\n",
       " 'MP Stoinis': 163,\n",
       " 'R Dhawan': 153,\n",
       " 'MN van Wyk': 167,\n",
       " 'SB Styris': 131,\n",
       " 'MC Juneja': 125,\n",
       " 'W Jaffer': 130,\n",
       " 'RT Ponting': 91,\n",
       " 'Bipul Sharma': 187,\n",
       " 'MF Maharoof': 177,\n",
       " 'Niraj Patel': 121,\n",
       " 'S Anirudha': 136,\n",
       " 'CJ Ferguson': 98,\n",
       " 'DL Vettori': 121,\n",
       " 'BB Samantray': 125,\n",
       " 'SM Pollock': 147,\n",
       " 'S Vidyut': 145,\n",
       " 'RJ Harris': 117,\n",
       " 'JDP Oram': 106,\n",
       " 'M Kartik': 113,\n",
       " 'Sachin Baby': 137,\n",
       " 'RJ Quiney': 103,\n",
       " 'UT Khawaja': 127,\n",
       " 'MM Sharma': 112,\n",
       " 'AB McDonald': 123,\n",
       " 'SL Malinga': 88,\n",
       " 'SN Khan': 177,\n",
       " 'DJ Harris': 111,\n",
       " 'B Lee': 124,\n",
       " 'DS Kulkarni': 90,\n",
       " 'DJ Jacobs': 92,\n",
       " 'IR Jaggi': 76,\n",
       " 'MA Starc': 96,\n",
       " 'PR Shah': 92,\n",
       " 'MJ Clarke': 98,\n",
       " 'UT Yadav': 94,\n",
       " 'D Wiese': 127,\n",
       " 'M Morkel': 126,\n",
       " 'SD Chitnis': 99,\n",
       " 'C de Grandhomme': 126,\n",
       " 'AC Blizzard': 120,\n",
       " 'AA Bilakhia': 69,\n",
       " 'Iqbal Abdulla': 88,\n",
       " 'Mohammad Hafeez': 64,\n",
       " 'Misbah-ul-Haq': 117,\n",
       " 'S Rana': 91,\n",
       " 'WD Parnell': 63,\n",
       " 'AD Mascarenhas': 79,\n",
       " 'M Klinger': 73,\n",
       " 'RP Singh': 52,\n",
       " 'RR Sarwan': 73,\n",
       " 'Kamran Akmal': 128,\n",
       " 'V Shankar': 101,\n",
       " 'AP Majumdar': 87,\n",
       " 'R Sharma': 66,\n",
       " 'WA Mota': 56,\n",
       " 'MS Gony': 99,\n",
       " 'A Chopra': 53,\n",
       " 'RE Levi': 83,\n",
       " 'WPUJC Vaas': 81,\n",
       " 'LA Carseldine': 81,\n",
       " 'S Nadeem': 26,\n",
       " 'KK Cooper': 116,\n",
       " 'M Rawat': 55,\n",
       " 'BCJ Cutting': 124,\n",
       " 'Anirudh Singh': 63,\n",
       " 'Ankit Sharma': 87,\n",
       " 'K Rabada': 55,\n",
       " 'Yashpal Singh': 47,\n",
       " 'RR Powar': 67,\n",
       " 'LJ Wright': 106,\n",
       " 'A Nehra': 41,\n",
       " 'SK Trivedi': 42,\n",
       " 'AG Paunikar': 49,\n",
       " 'S Aravind': 59,\n",
       " 'I Sharma': 45,\n",
       " 'TR Birt': 75,\n",
       " 'SB Bangar': 49,\n",
       " 'B Akhil': 76,\n",
       " 'A Flintoff': 62,\n",
       " 'S Sreesanth': 34,\n",
       " 'VR Aaron': 46,\n",
       " 'CR Brathwaite': 95,\n",
       " 'PJ Cummins': 77,\n",
       " 'DJ Thornely': 39,\n",
       " 'NM Coulter-Nile': 52,\n",
       " 'KB Arun Karthik': 51,\n",
       " 'RV Gomez': 50,\n",
       " 'R Rampaul': 51,\n",
       " 'RR Rossouw': 53,\n",
       " 'AB Dinda': 26,\n",
       " 'L Balaji': 36,\n",
       " 'Shoaib Malik': 52,\n",
       " 'A Kumble': 35,\n",
       " 'CR Woakes': 46,\n",
       " 'Shahid Afridi': 81,\n",
       " 'JDS Neesham': 42,\n",
       " 'Mohammed Shami': 46,\n",
       " 'MJ McClenaghan': 63,\n",
       " 'PP Ojha': 16,\n",
       " 'AB Barath': 42,\n",
       " 'Anureet Singh': 33,\n",
       " 'MM Patel': 39,\n",
       " 'JJ Roy': 59,\n",
       " 'AS Yadav': 49,\n",
       " 'PV Tambe': 18,\n",
       " 'KW Richardson': 36,\n",
       " 'B Sumanth': 35,\n",
       " 'S Sriram': 31,\n",
       " 'HV Patel': 47,\n",
       " 'L Ronchi': 34,\n",
       " 'TG Southee': 54,\n",
       " 'Sandeep Sharma': 26,\n",
       " 'BR Dunk': 40,\n",
       " 'PJ Sangwan': 24,\n",
       " 'NS Naik': 23,\n",
       " 'MS Wade': 22,\n",
       " 'S Chanderpaul': 25,\n",
       " 'J Suchith': 48,\n",
       " 'JO Holder': 38,\n",
       " 'RJ Peterson': 32,\n",
       " 'Sohail Tanvir': 36,\n",
       " 'C Munro': 30,\n",
       " 'Sunny Singh': 43,\n",
       " 'SP Jackson': 38,\n",
       " 'AJ Tye': 53,\n",
       " 'M Muralitharan': 20,\n",
       " 'Joginder Sharma': 36,\n",
       " 'Basil Thampi': 28,\n",
       " 'SB Jakati': 28,\n",
       " 'YS Chahal': 15,\n",
       " 'S Narwal': 37,\n",
       " 'TD Paine': 10,\n",
       " 'VY Mahesh': 15,\n",
       " 'AD Nath': 20,\n",
       " 'LPC Silva': 40,\n",
       " 'S Gopal': 14,\n",
       " 'BMAJ Mendis': 23,\n",
       " 'JJ Bumrah': 25,\n",
       " 'J Syed Mohammad': 29,\n",
       " 'AN Ahmed': 36,\n",
       " 'A Mithun': 34,\n",
       " 'Harpreet Singh': 20,\n",
       " 'SW Tait': 23,\n",
       " 'AUK Pathan': 39,\n",
       " 'DR Martyn': 19,\n",
       " 'VH Zol': 29,\n",
       " 'T Taibu': 31,\n",
       " 'CA Ingram': 21,\n",
       " 'Vishnu Vinod': 19,\n",
       " 'JM Kemp': 26,\n",
       " 'Imran Tahir': 18,\n",
       " 'S Badree': 13,\n",
       " 'R Tewatia': 35,\n",
       " 'J Arunkumar': 23,\n",
       " 'CK Kapugedera': 16,\n",
       " 'D Salunkhe': 33,\n",
       " 'R Shukla': 19,\n",
       " 'NL McCullum': 26,\n",
       " 'A Mukund': 19,\n",
       " 'AP Dole': 34,\n",
       " 'DE Bollinger': 21,\n",
       " 'MA Khote': 24,\n",
       " 'Kuldeep Yadav': 20,\n",
       " 'GB Hogg': 22,\n",
       " 'NJ Maddinson': 20,\n",
       " 'C Madan': 15,\n",
       " 'A Choudhary': 25,\n",
       " 'Swapnil Singh': 12,\n",
       " 'Parvez Rasool': 17,\n",
       " 'T Kohli': 11,\n",
       " 'DS Lehmann': 18,\n",
       " 'T Thushara': 12,\n",
       " 'M Ntini': 11,\n",
       " 'Umar Gul': 39,\n",
       " 'AC Thomas': 20,\n",
       " 'KC Cariappa': 15,\n",
       " 'Y Gnaneswara Rao': 19,\n",
       " 'RR Raje': 20,\n",
       " 'R Bishnoi': 19,\n",
       " 'JJ van der Wath': 18,\n",
       " 'SMSM Senanayake': 10,\n",
       " 'X Thalaivan Sargunam': 10,\n",
       " 'Karanveer Singh': 12,\n",
       " 'SB Joshi': 6,\n",
       " 'GR Napier': 15,\n",
       " 'T Henderson': 11,\n",
       " 'ER Dwivedi': 24,\n",
       " 'CJ McKay': 8,\n",
       " 'UA Birla': 7,\n",
       " 'P Awana': 5,\n",
       " 'AG Murtaza': 10,\n",
       " 'SM Harwood': 9,\n",
       " 'DT Patil': 13,\n",
       " 'D du Preez': 10,\n",
       " 'P Sahu': 19,\n",
       " 'MDKJ Perera': 14,\n",
       " 'AS Rajpoot': 6,\n",
       " 'J Theron': 10,\n",
       " 'F Behardien': 14,\n",
       " 'ND Doshi': 0,\n",
       " 'S Kaul': 9,\n",
       " 'SA Abbott': 15,\n",
       " 'DP Nannes': 4,\n",
       " 'JD Unadkat': 5,\n",
       " 'Harmeet Singh': 18,\n",
       " 'AF Milne': 7,\n",
       " 'AA Noffke': 9,\n",
       " 'AR Bawne': 12,\n",
       " 'PSP Handscomb': 6,\n",
       " 'Washington Sundar': 9,\n",
       " 'Mohammad Ashraful': 2,\n",
       " 'Pankaj Singh': 7,\n",
       " 'J Yadav': 6,\n",
       " 'BJ Haddin': 18,\n",
       " 'TS Mills': 8,\n",
       " 'AA Chavan': 12,\n",
       " 'TM Srivastava': 8,\n",
       " 'Jaskaran Singh': 8,\n",
       " 'S Ladda': 0,\n",
       " 'A Singh': 2,\n",
       " 'DAJ Bracewell': 12,\n",
       " 'Rashid Khan': 11,\n",
       " 'SN Thakur': 7,\n",
       " 'DNT Zoysa': 11,\n",
       " 'KAJ Roach': 10,\n",
       " 'K Upadhyay': 12,\n",
       " 'CK Langeveldt': 8,\n",
       " 'Ankit Soni': 7,\n",
       " 'B Laughlin': 4,\n",
       " 'D Kalyankrishna': 3,\n",
       " 'KJ Abbott': 13,\n",
       " 'TA Boult': 5,\n",
       " 'RS Gavaskar': 2,\n",
       " 'A Zampa': 5,\n",
       " 'Shoaib Akhtar': 2,\n",
       " 'AN Ghosh': 7,\n",
       " 'VS Malik': 7,\n",
       " 'A Uniyal': 4,\n",
       " 'SS Shaikh': 6,\n",
       " 'Younis Khan': 3,\n",
       " 'BA Bhatt': 6,\n",
       " 'A Chandila': 4,\n",
       " 'R Ninan': 3,\n",
       " 'Shoaib Ahmed': 1,\n",
       " 'BAW Mendis': 3,\n",
       " 'Mohammad Asif': 3,\n",
       " 'DL Chahar': 14,\n",
       " 'H Das': 2,\n",
       " 'GD McGrath': 4,\n",
       " 'Kamran Khan': 3,\n",
       " 'SJ Srivastava': 5,\n",
       " 'CJ Jordan': 3,\n",
       " 'FH Edwards': 4,\n",
       " 'DM Bravo': 6,\n",
       " 'BB Sran': 4,\n",
       " 'S Tyagi': 3,\n",
       " 'S Randiv': 2,\n",
       " 'JE Taylor': 3,\n",
       " 'KP Appanna': 2,\n",
       " 'I Malhotra': 7,\n",
       " 'Shivam Sharma': 5,\n",
       " 'CRD Fernando': 4,\n",
       " 'P Parameswaran': 1,\n",
       " 'BE Hendricks': 1,\n",
       " 'DJ Muthuswami': 1,\n",
       " 'KMDN Kulasekara': 5,\n",
       " 'SB Wagh': 2,\n",
       " 'Mohammad Nabi': 2,\n",
       " 'VRV Singh': 4,\n",
       " 'M de Lange': 1,\n",
       " 'PM Sarvesh Kumar': 1,\n",
       " 'L Ablish': 0,\n",
       " 'VS Yeligati': 2,\n",
       " 'RR Bhatkal': 0,\n",
       " 'Mashrafe Mortaza': 2,\n",
       " 'SE Bond': 1,\n",
       " 'IC Pandey': 0,\n",
       " 'RS Sodhi': 4,\n",
       " 'RG More': 2,\n",
       " 'RD Chahar': 3,\n",
       " 'Abdur Razzak': 0,\n",
       " 'M Ashwin': 0,\n",
       " 'DP Vijaykumar': 1,\n",
       " 'V Pratap Singh': 0,\n",
       " 'U Kaul': 0,\n",
       " 'LH Ferguson': 1,\n",
       " 'C Nanda': 0,\n",
       " 'NJ Rimmington': 1,\n",
       " 'Sunny Gupta': 0,\n",
       " 'S Kaushik': 0,\n",
       " 'YA Abdulla': 0}"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "total_runs = {}\n",
    "for batter in batsmen:\n",
    "    total_runs[batter] = sum(ddf['batsman_runs'].loc[ddf['batsman'] == batter].values)\n",
    "total_runs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'V Kohli': 384,\n",
       " 'G Gambhir': 484,\n",
       " 'SK Raina': 402,\n",
       " 'RG Sharma': 354,\n",
       " 'S Dhawan': 401,\n",
       " 'RV Uthappa': 377,\n",
       " 'DA Warner': 401,\n",
       " 'MS Dhoni': 251,\n",
       " 'AM Rahane': 320,\n",
       " 'CH Gayle': 297,\n",
       " 'AB de Villiers': 287,\n",
       " 'KD Karthik': 286,\n",
       " 'JH Kallis': 255,\n",
       " 'BB McCullum': 277,\n",
       " 'M Vijay': 237,\n",
       " 'YK Pathan': 240,\n",
       " 'PA Patel': 297,\n",
       " 'Yuvraj Singh': 205,\n",
       " 'SR Tendulkar': 296,\n",
       " 'AT Rayudu': 205,\n",
       " 'SR Watson': 258,\n",
       " 'R Dravid': 269,\n",
       " 'SE Marsh': 269,\n",
       " 'MK Pandey': 197,\n",
       " 'V Sehwag': 334,\n",
       " 'DR Smith': 245,\n",
       " 'KA Pollard': 158,\n",
       " 'MEK Hussey': 198,\n",
       " 'JP Duminy': 123,\n",
       " 'AC Gilchrist': 239,\n",
       " 'DPMD Jayawardene': 200,\n",
       " 'RA Jadeja': 125,\n",
       " 'MK Tiwary': 152,\n",
       " 'KC Sangakkara': 195,\n",
       " 'NV Ojha': 121,\n",
       " 'SPD Smith': 151,\n",
       " 'SC Ganguly': 137,\n",
       " 'AJ Finch': 170,\n",
       " 'S Badrinath': 154,\n",
       " 'WP Saha': 130,\n",
       " 'SV Samson': 112,\n",
       " 'BJ Hodge': 122,\n",
       " 'DA Miller': 104,\n",
       " 'SS Tiwary': 93,\n",
       " 'DJ Hussey': 90,\n",
       " 'TM Dilshan': 140,\n",
       " 'F du Plessis': 110,\n",
       " 'DJ Bravo': 102,\n",
       " 'IK Pathan': 88,\n",
       " 'Mandeep Singh': 134,\n",
       " 'KK Nair': 135,\n",
       " 'LMP Simmons': 109,\n",
       " 'Y Venugopal Rao': 77,\n",
       " 'LRPL Taylor': 66,\n",
       " 'ML Hayden': 121,\n",
       " 'HH Gibbs': 83,\n",
       " 'A Symonds': 74,\n",
       " 'GJ Maxwell': 96,\n",
       " 'CL White': 76,\n",
       " 'MC Henriques': 87,\n",
       " 'KP Pietersen': 91,\n",
       " 'M Vohra': 95,\n",
       " 'MS Bisla': 93,\n",
       " 'EJG Morgan': 72,\n",
       " 'JA Morkel': 61,\n",
       " 'MA Agarwal': 82,\n",
       " 'GC Smith': 94,\n",
       " 'KM Jadhav': 72,\n",
       " 'SS Iyer': 79,\n",
       " 'STR Binny': 59,\n",
       " 'AD Mathews': 44,\n",
       " 'KL Rahul': 61,\n",
       " 'Harbhajan Singh': 76,\n",
       " 'AM Nayar': 55,\n",
       " 'TL Suman': 55,\n",
       " 'ST Jayasuriya': 84,\n",
       " 'Q de Kock': 90,\n",
       " 'GJ Bailey': 59,\n",
       " 'AR Patel': 34,\n",
       " 'M Manhas': 43,\n",
       " 'SA Yadav': 54,\n",
       " 'RS Bopara': 39,\n",
       " 'PP Chawla': 49,\n",
       " 'JD Ryder': 69,\n",
       " 'PC Valthaty': 61,\n",
       " 'HM Amla': 60,\n",
       " 'CJ Anderson': 40,\n",
       " 'JP Faulkner': 36,\n",
       " 'OA Shah': 34,\n",
       " 'CA Pujara': 50,\n",
       " 'Shakib Al Hasan': 44,\n",
       " 'A Mishra': 27,\n",
       " 'RR Pant': 47,\n",
       " 'JC Buttler': 50,\n",
       " 'AL Menaria': 24,\n",
       " 'J Botha': 39,\n",
       " 'LR Shukla': 33,\n",
       " 'N Rana': 31,\n",
       " 'SA Asnodkar': 56,\n",
       " 'DT Christian': 22,\n",
       " 'AD Russell': 48,\n",
       " 'NLTC Perera': 23,\n",
       " 'KS Williamson': 35,\n",
       " 'DB Ravi Teja': 35,\n",
       " 'GH Vihari': 23,\n",
       " 'P Kumar': 22,\n",
       " 'MV Boucher': 32,\n",
       " 'UBT Chand': 32,\n",
       " 'JR Hopes': 49,\n",
       " 'KH Pandya': 46,\n",
       " 'S Sohal': 34,\n",
       " 'Azhar Mahmood': 39,\n",
       " 'JEC Franklin': 25,\n",
       " 'HH Pandya': 24,\n",
       " 'R Bhatia': 24,\n",
       " 'AP Tare': 40,\n",
       " 'KV Sharma': 18,\n",
       " 'R Vinay Kumar': 20,\n",
       " 'P Negi': 26,\n",
       " 'Gurkeerat Singh': 36,\n",
       " 'DJ Hooda': 20,\n",
       " 'RA Tripathi': 43,\n",
       " 'CH Morris': 33,\n",
       " 'Y Nagar': 20,\n",
       " 'VVS Laxman': 33,\n",
       " 'DB Das': 23,\n",
       " 'CA Lynn': 31,\n",
       " 'SP Goswami': 26,\n",
       " 'M Kaif': 22,\n",
       " 'B Chipli': 28,\n",
       " 'Ishan Kishan': 34,\n",
       " 'LA Pomersbach': 25,\n",
       " 'DJG Sammy': 15,\n",
       " 'R Ashwin': 22,\n",
       " 'K Goel': 17,\n",
       " 'RN ten Doeschate': 26,\n",
       " 'R Sathish': 22,\n",
       " 'BA Stokes': 22,\n",
       " 'SK Warne': 14,\n",
       " 'AA Jhunjhunwala': 19,\n",
       " 'MD Mishra': 24,\n",
       " 'MR Marsh': 9,\n",
       " 'MJ Lumb': 45,\n",
       " 'A Ashish Reddy': 16,\n",
       " 'SP Narine': 36,\n",
       " 'SM Katich': 26,\n",
       " 'YV Takawale': 26,\n",
       " 'FY Fazal': 22,\n",
       " 'R McLaren': 14,\n",
       " 'MN Samuels': 9,\n",
       " 'SW Billings': 23,\n",
       " 'Salman Butt': 30,\n",
       " 'AS Raut': 13,\n",
       " 'SP Fleming': 27,\n",
       " 'PA Reddy': 15,\n",
       " 'DW Steyn': 14,\n",
       " 'AB Agarkar': 13,\n",
       " 'B Kumar': 15,\n",
       " 'PD Collingwood': 9,\n",
       " 'CM Gautam': 17,\n",
       " 'MG Johnson': 8,\n",
       " 'TM Head': 12,\n",
       " 'BJ Rohrer': 21,\n",
       " 'RE van der Merwe': 11,\n",
       " 'MJ Guptill': 20,\n",
       " 'N Saini': 16,\n",
       " 'AC Voges': 15,\n",
       " 'DH Yagnik': 23,\n",
       " 'P Dogra': 4,\n",
       " 'Z Khan': 11,\n",
       " 'MP Stoinis': 14,\n",
       " 'R Dhawan': 13,\n",
       " 'MN van Wyk': 19,\n",
       " 'SB Styris': 10,\n",
       " 'MC Juneja': 11,\n",
       " 'W Jaffer': 14,\n",
       " 'RT Ponting': 5,\n",
       " 'Bipul Sharma': 11,\n",
       " 'MF Maharoof': 12,\n",
       " 'Niraj Patel': 14,\n",
       " 'S Anirudha': 9,\n",
       " 'CJ Ferguson': 9,\n",
       " 'DL Vettori': 11,\n",
       " 'BB Samantray': 13,\n",
       " 'SM Pollock': 12,\n",
       " 'S Vidyut': 21,\n",
       " 'RJ Harris': 6,\n",
       " 'JDP Oram': 6,\n",
       " 'M Kartik': 7,\n",
       " 'Sachin Baby': 11,\n",
       " 'RJ Quiney': 12,\n",
       " 'UT Khawaja': 14,\n",
       " 'MM Sharma': 8,\n",
       " 'AB McDonald': 9,\n",
       " 'SL Malinga': 6,\n",
       " 'SN Khan': 19,\n",
       " 'DJ Harris': 11,\n",
       " 'B Lee': 8,\n",
       " 'DS Kulkarni': 6,\n",
       " 'DJ Jacobs': 10,\n",
       " 'IR Jaggi': 6,\n",
       " 'MA Starc': 10,\n",
       " 'PR Shah': 9,\n",
       " 'MJ Clarke': 12,\n",
       " 'UT Yadav': 8,\n",
       " 'D Wiese': 12,\n",
       " 'M Morkel': 11,\n",
       " 'SD Chitnis': 10,\n",
       " 'C de Grandhomme': 10,\n",
       " 'AC Blizzard': 21,\n",
       " 'AA Bilakhia': 5,\n",
       " 'Iqbal Abdulla': 9,\n",
       " 'Mohammad Hafeez': 7,\n",
       " 'Misbah-ul-Haq': 10,\n",
       " 'S Rana': 9,\n",
       " 'WD Parnell': 4,\n",
       " 'AD Mascarenhas': 5,\n",
       " 'M Klinger': 9,\n",
       " 'RP Singh': 2,\n",
       " 'RR Sarwan': 6,\n",
       " 'Kamran Akmal': 13,\n",
       " 'V Shankar': 12,\n",
       " 'AP Majumdar': 7,\n",
       " 'R Sharma': 5,\n",
       " 'WA Mota': 2,\n",
       " 'MS Gony': 6,\n",
       " 'A Chopra': 7,\n",
       " 'RE Levi': 10,\n",
       " 'WPUJC Vaas': 2,\n",
       " 'LA Carseldine': 11,\n",
       " 'S Nadeem': 1,\n",
       " 'KK Cooper': 9,\n",
       " 'M Rawat': 4,\n",
       " 'BCJ Cutting': 9,\n",
       " 'Anirudh Singh': 6,\n",
       " 'Ankit Sharma': 7,\n",
       " 'K Rabada': 5,\n",
       " 'Yashpal Singh': 5,\n",
       " 'RR Powar': 6,\n",
       " 'LJ Wright': 16,\n",
       " 'A Nehra': 3,\n",
       " 'SK Trivedi': 3,\n",
       " 'AG Paunikar': 9,\n",
       " 'S Aravind': 7,\n",
       " 'I Sharma': 3,\n",
       " 'TR Birt': 9,\n",
       " 'SB Bangar': 1,\n",
       " 'B Akhil': 5,\n",
       " 'A Flintoff': 5,\n",
       " 'S Sreesanth': 6,\n",
       " 'VR Aaron': 2,\n",
       " 'CR Brathwaite': 8,\n",
       " 'PJ Cummins': 5,\n",
       " 'DJ Thornely': 2,\n",
       " 'NM Coulter-Nile': 3,\n",
       " 'KB Arun Karthik': 4,\n",
       " 'RV Gomez': 5,\n",
       " 'R Rampaul': 3,\n",
       " 'RR Rossouw': 3,\n",
       " 'AB Dinda': 2,\n",
       " 'L Balaji': 2,\n",
       " 'Shoaib Malik': 5,\n",
       " 'A Kumble': 3,\n",
       " 'CR Woakes': 4,\n",
       " 'Shahid Afridi': 7,\n",
       " 'JDS Neesham': 3,\n",
       " 'Mohammed Shami': 4,\n",
       " 'MJ McClenaghan': 2,\n",
       " 'PP Ojha': 0,\n",
       " 'AB Barath': 5,\n",
       " 'Anureet Singh': 2,\n",
       " 'MM Patel': 5,\n",
       " 'JJ Roy': 9,\n",
       " 'AS Yadav': 5,\n",
       " 'PV Tambe': 1,\n",
       " 'KW Richardson': 2,\n",
       " 'B Sumanth': 3,\n",
       " 'S Sriram': 3,\n",
       " 'HV Patel': 2,\n",
       " 'L Ronchi': 6,\n",
       " 'TG Southee': 3,\n",
       " 'Sandeep Sharma': 1,\n",
       " 'BR Dunk': 7,\n",
       " 'PJ Sangwan': 1,\n",
       " 'NS Naik': 1,\n",
       " 'MS Wade': 0,\n",
       " 'S Chanderpaul': 4,\n",
       " 'J Suchith': 4,\n",
       " 'JO Holder': 4,\n",
       " 'RJ Peterson': 3,\n",
       " 'Sohail Tanvir': 3,\n",
       " 'C Munro': 3,\n",
       " 'Sunny Singh': 6,\n",
       " 'SP Jackson': 5,\n",
       " 'AJ Tye': 4,\n",
       " 'M Muralitharan': 1,\n",
       " 'Joginder Sharma': 1,\n",
       " 'Basil Thampi': 1,\n",
       " 'SB Jakati': 3,\n",
       " 'YS Chahal': 0,\n",
       " 'S Narwal': 6,\n",
       " 'TD Paine': 0,\n",
       " 'VY Mahesh': 0,\n",
       " 'AD Nath': 1,\n",
       " 'LPC Silva': 5,\n",
       " 'S Gopal': 1,\n",
       " 'BMAJ Mendis': 0,\n",
       " 'JJ Bumrah': 1,\n",
       " 'J Syed Mohammad': 4,\n",
       " 'AN Ahmed': 4,\n",
       " 'A Mithun': 4,\n",
       " 'Harpreet Singh': 0,\n",
       " 'SW Tait': 1,\n",
       " 'AUK Pathan': 5,\n",
       " 'DR Martyn': 1,\n",
       " 'VH Zol': 3,\n",
       " 'T Taibu': 3,\n",
       " 'CA Ingram': 2,\n",
       " 'Vishnu Vinod': 1,\n",
       " 'JM Kemp': 1,\n",
       " 'Imran Tahir': 3,\n",
       " 'S Badree': 0,\n",
       " 'R Tewatia': 4,\n",
       " 'J Arunkumar': 5,\n",
       " 'CK Kapugedera': 0,\n",
       " 'D Salunkhe': 5,\n",
       " 'R Shukla': 2,\n",
       " 'NL McCullum': 0,\n",
       " 'A Mukund': 1,\n",
       " 'AP Dole': 3,\n",
       " 'DE Bollinger': 1,\n",
       " 'MA Khote': 2,\n",
       " 'Kuldeep Yadav': 2,\n",
       " 'GB Hogg': 1,\n",
       " 'NJ Maddinson': 4,\n",
       " 'C Madan': 3,\n",
       " 'A Choudhary': 1,\n",
       " 'Swapnil Singh': 0,\n",
       " 'Parvez Rasool': 1,\n",
       " 'T Kohli': 0,\n",
       " 'DS Lehmann': 3,\n",
       " 'T Thushara': 0,\n",
       " 'M Ntini': 2,\n",
       " 'Umar Gul': 1,\n",
       " 'AC Thomas': 1,\n",
       " 'KC Cariappa': 0,\n",
       " 'Y Gnaneswara Rao': 3,\n",
       " 'RR Raje': 1,\n",
       " 'R Bishnoi': 1,\n",
       " 'JJ van der Wath': 1,\n",
       " 'SMSM Senanayake': 0,\n",
       " 'X Thalaivan Sargunam': 0,\n",
       " 'Karanveer Singh': 1,\n",
       " 'SB Joshi': 0,\n",
       " 'GR Napier': 1,\n",
       " 'T Henderson': 0,\n",
       " 'ER Dwivedi': 2,\n",
       " 'CJ McKay': 0,\n",
       " 'UA Birla': 1,\n",
       " 'P Awana': 0,\n",
       " 'AG Murtaza': 1,\n",
       " 'SM Harwood': 0,\n",
       " 'DT Patil': 1,\n",
       " 'D du Preez': 0,\n",
       " 'P Sahu': 1,\n",
       " 'MDKJ Perera': 3,\n",
       " 'AS Rajpoot': 1,\n",
       " 'J Theron': 1,\n",
       " 'F Behardien': 2,\n",
       " 'ND Doshi': 0,\n",
       " 'S Kaul': 0,\n",
       " 'SA Abbott': 1,\n",
       " 'DP Nannes': 0,\n",
       " 'JD Unadkat': 0,\n",
       " 'Harmeet Singh': 3,\n",
       " 'AF Milne': 0,\n",
       " 'AA Noffke': 1,\n",
       " 'AR Bawne': 1,\n",
       " 'PSP Handscomb': 0,\n",
       " 'Washington Sundar': 0,\n",
       " 'Mohammad Ashraful': 0,\n",
       " 'Pankaj Singh': 0,\n",
       " 'J Yadav': 0,\n",
       " 'BJ Haddin': 2,\n",
       " 'TS Mills': 0,\n",
       " 'AA Chavan': 2,\n",
       " 'TM Srivastava': 0,\n",
       " 'Jaskaran Singh': 0,\n",
       " 'S Ladda': 0,\n",
       " 'A Singh': 0,\n",
       " 'DAJ Bracewell': 1,\n",
       " 'Rashid Khan': 0,\n",
       " 'SN Thakur': 1,\n",
       " 'DNT Zoysa': 1,\n",
       " 'KAJ Roach': 1,\n",
       " 'K Upadhyay': 0,\n",
       " 'CK Langeveldt': 0,\n",
       " 'Ankit Soni': 0,\n",
       " 'B Laughlin': 0,\n",
       " 'D Kalyankrishna': 0,\n",
       " 'KJ Abbott': 0,\n",
       " 'TA Boult': 0,\n",
       " 'RS Gavaskar': 0,\n",
       " 'A Zampa': 1,\n",
       " 'Shoaib Akhtar': 0,\n",
       " 'AN Ghosh': 1,\n",
       " 'VS Malik': 1,\n",
       " 'A Uniyal': 0,\n",
       " 'SS Shaikh': 1,\n",
       " 'Younis Khan': 0,\n",
       " 'BA Bhatt': 0,\n",
       " 'A Chandila': 0,\n",
       " 'R Ninan': 0,\n",
       " 'Shoaib Ahmed': 0,\n",
       " 'BAW Mendis': 0,\n",
       " 'Mohammad Asif': 0,\n",
       " 'DL Chahar': 0,\n",
       " 'H Das': 0,\n",
       " 'GD McGrath': 1,\n",
       " 'Kamran Khan': 0,\n",
       " 'SJ Srivastava': 0,\n",
       " 'CJ Jordan': 0,\n",
       " 'FH Edwards': 0,\n",
       " 'DM Bravo': 1,\n",
       " 'BB Sran': 0,\n",
       " 'S Tyagi': 0,\n",
       " 'S Randiv': 0,\n",
       " 'JE Taylor': 0,\n",
       " 'KP Appanna': 0,\n",
       " 'I Malhotra': 1,\n",
       " 'Shivam Sharma': 1,\n",
       " 'CRD Fernando': 0,\n",
       " 'P Parameswaran': 0,\n",
       " 'BE Hendricks': 0,\n",
       " 'DJ Muthuswami': 0,\n",
       " 'KMDN Kulasekara': 1,\n",
       " 'SB Wagh': 0,\n",
       " 'Mohammad Nabi': 0,\n",
       " 'VRV Singh': 1,\n",
       " 'M de Lange': 0,\n",
       " 'PM Sarvesh Kumar': 0,\n",
       " 'L Ablish': 0,\n",
       " 'VS Yeligati': 0,\n",
       " 'RR Bhatkal': 0,\n",
       " 'Mashrafe Mortaza': 0,\n",
       " 'SE Bond': 0,\n",
       " 'IC Pandey': 0,\n",
       " 'RS Sodhi': 1,\n",
       " 'RG More': 0,\n",
       " 'RD Chahar': 0,\n",
       " 'Abdur Razzak': 0,\n",
       " 'M Ashwin': 0,\n",
       " 'DP Vijaykumar': 0,\n",
       " 'V Pratap Singh': 0,\n",
       " 'U Kaul': 0,\n",
       " 'LH Ferguson': 0,\n",
       " 'C Nanda': 0,\n",
       " 'NJ Rimmington': 0,\n",
       " 'Sunny Gupta': 0,\n",
       " 'S Kaushik': 0,\n",
       " 'YA Abdulla': 0}"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fours = {}\n",
    "for batter in batsmen:\n",
    "    fours[batter] = sum(ddf['batsman_runs'].loc[ddf['batsman'] == batter] == 4)\n",
    "fours"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'V Kohli': 160,\n",
       " 'G Gambhir': 58,\n",
       " 'SK Raina': 174,\n",
       " 'RG Sharma': 173,\n",
       " 'S Dhawan': 71,\n",
       " 'RV Uthappa': 125,\n",
       " 'DA Warner': 160,\n",
       " 'MS Dhoni': 156,\n",
       " 'AM Rahane': 60,\n",
       " 'CH Gayle': 266,\n",
       " 'AB de Villiers': 158,\n",
       " 'KD Karthik': 71,\n",
       " 'JH Kallis': 44,\n",
       " 'BB McCullum': 124,\n",
       " 'M Vijay': 89,\n",
       " 'YK Pathan': 149,\n",
       " 'PA Patel': 35,\n",
       " 'Yuvraj Singh': 141,\n",
       " 'SR Tendulkar': 29,\n",
       " 'AT Rayudu': 79,\n",
       " 'SR Watson': 122,\n",
       " 'R Dravid': 28,\n",
       " 'SE Marsh': 78,\n",
       " 'MK Pandey': 65,\n",
       " 'V Sehwag': 106,\n",
       " 'DR Smith': 117,\n",
       " 'KA Pollard': 148,\n",
       " 'MEK Hussey': 52,\n",
       " 'JP Duminy': 78,\n",
       " 'AC Gilchrist': 92,\n",
       " 'DPMD Jayawardene': 40,\n",
       " 'RA Jadeja': 57,\n",
       " 'MK Tiwary': 39,\n",
       " 'KC Sangakkara': 27,\n",
       " 'NV Ojha': 79,\n",
       " 'SPD Smith': 45,\n",
       " 'SC Ganguly': 42,\n",
       " 'AJ Finch': 59,\n",
       " 'S Badrinath': 28,\n",
       " 'WP Saha': 57,\n",
       " 'SV Samson': 57,\n",
       " 'BJ Hodge': 43,\n",
       " 'DA Miller': 78,\n",
       " 'SS Tiwary': 45,\n",
       " 'DJ Hussey': 60,\n",
       " 'TM Dilshan': 24,\n",
       " 'F du Plessis': 38,\n",
       " 'DJ Bravo': 48,\n",
       " 'IK Pathan': 38,\n",
       " 'Mandeep Singh': 18,\n",
       " 'KK Nair': 26,\n",
       " 'LMP Simmons': 44,\n",
       " 'Y Venugopal Rao': 37,\n",
       " 'LRPL Taylor': 46,\n",
       " 'ML Hayden': 44,\n",
       " 'HH Gibbs': 31,\n",
       " 'A Symonds': 41,\n",
       " 'GJ Maxwell': 82,\n",
       " 'CL White': 38,\n",
       " 'MC Henriques': 27,\n",
       " 'KP Pietersen': 40,\n",
       " 'M Vohra': 35,\n",
       " 'MS Bisla': 23,\n",
       " 'EJG Morgan': 34,\n",
       " 'JA Morkel': 55,\n",
       " 'MA Agarwal': 33,\n",
       " 'GC Smith': 9,\n",
       " 'KM Jadhav': 33,\n",
       " 'SS Iyer': 32,\n",
       " 'STR Binny': 29,\n",
       " 'AD Mathews': 29,\n",
       " 'KL Rahul': 24,\n",
       " 'Harbhajan Singh': 41,\n",
       " 'AM Nayar': 20,\n",
       " 'TL Suman': 26,\n",
       " 'ST Jayasuriya': 39,\n",
       " 'Q de Kock': 21,\n",
       " 'GJ Bailey': 19,\n",
       " 'AR Patel': 28,\n",
       " 'M Manhas': 10,\n",
       " 'SA Yadav': 21,\n",
       " 'RS Bopara': 16,\n",
       " 'PP Chawla': 15,\n",
       " 'JD Ryder': 19,\n",
       " 'PC Valthaty': 20,\n",
       " 'HM Amla': 21,\n",
       " 'CJ Anderson': 30,\n",
       " 'JP Faulkner': 23,\n",
       " 'OA Shah': 23,\n",
       " 'CA Pujara': 4,\n",
       " 'Shakib Al Hasan': 15,\n",
       " 'A Mishra': 5,\n",
       " 'RR Pant': 30,\n",
       " 'JC Buttler': 26,\n",
       " 'AL Menaria': 18,\n",
       " 'J Botha': 5,\n",
       " 'LR Shukla': 16,\n",
       " 'N Rana': 25,\n",
       " 'SA Asnodkar': 10,\n",
       " 'DT Christian': 18,\n",
       " 'AD Russell': 37,\n",
       " 'NLTC Perera': 26,\n",
       " 'KS Williamson': 11,\n",
       " 'DB Ravi Teja': 9,\n",
       " 'GH Vihari': 1,\n",
       " 'P Kumar': 17,\n",
       " 'MV Boucher': 13,\n",
       " 'UBT Chand': 9,\n",
       " 'JR Hopes': 11,\n",
       " 'KH Pandya': 20,\n",
       " 'S Sohal': 18,\n",
       " 'Azhar Mahmood': 13,\n",
       " 'JEC Franklin': 9,\n",
       " 'HH Pandya': 28,\n",
       " 'R Bhatia': 13,\n",
       " 'AP Tare': 11,\n",
       " 'KV Sharma': 14,\n",
       " 'R Vinay Kumar': 9,\n",
       " 'P Negi': 16,\n",
       " 'Gurkeerat Singh': 9,\n",
       " 'DJ Hooda': 20,\n",
       " 'RA Tripathi': 17,\n",
       " 'CH Morris': 23,\n",
       " 'Y Nagar': 9,\n",
       " 'VVS Laxman': 5,\n",
       " 'DB Das': 16,\n",
       " 'CA Lynn': 23,\n",
       " 'SP Goswami': 2,\n",
       " 'M Kaif': 6,\n",
       " 'B Chipli': 7,\n",
       " 'Ishan Kishan': 13,\n",
       " 'LA Pomersbach': 13,\n",
       " 'DJG Sammy': 18,\n",
       " 'R Ashwin': 2,\n",
       " 'K Goel': 9,\n",
       " 'RN ten Doeschate': 15,\n",
       " 'R Sathish': 6,\n",
       " 'BA Stokes': 15,\n",
       " 'SK Warne': 6,\n",
       " 'AA Jhunjhunwala': 5,\n",
       " 'MD Mishra': 8,\n",
       " 'MR Marsh': 14,\n",
       " 'MJ Lumb': 6,\n",
       " 'A Ashish Reddy': 15,\n",
       " 'SP Narine': 12,\n",
       " 'SM Katich': 8,\n",
       " 'YV Takawale': 3,\n",
       " 'FY Fazal': 1,\n",
       " 'R McLaren': 1,\n",
       " 'MN Samuels': 7,\n",
       " 'SW Billings': 5,\n",
       " 'Salman Butt': 2,\n",
       " 'AS Raut': 7,\n",
       " 'SP Fleming': 3,\n",
       " 'PA Reddy': 2,\n",
       " 'DW Steyn': 3,\n",
       " 'AB Agarkar': 5,\n",
       " 'B Kumar': 3,\n",
       " 'PD Collingwood': 13,\n",
       " 'CM Gautam': 6,\n",
       " 'MG Johnson': 7,\n",
       " 'TM Head': 8,\n",
       " 'BJ Rohrer': 5,\n",
       " 'RE van der Merwe': 8,\n",
       " 'MJ Guptill': 8,\n",
       " 'N Saini': 0,\n",
       " 'AC Voges': 3,\n",
       " 'DH Yagnik': 2,\n",
       " 'P Dogra': 5,\n",
       " 'Z Khan': 2,\n",
       " 'MP Stoinis': 4,\n",
       " 'R Dhawan': 4,\n",
       " 'MN van Wyk': 1,\n",
       " 'SB Styris': 3,\n",
       " 'MC Juneja': 1,\n",
       " 'W Jaffer': 3,\n",
       " 'RT Ponting': 2,\n",
       " 'Bipul Sharma': 9,\n",
       " 'MF Maharoof': 9,\n",
       " 'Niraj Patel': 1,\n",
       " 'S Anirudha': 7,\n",
       " 'CJ Ferguson': 0,\n",
       " 'DL Vettori': 2,\n",
       " 'BB Samantray': 2,\n",
       " 'SM Pollock': 8,\n",
       " 'S Vidyut': 3,\n",
       " 'RJ Harris': 3,\n",
       " 'JDP Oram': 5,\n",
       " 'M Kartik': 1,\n",
       " 'Sachin Baby': 5,\n",
       " 'RJ Quiney': 3,\n",
       " 'UT Khawaja': 3,\n",
       " 'MM Sharma': 4,\n",
       " 'AB McDonald': 4,\n",
       " 'SL Malinga': 5,\n",
       " 'SN Khan': 6,\n",
       " 'DJ Harris': 5,\n",
       " 'B Lee': 8,\n",
       " 'DS Kulkarni': 2,\n",
       " 'DJ Jacobs': 4,\n",
       " 'IR Jaggi': 0,\n",
       " 'MA Starc': 0,\n",
       " 'PR Shah': 2,\n",
       " 'MJ Clarke': 0,\n",
       " 'UT Yadav': 3,\n",
       " 'D Wiese': 4,\n",
       " 'M Morkel': 5,\n",
       " 'SD Chitnis': 2,\n",
       " 'C de Grandhomme': 6,\n",
       " 'AC Blizzard': 2,\n",
       " 'AA Bilakhia': 0,\n",
       " 'Iqbal Abdulla': 1,\n",
       " 'Mohammad Hafeez': 2,\n",
       " 'Misbah-ul-Haq': 6,\n",
       " 'S Rana': 1,\n",
       " 'WD Parnell': 1,\n",
       " 'AD Mascarenhas': 1,\n",
       " 'M Klinger': 0,\n",
       " 'RP Singh': 1,\n",
       " 'RR Sarwan': 1,\n",
       " 'Kamran Akmal': 8,\n",
       " 'V Shankar': 1,\n",
       " 'AP Majumdar': 2,\n",
       " 'R Sharma': 3,\n",
       " 'WA Mota': 0,\n",
       " 'MS Gony': 8,\n",
       " 'A Chopra': 0,\n",
       " 'RE Levi': 4,\n",
       " 'WPUJC Vaas': 3,\n",
       " 'LA Carseldine': 0,\n",
       " 'S Nadeem': 0,\n",
       " 'KK Cooper': 8,\n",
       " 'M Rawat': 1,\n",
       " 'BCJ Cutting': 10,\n",
       " 'Anirudh Singh': 1,\n",
       " 'Ankit Sharma': 4,\n",
       " 'K Rabada': 1,\n",
       " 'Yashpal Singh': 0,\n",
       " 'RR Powar': 1,\n",
       " 'LJ Wright': 3,\n",
       " 'A Nehra': 1,\n",
       " 'SK Trivedi': 1,\n",
       " 'AG Paunikar': 0,\n",
       " 'S Aravind': 0,\n",
       " 'I Sharma': 1,\n",
       " 'TR Birt': 2,\n",
       " 'SB Bangar': 3,\n",
       " 'B Akhil': 5,\n",
       " 'A Flintoff': 2,\n",
       " 'S Sreesanth': 0,\n",
       " 'VR Aaron': 2,\n",
       " 'CR Brathwaite': 8,\n",
       " 'PJ Cummins': 4,\n",
       " 'DJ Thornely': 2,\n",
       " 'NM Coulter-Nile': 4,\n",
       " 'KB Arun Karthik': 1,\n",
       " 'RV Gomez': 1,\n",
       " 'R Rampaul': 2,\n",
       " 'RR Rossouw': 3,\n",
       " 'AB Dinda': 0,\n",
       " 'L Balaji': 1,\n",
       " 'Shoaib Malik': 0,\n",
       " 'A Kumble': 0,\n",
       " 'CR Woakes': 1,\n",
       " 'Shahid Afridi': 6,\n",
       " 'JDS Neesham': 1,\n",
       " 'Mohammed Shami': 2,\n",
       " 'MJ McClenaghan': 6,\n",
       " 'PP Ojha': 0,\n",
       " 'AB Barath': 1,\n",
       " 'Anureet Singh': 1,\n",
       " 'MM Patel': 0,\n",
       " 'JJ Roy': 1,\n",
       " 'AS Yadav': 2,\n",
       " 'PV Tambe': 0,\n",
       " 'KW Richardson': 1,\n",
       " 'B Sumanth': 0,\n",
       " 'S Sriram': 0,\n",
       " 'HV Patel': 3,\n",
       " 'L Ronchi': 1,\n",
       " 'TG Southee': 3,\n",
       " 'Sandeep Sharma': 0,\n",
       " 'BR Dunk': 0,\n",
       " 'PJ Sangwan': 0,\n",
       " 'NS Naik': 0,\n",
       " 'MS Wade': 0,\n",
       " 'S Chanderpaul': 0,\n",
       " 'J Suchith': 2,\n",
       " 'JO Holder': 2,\n",
       " 'RJ Peterson': 1,\n",
       " 'Sohail Tanvir': 1,\n",
       " 'C Munro': 0,\n",
       " 'Sunny Singh': 1,\n",
       " 'SP Jackson': 0,\n",
       " 'AJ Tye': 3,\n",
       " 'M Muralitharan': 0,\n",
       " 'Joginder Sharma': 2,\n",
       " 'Basil Thampi': 1,\n",
       " 'SB Jakati': 0,\n",
       " 'YS Chahal': 0,\n",
       " 'S Narwal': 0,\n",
       " 'TD Paine': 0,\n",
       " 'VY Mahesh': 0,\n",
       " 'AD Nath': 0,\n",
       " 'LPC Silva': 1,\n",
       " 'S Gopal': 0,\n",
       " 'BMAJ Mendis': 0,\n",
       " 'JJ Bumrah': 1,\n",
       " 'J Syed Mohammad': 0,\n",
       " 'AN Ahmed': 1,\n",
       " 'A Mithun': 1,\n",
       " 'Harpreet Singh': 0,\n",
       " 'SW Tait': 1,\n",
       " 'AUK Pathan': 2,\n",
       " 'DR Martyn': 0,\n",
       " 'VH Zol': 1,\n",
       " 'T Taibu': 0,\n",
       " 'CA Ingram': 0,\n",
       " 'Vishnu Vinod': 1,\n",
       " 'JM Kemp': 1,\n",
       " 'Imran Tahir': 0,\n",
       " 'S Badree': 0,\n",
       " 'R Tewatia': 1,\n",
       " 'J Arunkumar': 0,\n",
       " 'CK Kapugedera': 0,\n",
       " 'D Salunkhe': 0,\n",
       " 'R Shukla': 0,\n",
       " 'NL McCullum': 1,\n",
       " 'A Mukund': 0,\n",
       " 'AP Dole': 1,\n",
       " 'DE Bollinger': 1,\n",
       " 'MA Khote': 1,\n",
       " 'Kuldeep Yadav': 0,\n",
       " 'GB Hogg': 0,\n",
       " 'NJ Maddinson': 0,\n",
       " 'C Madan': 0,\n",
       " 'A Choudhary': 1,\n",
       " 'Swapnil Singh': 0,\n",
       " 'Parvez Rasool': 0,\n",
       " 'T Kohli': 1,\n",
       " 'DS Lehmann': 0,\n",
       " 'T Thushara': 0,\n",
       " 'M Ntini': 0,\n",
       " 'Umar Gul': 5,\n",
       " 'AC Thomas': 1,\n",
       " 'KC Cariappa': 1,\n",
       " 'Y Gnaneswara Rao': 0,\n",
       " 'RR Raje': 1,\n",
       " 'R Bishnoi': 2,\n",
       " 'JJ van der Wath': 1,\n",
       " 'SMSM Senanayake': 0,\n",
       " 'X Thalaivan Sargunam': 0,\n",
       " 'Karanveer Singh': 0,\n",
       " 'SB Joshi': 0,\n",
       " 'GR Napier': 0,\n",
       " 'T Henderson': 1,\n",
       " 'ER Dwivedi': 2,\n",
       " 'CJ McKay': 0,\n",
       " 'UA Birla': 0,\n",
       " 'P Awana': 0,\n",
       " 'AG Murtaza': 0,\n",
       " 'SM Harwood': 0,\n",
       " 'DT Patil': 0,\n",
       " 'D du Preez': 0,\n",
       " 'P Sahu': 1,\n",
       " 'MDKJ Perera': 0,\n",
       " 'AS Rajpoot': 0,\n",
       " 'J Theron': 0,\n",
       " 'F Behardien': 0,\n",
       " 'ND Doshi': 0,\n",
       " 'S Kaul': 0,\n",
       " 'SA Abbott': 1,\n",
       " 'DP Nannes': 0,\n",
       " 'JD Unadkat': 0,\n",
       " 'Harmeet Singh': 0,\n",
       " 'AF Milne': 0,\n",
       " 'AA Noffke': 0,\n",
       " 'AR Bawne': 0,\n",
       " 'PSP Handscomb': 0,\n",
       " 'Washington Sundar': 0,\n",
       " 'Mohammad Ashraful': 0,\n",
       " 'Pankaj Singh': 0,\n",
       " 'J Yadav': 0,\n",
       " 'BJ Haddin': 1,\n",
       " 'TS Mills': 1,\n",
       " 'AA Chavan': 0,\n",
       " 'TM Srivastava': 0,\n",
       " 'Jaskaran Singh': 0,\n",
       " 'S Ladda': 0,\n",
       " 'A Singh': 0,\n",
       " 'DAJ Bracewell': 0,\n",
       " 'Rashid Khan': 1,\n",
       " 'SN Thakur': 0,\n",
       " 'DNT Zoysa': 0,\n",
       " 'KAJ Roach': 0,\n",
       " 'K Upadhyay': 1,\n",
       " 'CK Langeveldt': 1,\n",
       " 'Ankit Soni': 1,\n",
       " 'B Laughlin': 0,\n",
       " 'D Kalyankrishna': 0,\n",
       " 'KJ Abbott': 1,\n",
       " 'TA Boult': 0,\n",
       " 'RS Gavaskar': 0,\n",
       " 'A Zampa': 0,\n",
       " 'Shoaib Akhtar': 0,\n",
       " 'AN Ghosh': 0,\n",
       " 'VS Malik': 0,\n",
       " 'A Uniyal': 0,\n",
       " 'SS Shaikh': 0,\n",
       " 'Younis Khan': 0,\n",
       " 'BA Bhatt': 1,\n",
       " 'A Chandila': 0,\n",
       " 'R Ninan': 0,\n",
       " 'Shoaib Ahmed': 0,\n",
       " 'BAW Mendis': 0,\n",
       " 'Mohammad Asif': 0,\n",
       " 'DL Chahar': 2,\n",
       " 'H Das': 0,\n",
       " 'GD McGrath': 0,\n",
       " 'Kamran Khan': 0,\n",
       " 'SJ Srivastava': 0,\n",
       " 'CJ Jordan': 0,\n",
       " 'FH Edwards': 0,\n",
       " 'DM Bravo': 0,\n",
       " 'BB Sran': 0,\n",
       " 'S Tyagi': 0,\n",
       " 'S Randiv': 0,\n",
       " 'JE Taylor': 0,\n",
       " 'KP Appanna': 0,\n",
       " 'I Malhotra': 0,\n",
       " 'Shivam Sharma': 0,\n",
       " 'CRD Fernando': 0,\n",
       " 'P Parameswaran': 0,\n",
       " 'BE Hendricks': 0,\n",
       " 'DJ Muthuswami': 0,\n",
       " 'KMDN Kulasekara': 0,\n",
       " 'SB Wagh': 0,\n",
       " 'Mohammad Nabi': 0,\n",
       " 'VRV Singh': 0,\n",
       " 'M de Lange': 0,\n",
       " 'PM Sarvesh Kumar': 0,\n",
       " 'L Ablish': 0,\n",
       " 'VS Yeligati': 0,\n",
       " 'RR Bhatkal': 0,\n",
       " 'Mashrafe Mortaza': 0,\n",
       " 'SE Bond': 0,\n",
       " 'IC Pandey': 0,\n",
       " 'RS Sodhi': 0,\n",
       " 'RG More': 0,\n",
       " 'RD Chahar': 0,\n",
       " 'Abdur Razzak': 0,\n",
       " 'M Ashwin': 0,\n",
       " 'DP Vijaykumar': 0,\n",
       " 'V Pratap Singh': 0,\n",
       " 'U Kaul': 0,\n",
       " 'LH Ferguson': 0,\n",
       " 'C Nanda': 0,\n",
       " 'NJ Rimmington': 0,\n",
       " 'Sunny Gupta': 0,\n",
       " 'S Kaushik': 0,\n",
       " 'YA Abdulla': 0}"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sixes = {}\n",
    "for batter in batsmen:\n",
    "    sixes[batter] = sum(ddf['batsman_runs'].loc[ddf['batsman'] == batter] == 6)\n",
    "sixes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'V Kohli': 3494,\n",
       " 'G Gambhir': 3433,\n",
       " 'SK Raina': 3369,\n",
       " 'RG Sharma': 3274,\n",
       " 'S Dhawan': 3005,\n",
       " 'RV Uthappa': 2960,\n",
       " 'DA Warner': 2902,\n",
       " 'MS Dhoni': 2680,\n",
       " 'AM Rahane': 2602,\n",
       " 'CH Gayle': 2532,\n",
       " 'AB de Villiers': 2402,\n",
       " 'KD Karthik': 2360,\n",
       " 'JH Kallis': 2291,\n",
       " 'BB McCullum': 2181,\n",
       " 'M Vijay': 2092,\n",
       " 'YK Pathan': 2076,\n",
       " 'PA Patel': 2060,\n",
       " 'Yuvraj Singh': 2050,\n",
       " 'SR Tendulkar': 2044,\n",
       " 'AT Rayudu': 1964,\n",
       " 'SR Watson': 1949,\n",
       " 'R Dravid': 1918,\n",
       " 'SE Marsh': 1913,\n",
       " 'MK Pandey': 1901,\n",
       " 'V Sehwag': 1833,\n",
       " 'DR Smith': 1803,\n",
       " 'KA Pollard': 1674,\n",
       " 'MEK Hussey': 1648,\n",
       " 'JP Duminy': 1634,\n",
       " 'AC Gilchrist': 1555,\n",
       " 'DPMD Jayawardene': 1522,\n",
       " 'RA Jadeja': 1458,\n",
       " 'MK Tiwary': 1444,\n",
       " 'KC Sangakkara': 1424,\n",
       " 'NV Ojha': 1356,\n",
       " 'SPD Smith': 1333,\n",
       " 'SC Ganguly': 1326,\n",
       " 'AJ Finch': 1270,\n",
       " 'S Badrinath': 1245,\n",
       " 'WP Saha': 1219,\n",
       " 'SV Samson': 1165,\n",
       " 'BJ Hodge': 1153,\n",
       " 'DA Miller': 1135,\n",
       " 'SS Tiwary': 1111,\n",
       " 'DJ Hussey': 1101,\n",
       " 'TM Dilshan': 1047,\n",
       " 'F du Plessis': 1043,\n",
       " 'DJ Bravo': 1032,\n",
       " 'IK Pathan': 985,\n",
       " 'Mandeep Singh': 938,\n",
       " 'KK Nair': 929,\n",
       " 'LMP Simmons': 878,\n",
       " 'Y Venugopal Rao': 865,\n",
       " 'LRPL Taylor': 847,\n",
       " 'ML Hayden': 839,\n",
       " 'HH Gibbs': 837,\n",
       " 'A Symonds': 781,\n",
       " 'GJ Maxwell': 780,\n",
       " 'CL White': 774,\n",
       " 'MC Henriques': 769,\n",
       " 'KP Pietersen': 758,\n",
       " 'M Vohra': 750,\n",
       " 'MS Bisla': 737,\n",
       " 'EJG Morgan': 725,\n",
       " 'JA Morkel': 712,\n",
       " 'MA Agarwal': 692,\n",
       " 'GC Smith': 691,\n",
       " 'KM Jadhav': 684,\n",
       " 'SS Iyer': 655,\n",
       " 'STR Binny': 619,\n",
       " 'AD Mathews': 599,\n",
       " 'KL Rahul': 592,\n",
       " 'Harbhajan Singh': 591,\n",
       " 'AM Nayar': 588,\n",
       " 'TL Suman': 587,\n",
       " 'ST Jayasuriya': 573,\n",
       " 'Q de Kock': 566,\n",
       " 'GJ Bailey': 552,\n",
       " 'AR Patel': 494,\n",
       " 'M Manhas': 486,\n",
       " 'SA Yadav': 479,\n",
       " 'RS Bopara': 468,\n",
       " 'PP Chawla': 467,\n",
       " 'JD Ryder': 466,\n",
       " 'PC Valthaty': 432,\n",
       " 'HM Amla': 418,\n",
       " 'CJ Anderson': 414,\n",
       " 'JP Faulkner': 406,\n",
       " 'OA Shah': 405,\n",
       " 'CA Pujara': 403,\n",
       " 'Shakib Al Hasan': 401,\n",
       " 'A Mishra': 382,\n",
       " 'RR Pant': 381,\n",
       " 'JC Buttler': 375,\n",
       " 'AL Menaria': 367,\n",
       " 'J Botha': 364,\n",
       " 'LR Shukla': 358,\n",
       " 'N Rana': 355,\n",
       " 'SA Asnodkar': 352,\n",
       " 'DT Christian': 351,\n",
       " 'AD Russell': 350,\n",
       " 'NLTC Perera': 326,\n",
       " 'KS Williamson': 325,\n",
       " 'DB Ravi Teja': 325,\n",
       " 'GH Vihari': 323,\n",
       " 'P Kumar': 323,\n",
       " 'MV Boucher': 318,\n",
       " 'UBT Chand': 314,\n",
       " 'JR Hopes': 314,\n",
       " 'KH Pandya': 313,\n",
       " 'S Sohal': 311,\n",
       " 'Azhar Mahmood': 311,\n",
       " 'JEC Franklin': 309,\n",
       " 'HH Pandya': 306,\n",
       " 'R Bhatia': 290,\n",
       " 'AP Tare': 285,\n",
       " 'KV Sharma': 285,\n",
       " 'R Vinay Kumar': 285,\n",
       " 'P Negi': 284,\n",
       " 'Gurkeerat Singh': 280,\n",
       " 'DJ Hooda': 277,\n",
       " 'RA Tripathi': 275,\n",
       " 'CH Morris': 275,\n",
       " 'Y Nagar': 271,\n",
       " 'VVS Laxman': 271,\n",
       " 'DB Das': 267,\n",
       " 'CA Lynn': 260,\n",
       " 'SP Goswami': 260,\n",
       " 'M Kaif': 258,\n",
       " 'B Chipli': 256,\n",
       " 'Ishan Kishan': 255,\n",
       " 'LA Pomersbach': 251,\n",
       " 'DJG Sammy': 251,\n",
       " 'R Ashwin': 246,\n",
       " 'K Goel': 239,\n",
       " 'RN ten Doeschate': 238,\n",
       " 'R Sathish': 236,\n",
       " 'BA Stokes': 227,\n",
       " 'SK Warne': 219,\n",
       " 'AA Jhunjhunwala': 218,\n",
       " 'MD Mishra': 213,\n",
       " 'MR Marsh': 201,\n",
       " 'MJ Lumb': 198,\n",
       " 'A Ashish Reddy': 196,\n",
       " 'SP Narine': 193,\n",
       " 'SM Katich': 191,\n",
       " 'YV Takawale': 183,\n",
       " 'FY Fazal': 179,\n",
       " 'R McLaren': 178,\n",
       " 'MN Samuels': 174,\n",
       " 'SW Billings': 173,\n",
       " 'Salman Butt': 172,\n",
       " 'AS Raut': 172,\n",
       " 'SP Fleming': 171,\n",
       " 'PA Reddy': 167,\n",
       " 'DW Steyn': 161,\n",
       " 'AB Agarkar': 160,\n",
       " 'B Kumar': 160,\n",
       " 'PD Collingwood': 159,\n",
       " 'CM Gautam': 158,\n",
       " 'MG Johnson': 157,\n",
       " 'TM Head': 151,\n",
       " 'BJ Rohrer': 146,\n",
       " 'RE van der Merwe': 144,\n",
       " 'MJ Guptill': 143,\n",
       " 'N Saini': 143,\n",
       " 'AC Voges': 143,\n",
       " 'DH Yagnik': 142,\n",
       " 'P Dogra': 141,\n",
       " 'Z Khan': 141,\n",
       " 'MP Stoinis': 136,\n",
       " 'R Dhawan': 135,\n",
       " 'MN van Wyk': 135,\n",
       " 'SB Styris': 134,\n",
       " 'MC Juneja': 134,\n",
       " 'W Jaffer': 129,\n",
       " 'RT Ponting': 129,\n",
       " 'Bipul Sharma': 124,\n",
       " 'MF Maharoof': 124,\n",
       " 'Niraj Patel': 124,\n",
       " 'S Anirudha': 121,\n",
       " 'CJ Ferguson': 119,\n",
       " 'DL Vettori': 118,\n",
       " 'BB Samantray': 116,\n",
       " 'SM Pollock': 116,\n",
       " 'S Vidyut': 115,\n",
       " 'RJ Harris': 112,\n",
       " 'JDP Oram': 110,\n",
       " 'M Kartik': 109,\n",
       " 'Sachin Baby': 106,\n",
       " 'RJ Quiney': 105,\n",
       " 'UT Khawaja': 105,\n",
       " 'MM Sharma': 104,\n",
       " 'AB McDonald': 103,\n",
       " 'SL Malinga': 103,\n",
       " 'SN Khan': 103,\n",
       " 'DJ Harris': 103,\n",
       " 'B Lee': 102,\n",
       " 'DS Kulkarni': 101,\n",
       " 'DJ Jacobs': 101,\n",
       " 'IR Jaggi': 100,\n",
       " 'MA Starc': 98,\n",
       " 'PR Shah': 97,\n",
       " 'MJ Clarke': 96,\n",
       " 'UT Yadav': 95,\n",
       " 'D Wiese': 94,\n",
       " 'M Morkel': 93,\n",
       " 'SD Chitnis': 92,\n",
       " 'C de Grandhomme': 92,\n",
       " 'AC Blizzard': 91,\n",
       " 'AA Bilakhia': 88,\n",
       " 'Iqbal Abdulla': 86,\n",
       " 'Mohammad Hafeez': 84,\n",
       " 'Misbah-ul-Haq': 82,\n",
       " 'S Rana': 82,\n",
       " 'WD Parnell': 80,\n",
       " 'AD Mascarenhas': 79,\n",
       " 'M Klinger': 78,\n",
       " 'RP Singh': 78,\n",
       " 'RR Sarwan': 78,\n",
       " 'Kamran Akmal': 78,\n",
       " 'V Shankar': 77,\n",
       " 'AP Majumdar': 77,\n",
       " 'R Sharma': 77,\n",
       " 'WA Mota': 76,\n",
       " 'MS Gony': 76,\n",
       " 'A Chopra': 75,\n",
       " 'RE Levi': 74,\n",
       " 'WPUJC Vaas': 73,\n",
       " 'LA Carseldine': 71,\n",
       " 'S Nadeem': 71,\n",
       " 'KK Cooper': 70,\n",
       " 'M Rawat': 70,\n",
       " 'BCJ Cutting': 70,\n",
       " 'Anirudh Singh': 69,\n",
       " 'Ankit Sharma': 69,\n",
       " 'K Rabada': 68,\n",
       " 'Yashpal Singh': 67,\n",
       " 'RR Powar': 64,\n",
       " 'LJ Wright': 63,\n",
       " 'A Nehra': 63,\n",
       " 'SK Trivedi': 61,\n",
       " 'AG Paunikar': 61,\n",
       " 'S Aravind': 59,\n",
       " 'I Sharma': 59,\n",
       " 'TR Birt': 59,\n",
       " 'SB Bangar': 58,\n",
       " 'B Akhil': 57,\n",
       " 'A Flintoff': 57,\n",
       " 'S Sreesanth': 57,\n",
       " 'VR Aaron': 56,\n",
       " 'CR Brathwaite': 56,\n",
       " 'PJ Cummins': 56,\n",
       " 'DJ Thornely': 54,\n",
       " 'NM Coulter-Nile': 53,\n",
       " 'KB Arun Karthik': 53,\n",
       " 'RV Gomez': 53,\n",
       " 'R Rampaul': 52,\n",
       " 'RR Rossouw': 51,\n",
       " 'AB Dinda': 50,\n",
       " 'L Balaji': 50,\n",
       " 'Shoaib Malik': 49,\n",
       " 'A Kumble': 49,\n",
       " 'CR Woakes': 47,\n",
       " 'Shahid Afridi': 46,\n",
       " 'JDS Neesham': 46,\n",
       " 'Mohammed Shami': 46,\n",
       " 'MJ McClenaghan': 45,\n",
       " 'PP Ojha': 45,\n",
       " 'AB Barath': 43,\n",
       " 'Anureet Singh': 43,\n",
       " 'MM Patel': 41,\n",
       " 'JJ Roy': 41,\n",
       " 'AS Yadav': 40,\n",
       " 'PV Tambe': 39,\n",
       " 'KW Richardson': 39,\n",
       " 'B Sumanth': 38,\n",
       " 'S Sriram': 38,\n",
       " 'HV Patel': 38,\n",
       " 'L Ronchi': 37,\n",
       " 'TG Southee': 36,\n",
       " 'Sandeep Sharma': 36,\n",
       " 'BR Dunk': 36,\n",
       " 'PJ Sangwan': 36,\n",
       " 'NS Naik': 33,\n",
       " 'MS Wade': 33,\n",
       " 'S Chanderpaul': 33,\n",
       " 'J Suchith': 33,\n",
       " 'JO Holder': 32,\n",
       " 'RJ Peterson': 32,\n",
       " 'Sohail Tanvir': 31,\n",
       " 'C Munro': 31,\n",
       " 'Sunny Singh': 31,\n",
       " 'SP Jackson': 31,\n",
       " 'AJ Tye': 30,\n",
       " 'M Muralitharan': 30,\n",
       " 'Joginder Sharma': 30,\n",
       " 'Basil Thampi': 30,\n",
       " 'SB Jakati': 30,\n",
       " 'YS Chahal': 29,\n",
       " 'S Narwal': 29,\n",
       " 'TD Paine': 29,\n",
       " 'VY Mahesh': 28,\n",
       " 'AD Nath': 28,\n",
       " 'LPC Silva': 27,\n",
       " 'S Gopal': 27,\n",
       " 'BMAJ Mendis': 27,\n",
       " 'JJ Bumrah': 27,\n",
       " 'J Syed Mohammad': 27,\n",
       " 'AN Ahmed': 27,\n",
       " 'A Mithun': 26,\n",
       " 'Harpreet Singh': 26,\n",
       " 'SW Tait': 26,\n",
       " 'AUK Pathan': 26,\n",
       " 'DR Martyn': 26,\n",
       " 'VH Zol': 26,\n",
       " 'T Taibu': 26,\n",
       " 'CA Ingram': 26,\n",
       " 'Vishnu Vinod': 26,\n",
       " 'JM Kemp': 25,\n",
       " 'Imran Tahir': 25,\n",
       " 'S Badree': 25,\n",
       " 'R Tewatia': 24,\n",
       " 'J Arunkumar': 24,\n",
       " 'CK Kapugedera': 24,\n",
       " 'D Salunkhe': 24,\n",
       " 'R Shukla': 23,\n",
       " 'NL McCullum': 23,\n",
       " 'A Mukund': 23,\n",
       " 'AP Dole': 23,\n",
       " 'DE Bollinger': 23,\n",
       " 'MA Khote': 22,\n",
       " 'Kuldeep Yadav': 22,\n",
       " 'GB Hogg': 22,\n",
       " 'NJ Maddinson': 21,\n",
       " 'C Madan': 21,\n",
       " 'A Choudhary': 20,\n",
       " 'Swapnil Singh': 20,\n",
       " 'Parvez Rasool': 20,\n",
       " 'T Kohli': 20,\n",
       " 'DS Lehmann': 19,\n",
       " 'T Thushara': 19,\n",
       " 'M Ntini': 19,\n",
       " 'Umar Gul': 19,\n",
       " 'AC Thomas': 19,\n",
       " 'KC Cariappa': 18,\n",
       " 'Y Gnaneswara Rao': 18,\n",
       " 'RR Raje': 18,\n",
       " 'R Bishnoi': 17,\n",
       " 'JJ van der Wath': 17,\n",
       " 'SMSM Senanayake': 17,\n",
       " 'X Thalaivan Sargunam': 17,\n",
       " 'Karanveer Singh': 17,\n",
       " 'SB Joshi': 16,\n",
       " 'GR Napier': 16,\n",
       " 'T Henderson': 16,\n",
       " 'ER Dwivedi': 15,\n",
       " 'CJ McKay': 15,\n",
       " 'UA Birla': 15,\n",
       " 'P Awana': 14,\n",
       " 'AG Murtaza': 14,\n",
       " 'SM Harwood': 14,\n",
       " 'DT Patil': 13,\n",
       " 'D du Preez': 13,\n",
       " 'P Sahu': 13,\n",
       " 'MDKJ Perera': 13,\n",
       " 'AS Rajpoot': 13,\n",
       " 'J Theron': 13,\n",
       " 'F Behardien': 13,\n",
       " 'ND Doshi': 13,\n",
       " 'S Kaul': 13,\n",
       " 'SA Abbott': 13,\n",
       " 'DP Nannes': 13,\n",
       " 'JD Unadkat': 13,\n",
       " 'Harmeet Singh': 12,\n",
       " 'AF Milne': 12,\n",
       " 'AA Noffke': 12,\n",
       " 'AR Bawne': 12,\n",
       " 'PSP Handscomb': 12,\n",
       " 'Washington Sundar': 12,\n",
       " 'Mohammad Ashraful': 12,\n",
       " 'Pankaj Singh': 12,\n",
       " 'J Yadav': 12,\n",
       " 'BJ Haddin': 11,\n",
       " 'TS Mills': 11,\n",
       " 'AA Chavan': 11,\n",
       " 'TM Srivastava': 11,\n",
       " 'Jaskaran Singh': 11,\n",
       " 'S Ladda': 10,\n",
       " 'A Singh': 10,\n",
       " 'DAJ Bracewell': 9,\n",
       " 'Rashid Khan': 9,\n",
       " 'SN Thakur': 9,\n",
       " 'DNT Zoysa': 9,\n",
       " 'KAJ Roach': 9,\n",
       " 'K Upadhyay': 9,\n",
       " 'CK Langeveldt': 9,\n",
       " 'Ankit Soni': 9,\n",
       " 'B Laughlin': 9,\n",
       " 'D Kalyankrishna': 8,\n",
       " 'KJ Abbott': 8,\n",
       " 'TA Boult': 8,\n",
       " 'RS Gavaskar': 8,\n",
       " 'A Zampa': 8,\n",
       " 'Shoaib Akhtar': 8,\n",
       " 'AN Ghosh': 8,\n",
       " 'VS Malik': 7,\n",
       " 'A Uniyal': 7,\n",
       " 'SS Shaikh': 7,\n",
       " 'Younis Khan': 7,\n",
       " 'BA Bhatt': 7,\n",
       " 'A Chandila': 7,\n",
       " 'R Ninan': 6,\n",
       " 'Shoaib Ahmed': 6,\n",
       " 'BAW Mendis': 6,\n",
       " 'Mohammad Asif': 6,\n",
       " 'DL Chahar': 6,\n",
       " 'H Das': 5,\n",
       " 'GD McGrath': 5,\n",
       " 'Kamran Khan': 5,\n",
       " 'SJ Srivastava': 5,\n",
       " 'CJ Jordan': 5,\n",
       " 'FH Edwards': 5,\n",
       " 'DM Bravo': 5,\n",
       " 'BB Sran': 4,\n",
       " 'S Tyagi': 4,\n",
       " 'S Randiv': 4,\n",
       " 'JE Taylor': 4,\n",
       " 'KP Appanna': 4,\n",
       " 'I Malhotra': 4,\n",
       " 'Shivam Sharma': 3,\n",
       " 'CRD Fernando': 3,\n",
       " 'P Parameswaran': 3,\n",
       " 'BE Hendricks': 3,\n",
       " 'DJ Muthuswami': 3,\n",
       " 'KMDN Kulasekara': 3,\n",
       " 'SB Wagh': 3,\n",
       " 'Mohammad Nabi': 3,\n",
       " 'VRV Singh': 3,\n",
       " 'M de Lange': 2,\n",
       " 'PM Sarvesh Kumar': 2,\n",
       " 'L Ablish': 2,\n",
       " 'VS Yeligati': 2,\n",
       " 'RR Bhatkal': 2,\n",
       " 'Mashrafe Mortaza': 2,\n",
       " 'SE Bond': 2,\n",
       " 'IC Pandey': 2,\n",
       " 'RS Sodhi': 2,\n",
       " 'RG More': 2,\n",
       " 'RD Chahar': 2,\n",
       " 'Abdur Razzak': 2,\n",
       " 'M Ashwin': 1,\n",
       " 'DP Vijaykumar': 1,\n",
       " 'V Pratap Singh': 1,\n",
       " 'U Kaul': 1,\n",
       " 'LH Ferguson': 1,\n",
       " 'C Nanda': 1,\n",
       " 'NJ Rimmington': 1,\n",
       " 'Sunny Gupta': 1,\n",
       " 'S Kaushik': 1,\n",
       " 'YA Abdulla': 1}"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "balls_played = {}\n",
    "for batter in batsmen:\n",
    "    balls_played[batter] = ddf['batsman'].value_counts()[batter] # .loc[lambda x: x>50][batter]\n",
    "balls_played"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'V Kohli': 544,\n",
       " 'G Gambhir': 542,\n",
       " 'SK Raina': 577,\n",
       " 'RG Sharma': 528,\n",
       " 'S Dhawan': 474,\n",
       " 'RV Uthappa': 505,\n",
       " 'DA Warner': 561,\n",
       " 'MS Dhoni': 407,\n",
       " 'AM Rahane': 380,\n",
       " 'CH Gayle': 563,\n",
       " 'AB de Villiers': 445,\n",
       " 'KD Karthik': 360,\n",
       " 'JH Kallis': 300,\n",
       " 'BB McCullum': 401,\n",
       " 'M Vijay': 327,\n",
       " 'YK Pathan': 389,\n",
       " 'PA Patel': 333,\n",
       " 'Yuvraj Singh': 346,\n",
       " 'SR Tendulkar': 325,\n",
       " 'AT Rayudu': 284,\n",
       " 'SR Watson': 380,\n",
       " 'R Dravid': 299,\n",
       " 'SE Marsh': 348,\n",
       " 'MK Pandey': 264,\n",
       " 'V Sehwag': 440,\n",
       " 'DR Smith': 363,\n",
       " 'KA Pollard': 306,\n",
       " 'MEK Hussey': 250,\n",
       " 'JP Duminy': 201,\n",
       " 'AC Gilchrist': 331,\n",
       " 'DPMD Jayawardene': 241,\n",
       " 'RA Jadeja': 182,\n",
       " 'MK Tiwary': 195,\n",
       " 'KC Sangakkara': 223,\n",
       " 'NV Ojha': 200,\n",
       " 'SPD Smith': 196,\n",
       " 'SC Ganguly': 180,\n",
       " 'AJ Finch': 229,\n",
       " 'S Badrinath': 182,\n",
       " 'WP Saha': 187,\n",
       " 'SV Samson': 169,\n",
       " 'BJ Hodge': 165,\n",
       " 'DA Miller': 182,\n",
       " 'SS Tiwary': 138,\n",
       " 'DJ Hussey': 150,\n",
       " 'TM Dilshan': 164,\n",
       " 'F du Plessis': 148,\n",
       " 'DJ Bravo': 150,\n",
       " 'IK Pathan': 127,\n",
       " 'Mandeep Singh': 153,\n",
       " 'KK Nair': 162,\n",
       " 'LMP Simmons': 153,\n",
       " 'Y Venugopal Rao': 115,\n",
       " 'LRPL Taylor': 114,\n",
       " 'ML Hayden': 165,\n",
       " 'HH Gibbs': 115,\n",
       " 'A Symonds': 115,\n",
       " 'GJ Maxwell': 178,\n",
       " 'CL White': 114,\n",
       " 'MC Henriques': 114,\n",
       " 'KP Pietersen': 132,\n",
       " 'M Vohra': 131,\n",
       " 'MS Bisla': 116,\n",
       " 'EJG Morgan': 106,\n",
       " 'JA Morkel': 116,\n",
       " 'MA Agarwal': 116,\n",
       " 'GC Smith': 103,\n",
       " 'KM Jadhav': 105,\n",
       " 'SS Iyer': 111,\n",
       " 'STR Binny': 88,\n",
       " 'AD Mathews': 73,\n",
       " 'KL Rahul': 85,\n",
       " 'Harbhajan Singh': 117,\n",
       " 'AM Nayar': 76,\n",
       " 'TL Suman': 81,\n",
       " 'ST Jayasuriya': 124,\n",
       " 'Q de Kock': 112,\n",
       " 'GJ Bailey': 78,\n",
       " 'AR Patel': 62,\n",
       " 'M Manhas': 53,\n",
       " 'SA Yadav': 75,\n",
       " 'RS Bopara': 55,\n",
       " 'PP Chawla': 64,\n",
       " 'JD Ryder': 88,\n",
       " 'PC Valthaty': 81,\n",
       " 'HM Amla': 81,\n",
       " 'CJ Anderson': 70,\n",
       " 'JP Faulkner': 59,\n",
       " 'OA Shah': 57,\n",
       " 'CA Pujara': 54,\n",
       " 'Shakib Al Hasan': 59,\n",
       " 'A Mishra': 32,\n",
       " 'RR Pant': 77,\n",
       " 'JC Buttler': 77,\n",
       " 'AL Menaria': 42,\n",
       " 'J Botha': 44,\n",
       " 'LR Shukla': 49,\n",
       " 'N Rana': 56,\n",
       " 'SA Asnodkar': 66,\n",
       " 'DT Christian': 40,\n",
       " 'AD Russell': 85,\n",
       " 'NLTC Perera': 49,\n",
       " 'KS Williamson': 47,\n",
       " 'DB Ravi Teja': 44,\n",
       " 'GH Vihari': 24,\n",
       " 'P Kumar': 39,\n",
       " 'MV Boucher': 45,\n",
       " 'UBT Chand': 41,\n",
       " 'JR Hopes': 60,\n",
       " 'KH Pandya': 66,\n",
       " 'S Sohal': 53,\n",
       " 'Azhar Mahmood': 52,\n",
       " 'JEC Franklin': 34,\n",
       " 'HH Pandya': 52,\n",
       " 'R Bhatia': 37,\n",
       " 'AP Tare': 51,\n",
       " 'KV Sharma': 32,\n",
       " 'R Vinay Kumar': 29,\n",
       " 'P Negi': 42,\n",
       " 'Gurkeerat Singh': 45,\n",
       " 'DJ Hooda': 40,\n",
       " 'RA Tripathi': 60,\n",
       " 'CH Morris': 56,\n",
       " 'Y Nagar': 29,\n",
       " 'VVS Laxman': 38,\n",
       " 'DB Das': 39,\n",
       " 'CA Lynn': 54,\n",
       " 'SP Goswami': 28,\n",
       " 'M Kaif': 28,\n",
       " 'B Chipli': 35,\n",
       " 'Ishan Kishan': 47,\n",
       " 'LA Pomersbach': 38,\n",
       " 'DJG Sammy': 33,\n",
       " 'R Ashwin': 24,\n",
       " 'K Goel': 26,\n",
       " 'RN ten Doeschate': 41,\n",
       " 'R Sathish': 28,\n",
       " 'BA Stokes': 37,\n",
       " 'SK Warne': 20,\n",
       " 'AA Jhunjhunwala': 24,\n",
       " 'MD Mishra': 32,\n",
       " 'MR Marsh': 23,\n",
       " 'MJ Lumb': 51,\n",
       " 'A Ashish Reddy': 31,\n",
       " 'SP Narine': 48,\n",
       " 'SM Katich': 34,\n",
       " 'YV Takawale': 30,\n",
       " 'FY Fazal': 23,\n",
       " 'R McLaren': 15,\n",
       " 'MN Samuels': 16,\n",
       " 'SW Billings': 28,\n",
       " 'Salman Butt': 32,\n",
       " 'AS Raut': 20,\n",
       " 'SP Fleming': 30,\n",
       " 'PA Reddy': 17,\n",
       " 'DW Steyn': 17,\n",
       " 'AB Agarkar': 18,\n",
       " 'B Kumar': 18,\n",
       " 'PD Collingwood': 22,\n",
       " 'CM Gautam': 23,\n",
       " 'MG Johnson': 15,\n",
       " 'TM Head': 20,\n",
       " 'BJ Rohrer': 26,\n",
       " 'RE van der Merwe': 19,\n",
       " 'MJ Guptill': 28,\n",
       " 'N Saini': 16,\n",
       " 'AC Voges': 18,\n",
       " 'DH Yagnik': 25,\n",
       " 'P Dogra': 9,\n",
       " 'Z Khan': 13,\n",
       " 'MP Stoinis': 18,\n",
       " 'R Dhawan': 17,\n",
       " 'MN van Wyk': 20,\n",
       " 'SB Styris': 13,\n",
       " 'MC Juneja': 12,\n",
       " 'W Jaffer': 17,\n",
       " 'RT Ponting': 7,\n",
       " 'Bipul Sharma': 20,\n",
       " 'MF Maharoof': 21,\n",
       " 'Niraj Patel': 15,\n",
       " 'S Anirudha': 16,\n",
       " 'CJ Ferguson': 9,\n",
       " 'DL Vettori': 13,\n",
       " 'BB Samantray': 15,\n",
       " 'SM Pollock': 20,\n",
       " 'S Vidyut': 24,\n",
       " 'RJ Harris': 9,\n",
       " 'JDP Oram': 11,\n",
       " 'M Kartik': 8,\n",
       " 'Sachin Baby': 16,\n",
       " 'RJ Quiney': 15,\n",
       " 'UT Khawaja': 17,\n",
       " 'MM Sharma': 12,\n",
       " 'AB McDonald': 13,\n",
       " 'SL Malinga': 11,\n",
       " 'SN Khan': 25,\n",
       " 'DJ Harris': 16,\n",
       " 'B Lee': 16,\n",
       " 'DS Kulkarni': 8,\n",
       " 'DJ Jacobs': 14,\n",
       " 'IR Jaggi': 6,\n",
       " 'MA Starc': 10,\n",
       " 'PR Shah': 11,\n",
       " 'MJ Clarke': 13,\n",
       " 'UT Yadav': 11,\n",
       " 'D Wiese': 16,\n",
       " 'M Morkel': 16,\n",
       " 'SD Chitnis': 12,\n",
       " 'C de Grandhomme': 16,\n",
       " 'AC Blizzard': 23,\n",
       " 'AA Bilakhia': 5,\n",
       " 'Iqbal Abdulla': 10,\n",
       " 'Mohammad Hafeez': 9,\n",
       " 'Misbah-ul-Haq': 16,\n",
       " 'S Rana': 10,\n",
       " 'WD Parnell': 5,\n",
       " 'AD Mascarenhas': 6,\n",
       " 'M Klinger': 9,\n",
       " 'RP Singh': 3,\n",
       " 'RR Sarwan': 7,\n",
       " 'Kamran Akmal': 21,\n",
       " 'V Shankar': 13,\n",
       " 'AP Majumdar': 9,\n",
       " 'R Sharma': 8,\n",
       " 'WA Mota': 2,\n",
       " 'MS Gony': 14,\n",
       " 'A Chopra': 7,\n",
       " 'RE Levi': 14,\n",
       " 'WPUJC Vaas': 5,\n",
       " 'LA Carseldine': 11,\n",
       " 'S Nadeem': 1,\n",
       " 'KK Cooper': 17,\n",
       " 'M Rawat': 5,\n",
       " 'BCJ Cutting': 19,\n",
       " 'Anirudh Singh': 7,\n",
       " 'Ankit Sharma': 11,\n",
       " 'K Rabada': 6,\n",
       " 'Yashpal Singh': 5,\n",
       " 'RR Powar': 7,\n",
       " 'LJ Wright': 19,\n",
       " 'A Nehra': 4,\n",
       " 'SK Trivedi': 4,\n",
       " 'AG Paunikar': 9,\n",
       " 'S Aravind': 7,\n",
       " 'I Sharma': 4,\n",
       " 'TR Birt': 11,\n",
       " 'SB Bangar': 4,\n",
       " 'B Akhil': 10,\n",
       " 'A Flintoff': 7,\n",
       " 'S Sreesanth': 6,\n",
       " 'VR Aaron': 4,\n",
       " 'CR Brathwaite': 16,\n",
       " 'PJ Cummins': 9,\n",
       " 'DJ Thornely': 4,\n",
       " 'NM Coulter-Nile': 7,\n",
       " 'KB Arun Karthik': 5,\n",
       " 'RV Gomez': 6,\n",
       " 'R Rampaul': 5,\n",
       " 'RR Rossouw': 6,\n",
       " 'AB Dinda': 2,\n",
       " 'L Balaji': 3,\n",
       " 'Shoaib Malik': 5,\n",
       " 'A Kumble': 3,\n",
       " 'CR Woakes': 5,\n",
       " 'Shahid Afridi': 14,\n",
       " 'JDS Neesham': 4,\n",
       " 'Mohammed Shami': 6,\n",
       " 'MJ McClenaghan': 8,\n",
       " 'PP Ojha': 0,\n",
       " 'AB Barath': 6,\n",
       " 'Anureet Singh': 3,\n",
       " 'MM Patel': 5,\n",
       " 'JJ Roy': 10,\n",
       " 'AS Yadav': 7,\n",
       " 'PV Tambe': 1,\n",
       " 'KW Richardson': 3,\n",
       " 'B Sumanth': 3,\n",
       " 'S Sriram': 3,\n",
       " 'HV Patel': 5,\n",
       " 'L Ronchi': 7,\n",
       " 'TG Southee': 6,\n",
       " 'Sandeep Sharma': 1,\n",
       " 'BR Dunk': 7,\n",
       " 'PJ Sangwan': 1,\n",
       " 'NS Naik': 1,\n",
       " 'MS Wade': 0,\n",
       " 'S Chanderpaul': 4,\n",
       " 'J Suchith': 6,\n",
       " 'JO Holder': 6,\n",
       " 'RJ Peterson': 4,\n",
       " 'Sohail Tanvir': 4,\n",
       " 'C Munro': 3,\n",
       " 'Sunny Singh': 7,\n",
       " 'SP Jackson': 5,\n",
       " 'AJ Tye': 7,\n",
       " 'M Muralitharan': 1,\n",
       " 'Joginder Sharma': 3,\n",
       " 'Basil Thampi': 2,\n",
       " 'SB Jakati': 3,\n",
       " 'YS Chahal': 0,\n",
       " 'S Narwal': 6,\n",
       " 'TD Paine': 0,\n",
       " 'VY Mahesh': 0,\n",
       " 'AD Nath': 1,\n",
       " 'LPC Silva': 6,\n",
       " 'S Gopal': 1,\n",
       " 'BMAJ Mendis': 0,\n",
       " 'JJ Bumrah': 2,\n",
       " 'J Syed Mohammad': 4,\n",
       " 'AN Ahmed': 5,\n",
       " 'A Mithun': 5,\n",
       " 'Harpreet Singh': 0,\n",
       " 'SW Tait': 2,\n",
       " 'AUK Pathan': 7,\n",
       " 'DR Martyn': 1,\n",
       " 'VH Zol': 4,\n",
       " 'T Taibu': 3,\n",
       " 'CA Ingram': 2,\n",
       " 'Vishnu Vinod': 2,\n",
       " 'JM Kemp': 2,\n",
       " 'Imran Tahir': 3,\n",
       " 'S Badree': 0,\n",
       " 'R Tewatia': 5,\n",
       " 'J Arunkumar': 5,\n",
       " 'CK Kapugedera': 0,\n",
       " 'D Salunkhe': 5,\n",
       " 'R Shukla': 2,\n",
       " 'NL McCullum': 1,\n",
       " 'A Mukund': 1,\n",
       " 'AP Dole': 4,\n",
       " 'DE Bollinger': 2,\n",
       " 'MA Khote': 3,\n",
       " 'Kuldeep Yadav': 2,\n",
       " 'GB Hogg': 1,\n",
       " 'NJ Maddinson': 4,\n",
       " 'C Madan': 3,\n",
       " 'A Choudhary': 2,\n",
       " 'Swapnil Singh': 0,\n",
       " 'Parvez Rasool': 1,\n",
       " 'T Kohli': 1,\n",
       " 'DS Lehmann': 3,\n",
       " 'T Thushara': 0,\n",
       " 'M Ntini': 2,\n",
       " 'Umar Gul': 6,\n",
       " 'AC Thomas': 2,\n",
       " 'KC Cariappa': 1,\n",
       " 'Y Gnaneswara Rao': 3,\n",
       " 'RR Raje': 2,\n",
       " 'R Bishnoi': 3,\n",
       " 'JJ van der Wath': 2,\n",
       " 'SMSM Senanayake': 0,\n",
       " 'X Thalaivan Sargunam': 0,\n",
       " 'Karanveer Singh': 1,\n",
       " 'SB Joshi': 0,\n",
       " 'GR Napier': 1,\n",
       " 'T Henderson': 1,\n",
       " 'ER Dwivedi': 4,\n",
       " 'CJ McKay': 0,\n",
       " 'UA Birla': 1,\n",
       " 'P Awana': 0,\n",
       " 'AG Murtaza': 1,\n",
       " 'SM Harwood': 0,\n",
       " 'DT Patil': 1,\n",
       " 'D du Preez': 0,\n",
       " 'P Sahu': 2,\n",
       " 'MDKJ Perera': 3,\n",
       " 'AS Rajpoot': 1,\n",
       " 'J Theron': 1,\n",
       " 'F Behardien': 2,\n",
       " 'ND Doshi': 0,\n",
       " 'S Kaul': 0,\n",
       " 'SA Abbott': 2,\n",
       " 'DP Nannes': 0,\n",
       " 'JD Unadkat': 0,\n",
       " 'Harmeet Singh': 3,\n",
       " 'AF Milne': 0,\n",
       " 'AA Noffke': 1,\n",
       " 'AR Bawne': 1,\n",
       " 'PSP Handscomb': 0,\n",
       " 'Washington Sundar': 0,\n",
       " 'Mohammad Ashraful': 0,\n",
       " 'Pankaj Singh': 0,\n",
       " 'J Yadav': 0,\n",
       " 'BJ Haddin': 3,\n",
       " 'TS Mills': 1,\n",
       " 'AA Chavan': 2,\n",
       " 'TM Srivastava': 0,\n",
       " 'Jaskaran Singh': 0,\n",
       " 'S Ladda': 0,\n",
       " 'A Singh': 0,\n",
       " 'DAJ Bracewell': 1,\n",
       " 'Rashid Khan': 1,\n",
       " 'SN Thakur': 1,\n",
       " 'DNT Zoysa': 1,\n",
       " 'KAJ Roach': 1,\n",
       " 'K Upadhyay': 1,\n",
       " 'CK Langeveldt': 1,\n",
       " 'Ankit Soni': 1,\n",
       " 'B Laughlin': 0,\n",
       " 'D Kalyankrishna': 0,\n",
       " 'KJ Abbott': 1,\n",
       " 'TA Boult': 0,\n",
       " 'RS Gavaskar': 0,\n",
       " 'A Zampa': 1,\n",
       " 'Shoaib Akhtar': 0,\n",
       " 'AN Ghosh': 1,\n",
       " 'VS Malik': 1,\n",
       " 'A Uniyal': 0,\n",
       " 'SS Shaikh': 1,\n",
       " 'Younis Khan': 0,\n",
       " 'BA Bhatt': 1,\n",
       " 'A Chandila': 0,\n",
       " 'R Ninan': 0,\n",
       " 'Shoaib Ahmed': 0,\n",
       " 'BAW Mendis': 0,\n",
       " 'Mohammad Asif': 0,\n",
       " 'DL Chahar': 2,\n",
       " 'H Das': 0,\n",
       " 'GD McGrath': 1,\n",
       " 'Kamran Khan': 0,\n",
       " 'SJ Srivastava': 0,\n",
       " 'CJ Jordan': 0,\n",
       " 'FH Edwards': 0,\n",
       " 'DM Bravo': 1,\n",
       " 'BB Sran': 0,\n",
       " 'S Tyagi': 0,\n",
       " 'S Randiv': 0,\n",
       " 'JE Taylor': 0,\n",
       " 'KP Appanna': 0,\n",
       " 'I Malhotra': 1,\n",
       " 'Shivam Sharma': 1,\n",
       " 'CRD Fernando': 0,\n",
       " 'P Parameswaran': 0,\n",
       " 'BE Hendricks': 0,\n",
       " 'DJ Muthuswami': 0,\n",
       " 'KMDN Kulasekara': 1,\n",
       " 'SB Wagh': 0,\n",
       " 'Mohammad Nabi': 0,\n",
       " 'VRV Singh': 1,\n",
       " 'M de Lange': 0,\n",
       " 'PM Sarvesh Kumar': 0,\n",
       " 'L Ablish': 0,\n",
       " 'VS Yeligati': 0,\n",
       " 'RR Bhatkal': 0,\n",
       " 'Mashrafe Mortaza': 0,\n",
       " 'SE Bond': 0,\n",
       " 'IC Pandey': 0,\n",
       " 'RS Sodhi': 1,\n",
       " 'RG More': 0,\n",
       " 'RD Chahar': 0,\n",
       " 'Abdur Razzak': 0,\n",
       " 'M Ashwin': 0,\n",
       " 'DP Vijaykumar': 0,\n",
       " 'V Pratap Singh': 0,\n",
       " 'U Kaul': 0,\n",
       " 'LH Ferguson': 0,\n",
       " 'C Nanda': 0,\n",
       " 'NJ Rimmington': 0,\n",
       " 'Sunny Gupta': 0,\n",
       " 'S Kaushik': 0,\n",
       " 'YA Abdulla': 0}"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "boundary_balls = {}\n",
    "for batter in batsmen:\n",
    "    boundary_balls[batter] = sum(ddf['batsman_runs'].loc[ddf['batsman'] == batter] >= 4)\n",
    "boundary_balls"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'V Kohli': 0.6532203389830509,\n",
       " 'G Gambhir': 0.639225181598063,\n",
       " 'SK Raina': 0.6790830945558739,\n",
       " 'RG Sharma': 0.6383831026948289,\n",
       " 'S Dhawan': 0.6048992493085736,\n",
       " 'RV Uthappa': 0.6191446028513238,\n",
       " 'DA Warner': 0.6193934216146946,\n",
       " 'MS Dhoni': 0.7127144742630884,\n",
       " 'AM Rahane': 0.6377137713771377,\n",
       " 'CH Gayle': 0.44032503809040124,\n",
       " 'AB de Villiers': 0.7102708226877874,\n",
       " 'KD Karthik': 0.6665,\n",
       " 'JH Kallis': 0.5740833751883475,\n",
       " 'BB McCullum': 0.5073033707865169,\n",
       " 'M Vijay': 0.5830028328611898,\n",
       " 'YK Pathan': 0.6330764671013633,\n",
       " 'PA Patel': 0.535031847133758,\n",
       " 'Yuvraj Singh': 0.5428403755868545,\n",
       " 'SR Tendulkar': 0.5677719604421175,\n",
       " 'AT Rayudu': 0.6678571428571428,\n",
       " 'SR Watson': 0.5506692160611855,\n",
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       " 'SE Marsh': 0.6038338658146964,\n",
       " 'MK Pandey': 0.6383628588882101,\n",
       " 'V Sehwag': 0.542713567839196,\n",
       " 'DR Smith': 0.48819444444444443,\n",
       " 'KA Pollard': 0.6096491228070176,\n",
       " 'MEK Hussey': 0.6244635193133047,\n",
       " 'JP Duminy': 0.7208653175157014,\n",
       " 'AC Gilchrist': 0.4583333333333333,\n",
       " 'DPMD Jayawardene': 0.5995316159250585,\n",
       " 'RA Jadeja': 0.6974921630094044,\n",
       " 'MK Tiwary': 0.6453162530024019,\n",
       " 'KC Sangakkara': 0.6203164029975021,\n",
       " 'NV Ojha': 0.5147058823529411,\n",
       " 'SPD Smith': 0.7379067722075637,\n",
       " 'SC Ganguly': 0.4790575916230366,\n",
       " 'AJ Finch': 0.547550432276657,\n",
       " 'S Badrinath': 0.6180620884289746,\n",
       " 'WP Saha': 0.6734496124031008,\n",
       " 'SV Samson': 0.6385542168674698,\n",
       " 'BJ Hodge': 0.6619433198380567,\n",
       " 'DA Miller': 0.7124868835257083,\n",
       " 'SS Tiwary': 0.6515930113052415,\n",
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       " 'Y Venugopal Rao': 0.6066666666666667,\n",
       " 'LRPL Taylor': 0.6507503410641201,\n",
       " 'ML Hayden': 0.5326409495548962,\n",
       " 'HH Gibbs': 0.5096952908587258,\n",
       " 'A Symonds': 0.6486486486486487,\n",
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       " 'CL White': 0.6651515151515152,\n",
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       " 'JA Morkel': 0.6728187919463087,\n",
       " 'MA Agarwal': 0.5,\n",
       " 'GC Smith': 0.5255102040816326,\n",
       " 'KM Jadhav': 0.7029360967184801,\n",
       " 'SS Iyer': 0.5496323529411765,\n",
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       " 'TL Suman': 0.5928853754940712,\n",
       " 'ST Jayasuriya': 0.44097995545657015,\n",
       " 'Q de Kock': 0.5286343612334802,\n",
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       " 'JP Faulkner': 0.7060518731988472,\n",
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       " 'CA Pujara': 0.47564469914040114,\n",
       " 'Shakib Al Hasan': 0.6842105263157895,\n",
       " 'A Mishra': 0.5771428571428572,\n",
       " 'RR Pant': 0.6447368421052632,\n",
       " 'JC Buttler': 0.5771812080536913,\n",
       " 'AL Menaria': 0.6061538461538462,\n",
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       " 'DT Christian': 0.7202572347266881,\n",
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       " 'KS Williamson': 0.737410071942446,\n",
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       " 'HH Pandya': 0.5590551181102362,\n",
       " 'R Bhatia': 0.6640316205533597,\n",
       " 'AP Tare': 0.4829059829059829,\n",
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       " 'R Vinay Kumar': 0.6640625,\n",
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       " 'Gurkeerat Singh': 0.6127659574468085,\n",
       " 'DJ Hooda': 0.729957805907173,\n",
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       " 'CH Morris': 0.771689497716895,\n",
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       " 'VVS Laxman': 0.5150214592274678,\n",
       " 'DB Das': 0.5087719298245614,\n",
       " 'CA Lynn': 0.5922330097087378,\n",
       " 'SP Goswami': 0.5387931034482759,\n",
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       " 'Ishan Kishan': 0.5048076923076923,\n",
       " 'LA Pomersbach': 0.5821596244131455,\n",
       " 'DJG Sammy': 0.5825688073394495,\n",
       " 'R Ashwin': 0.5900900900900901,\n",
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       " 'RN ten Doeschate': 0.6700507614213198,\n",
       " 'R Sathish': 0.7019230769230769,\n",
       " 'BA Stokes': 0.7263157894736842,\n",
       " 'SK Warne': 0.5326633165829145,\n",
       " 'AA Jhunjhunwala': 0.5721649484536082,\n",
       " 'MD Mishra': 0.5138121546961326,\n",
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       " 'MJ Lumb': 0.4217687074829932,\n",
       " 'A Ashish Reddy': 0.7636363636363637,\n",
       " 'SP Narine': 0.3793103448275862,\n",
       " 'SM Katich': 0.5668789808917197,\n",
       " 'YV Takawale': 0.45751633986928103,\n",
       " 'FY Fazal': 0.5705128205128205,\n",
       " 'R McLaren': 0.5950920245398773,\n",
       " 'MN Samuels': 0.5253164556962026,\n",
       " 'SW Billings': 0.7172413793103448,\n",
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       " 'AS Raut': 0.6578947368421053,\n",
       " 'SP Fleming': 0.49645390070921985,\n",
       " 'PA Reddy': 0.6133333333333333,\n",
       " 'DW Steyn': 0.6388888888888888,\n",
       " 'AB Agarkar': 0.6830985915492958,\n",
       " 'B Kumar': 0.5633802816901409,\n",
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       " 'TM Head': 0.8320610687022901,\n",
       " 'BJ Rohrer': 0.6583333333333333,\n",
       " 'RE van der Merwe': 0.536,\n",
       " 'MJ Guptill': 0.5304347826086957,\n",
       " 'N Saini': 0.5984251968503937,\n",
       " 'AC Voges': 0.824,\n",
       " 'DH Yagnik': 0.5641025641025641,\n",
       " 'P Dogra': 0.6136363636363636,\n",
       " 'Z Khan': 0.4765625,\n",
       " 'MP Stoinis': 0.7033898305084746,\n",
       " 'R Dhawan': 0.652542372881356,\n",
       " 'MN van Wyk': 0.7391304347826086,\n",
       " 'SB Styris': 0.6033057851239669,\n",
       " 'MC Juneja': 0.6147540983606558,\n",
       " 'W Jaffer': 0.5,\n",
       " 'RT Ponting': 0.48360655737704916,\n",
       " 'Bipul Sharma': 0.8557692307692307,\n",
       " 'MF Maharoof': 0.7281553398058253,\n",
       " 'Niraj Patel': 0.5412844036697247,\n",
       " 'S Anirudha': 0.5523809523809524,\n",
       " 'CJ Ferguson': 0.5636363636363636,\n",
       " 'DL Vettori': 0.6190476190476191,\n",
       " 'BB Samantray': 0.6039603960396039,\n",
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       " 'RJ Harris': 0.7281553398058253,\n",
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       " 'M Kartik': 0.7821782178217822,\n",
       " 'Sachin Baby': 0.7,\n",
       " 'RJ Quiney': 0.4111111111111111,\n",
       " 'UT Khawaja': 0.6022727272727273,\n",
       " 'MM Sharma': 0.6086956521739131,\n",
       " 'AB McDonald': 0.7,\n",
       " 'SL Malinga': 0.3695652173913043,\n",
       " 'SN Khan': 0.8333333333333334,\n",
       " 'DJ Harris': 0.42528735632183906,\n",
       " 'B Lee': 0.5116279069767442,\n",
       " 'DS Kulkarni': 0.5806451612903226,\n",
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       " 'IR Jaggi': 0.5531914893617021,\n",
       " 'MA Starc': 0.6363636363636364,\n",
       " 'PR Shah': 0.5116279069767442,\n",
       " 'MJ Clarke': 0.6024096385542169,\n",
       " 'UT Yadav': 0.5238095238095238,\n",
       " 'D Wiese': 0.7051282051282052,\n",
       " 'M Morkel': 0.6753246753246753,\n",
       " 'SD Chitnis': 0.5875,\n",
       " 'C de Grandhomme': 0.6578947368421053,\n",
       " 'AC Blizzard': 0.35294117647058826,\n",
       " 'AA Bilakhia': 0.5903614457831325,\n",
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       " 'Mohammad Hafeez': 0.32,\n",
       " 'Misbah-ul-Haq': 0.6212121212121212,\n",
       " 'S Rana': 0.6805555555555556,\n",
       " 'WD Parnell': 0.5466666666666666,\n",
       " 'AD Mascarenhas': 0.726027397260274,\n",
       " 'M Klinger': 0.5362318840579711,\n",
       " 'RP Singh': 0.5066666666666667,\n",
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       " 'Kamran Akmal': 0.49122807017543857,\n",
       " 'V Shankar': 0.734375,\n",
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       " 'R Sharma': 0.4057971014492754,\n",
       " 'WA Mota': 0.6486486486486487,\n",
       " 'MS Gony': 0.43548387096774194,\n",
       " 'A Chopra': 0.36764705882352944,\n",
       " 'RE Levi': 0.31666666666666665,\n",
       " 'WPUJC Vaas': 0.8088235294117647,\n",
       " 'LA Carseldine': 0.6166666666666667,\n",
       " 'S Nadeem': 0.3142857142857143,\n",
       " 'KK Cooper': 0.6037735849056604,\n",
       " 'M Rawat': 0.5076923076923077,\n",
       " 'BCJ Cutting': 0.5490196078431373,\n",
       " 'Anirudh Singh': 0.532258064516129,\n",
       " 'Ankit Sharma': 0.603448275862069,\n",
       " 'K Rabada': 0.46774193548387094,\n",
       " 'Yashpal Singh': 0.43548387096774194,\n",
       " 'RR Powar': 0.6491228070175439,\n",
       " 'LJ Wright': 0.5454545454545454,\n",
       " 'A Nehra': 0.3898305084745763,\n",
       " 'SK Trivedi': 0.42105263157894735,\n",
       " 'AG Paunikar': 0.25,\n",
       " 'S Aravind': 0.5961538461538461,\n",
       " 'I Sharma': 0.4909090909090909,\n",
       " 'TR Birt': 0.5625,\n",
       " 'SB Bangar': 0.5,\n",
       " 'B Akhil': 0.5531914893617021,\n",
       " 'A Flintoff': 0.6,\n",
       " 'S Sreesanth': 0.19607843137254902,\n",
       " 'VR Aaron': 0.5,\n",
       " 'CR Brathwaite': 0.375,\n",
       " 'PJ Cummins': 0.7021276595744681,\n",
       " 'DJ Thornely': 0.38,\n",
       " 'NM Coulter-Nile': 0.34782608695652173,\n",
       " 'KB Arun Karthik': 0.6041666666666666,\n",
       " 'RV Gomez': 0.5106382978723404,\n",
       " 'R Rampaul': 0.574468085106383,\n",
       " 'RR Rossouw': 0.5111111111111111,\n",
       " 'AB Dinda': 0.375,\n",
       " 'L Balaji': 0.46808510638297873,\n",
       " 'Shoaib Malik': 0.7272727272727273,\n",
       " 'A Kumble': 0.5,\n",
       " 'CR Woakes': 0.5714285714285714,\n",
       " 'Shahid Afridi': 0.53125,\n",
       " 'JDS Neesham': 0.5714285714285714,\n",
       " 'Mohammed Shami': 0.45,\n",
       " 'MJ McClenaghan': 0.5135135135135135,\n",
       " 'PP Ojha': 0.35555555555555557,\n",
       " 'AB Barath': 0.43243243243243246,\n",
       " 'Anureet Singh': 0.475,\n",
       " 'MM Patel': 0.5277777777777778,\n",
       " 'JJ Roy': 0.5483870967741935,\n",
       " 'AS Yadav': 0.5151515151515151,\n",
       " 'PV Tambe': 0.3684210526315789,\n",
       " 'KW Richardson': 0.6111111111111112,\n",
       " 'B Sumanth': 0.6571428571428571,\n",
       " 'S Sriram': 0.5428571428571428,\n",
       " 'HV Patel': 0.6363636363636364,\n",
       " 'L Ronchi': 0.13333333333333333,\n",
       " 'TG Southee': 0.8,\n",
       " 'Sandeep Sharma': 0.6285714285714286,\n",
       " 'BR Dunk': 0.41379310344827586,\n",
       " 'PJ Sangwan': 0.5714285714285714,\n",
       " 'NS Naik': 0.59375,\n",
       " 'MS Wade': 0.6666666666666666,\n",
       " 'S Chanderpaul': 0.3103448275862069,\n",
       " 'J Suchith': 0.7407407407407407,\n",
       " 'JO Holder': 0.38461538461538464,\n",
       " 'RJ Peterson': 0.5,\n",
       " 'Sohail Tanvir': 0.6666666666666666,\n",
       " 'C Munro': 0.6428571428571429,\n",
       " 'Sunny Singh': 0.5416666666666666,\n",
       " 'SP Jackson': 0.6923076923076923,\n",
       " 'AJ Tye': 0.8260869565217391,\n",
       " 'M Muralitharan': 0.5517241379310345,\n",
       " 'Joginder Sharma': 0.7407407407407407,\n",
       " 'Basil Thampi': 0.6428571428571429,\n",
       " 'SB Jakati': 0.5925925925925926,\n",
       " 'YS Chahal': 0.5172413793103449,\n",
       " 'S Narwal': 0.5652173913043478,\n",
       " 'TD Paine': 0.3448275862068966,\n",
       " 'VY Mahesh': 0.5357142857142857,\n",
       " 'AD Nath': 0.5925925925925926,\n",
       " 'LPC Silva': 0.6666666666666666,\n",
       " 'S Gopal': 0.38461538461538464,\n",
       " 'BMAJ Mendis': 0.8518518518518519,\n",
       " 'JJ Bumrah': 0.6,\n",
       " 'J Syed Mohammad': 0.5652173913043478,\n",
       " 'AN Ahmed': 0.6363636363636364,\n",
       " 'A Mithun': 0.5714285714285714,\n",
       " 'Harpreet Singh': 0.7692307692307693,\n",
       " 'SW Tait': 0.5416666666666666,\n",
       " 'AUK Pathan': 0.3684210526315789,\n",
       " 'DR Martyn': 0.6,\n",
       " 'VH Zol': 0.5,\n",
       " 'T Taibu': 0.8260869565217391,\n",
       " 'CA Ingram': 0.5416666666666666,\n",
       " 'Vishnu Vinod': 0.375,\n",
       " 'JM Kemp': 0.6956521739130435,\n",
       " 'Imran Tahir': 0.2727272727272727,\n",
       " 'S Badree': 0.52,\n",
       " 'R Tewatia': 0.6842105263157895,\n",
       " 'J Arunkumar': 0.15789473684210525,\n",
       " 'CK Kapugedera': 0.6666666666666666,\n",
       " 'D Salunkhe': 0.6842105263157895,\n",
       " 'R Shukla': 0.5238095238095238,\n",
       " 'NL McCullum': 0.9090909090909091,\n",
       " 'A Mukund': 0.6818181818181818,\n",
       " 'AP Dole': 0.8421052631578947,\n",
       " 'DE Bollinger': 0.5238095238095238,\n",
       " 'MA Khote': 0.5263157894736842,\n",
       " 'Kuldeep Yadav': 0.6,\n",
       " 'GB Hogg': 0.8571428571428571,\n",
       " 'NJ Maddinson': 0.23529411764705882,\n",
       " 'C Madan': 0.16666666666666666,\n",
       " 'A Choudhary': 0.8333333333333334,\n",
       " 'Swapnil Singh': 0.6,\n",
       " 'Parvez Rasool': 0.6842105263157895,\n",
       " 'T Kohli': 0.2631578947368421,\n",
       " 'DS Lehmann': 0.375,\n",
       " 'T Thushara': 0.631578947368421,\n",
       " 'M Ntini': 0.17647058823529413,\n",
       " 'Umar Gul': 0.38461538461538464,\n",
       " 'AC Thomas': 0.5882352941176471,\n",
       " 'KC Cariappa': 0.5294117647058824,\n",
       " 'Y Gnaneswara Rao': 0.4666666666666667,\n",
       " 'RR Raje': 0.625,\n",
       " 'R Bishnoi': 0.21428571428571427,\n",
       " 'JJ van der Wath': 0.5333333333333333,\n",
       " 'SMSM Senanayake': 0.5882352941176471,\n",
       " 'X Thalaivan Sargunam': 0.5882352941176471,\n",
       " 'Karanveer Singh': 0.5,\n",
       " 'SB Joshi': 0.375,\n",
       " 'GR Napier': 0.7333333333333333,\n",
       " 'T Henderson': 0.3333333333333333,\n",
       " 'ER Dwivedi': 0.36363636363636365,\n",
       " 'CJ McKay': 0.5333333333333333,\n",
       " 'UA Birla': 0.21428571428571427,\n",
       " 'P Awana': 0.35714285714285715,\n",
       " 'AG Murtaza': 0.46153846153846156,\n",
       " 'SM Harwood': 0.6428571428571429,\n",
       " 'DT Patil': 0.75,\n",
       " 'D du Preez': 0.7692307692307693,\n",
       " 'P Sahu': 0.8181818181818182,\n",
       " 'MDKJ Perera': 0.2,\n",
       " 'AS Rajpoot': 0.16666666666666666,\n",
       " 'J Theron': 0.5,\n",
       " 'F Behardien': 0.5454545454545454,\n",
       " 'ND Doshi': 0.0,\n",
       " 'S Kaul': 0.6923076923076923,\n",
       " 'SA Abbott': 0.45454545454545453,\n",
       " 'DP Nannes': 0.3076923076923077,\n",
       " 'JD Unadkat': 0.38461538461538464,\n",
       " 'Harmeet Singh': 0.6666666666666666,\n",
       " 'AF Milne': 0.5833333333333334,\n",
       " 'AA Noffke': 0.45454545454545453,\n",
       " 'AR Bawne': 0.7272727272727273,\n",
       " 'PSP Handscomb': 0.5,\n",
       " 'Washington Sundar': 0.75,\n",
       " 'Mohammad Ashraful': 0.16666666666666666,\n",
       " 'Pankaj Singh': 0.5833333333333334,\n",
       " 'J Yadav': 0.5,\n",
       " 'BJ Haddin': 0.5,\n",
       " 'TS Mills': 0.2,\n",
       " 'AA Chavan': 0.4444444444444444,\n",
       " 'TM Srivastava': 0.7272727272727273,\n",
       " 'Jaskaran Singh': 0.7272727272727273,\n",
       " 'S Ladda': 0.0,\n",
       " 'A Singh': 0.2,\n",
       " 'DAJ Bracewell': 1.0,\n",
       " 'Rashid Khan': 0.625,\n",
       " 'SN Thakur': 0.375,\n",
       " 'DNT Zoysa': 0.875,\n",
       " 'KAJ Roach': 0.75,\n",
       " 'K Upadhyay': 0.75,\n",
       " 'CK Langeveldt': 0.25,\n",
       " 'Ankit Soni': 0.125,\n",
       " 'B Laughlin': 0.4444444444444444,\n",
       " 'D Kalyankrishna': 0.375,\n",
       " 'KJ Abbott': 1.0,\n",
       " 'TA Boult': 0.625,\n",
       " 'RS Gavaskar': 0.25,\n",
       " 'A Zampa': 0.14285714285714285,\n",
       " 'Shoaib Akhtar': 0.25,\n",
       " 'AN Ghosh': 0.42857142857142855,\n",
       " 'VS Malik': 0.5,\n",
       " 'A Uniyal': 0.5714285714285714,\n",
       " 'SS Shaikh': 0.3333333333333333,\n",
       " 'Younis Khan': 0.42857142857142855,\n",
       " 'BA Bhatt': 0.0,\n",
       " 'A Chandila': 0.5714285714285714,\n",
       " 'R Ninan': 0.5,\n",
       " 'Shoaib Ahmed': 0.16666666666666666,\n",
       " 'BAW Mendis': 0.5,\n",
       " 'Mohammad Asif': 0.5,\n",
       " 'DL Chahar': 0.5,\n",
       " 'H Das': 0.4,\n",
       " 'GD McGrath': 0.0,\n",
       " 'Kamran Khan': 0.6,\n",
       " 'SJ Srivastava': 1.0,\n",
       " 'CJ Jordan': 0.6,\n",
       " 'FH Edwards': 0.8,\n",
       " 'DM Bravo': 0.5,\n",
       " 'BB Sran': 1.0,\n",
       " 'S Tyagi': 0.75,\n",
       " 'S Randiv': 0.5,\n",
       " 'JE Taylor': 0.75,\n",
       " 'KP Appanna': 0.5,\n",
       " 'I Malhotra': 1.0,\n",
       " 'Shivam Sharma': 0.5,\n",
       " 'CRD Fernando': 1.3333333333333333,\n",
       " 'P Parameswaran': 0.3333333333333333,\n",
       " 'BE Hendricks': 0.3333333333333333,\n",
       " 'DJ Muthuswami': 0.3333333333333333,\n",
       " 'KMDN Kulasekara': 0.5,\n",
       " 'SB Wagh': 0.6666666666666666,\n",
       " 'Mohammad Nabi': 0.6666666666666666,\n",
       " 'VRV Singh': 0.0,\n",
       " 'M de Lange': 0.5,\n",
       " 'PM Sarvesh Kumar': 0.5,\n",
       " 'L Ablish': 0.0,\n",
       " 'VS Yeligati': 1.0,\n",
       " 'RR Bhatkal': 0.0,\n",
       " 'Mashrafe Mortaza': 1.0,\n",
       " 'SE Bond': 0.5,\n",
       " 'IC Pandey': 0.0,\n",
       " 'RS Sodhi': 0.0,\n",
       " 'RG More': 1.0,\n",
       " 'RD Chahar': 1.5,\n",
       " 'Abdur Razzak': 0.0,\n",
       " 'M Ashwin': 0.0,\n",
       " 'DP Vijaykumar': 1.0,\n",
       " 'V Pratap Singh': 0.0,\n",
       " 'U Kaul': 0.0,\n",
       " 'LH Ferguson': 1.0,\n",
       " 'C Nanda': 0.0,\n",
       " 'NJ Rimmington': 1.0,\n",
       " 'Sunny Gupta': 0.0,\n",
       " 'S Kaushik': 0.0,\n",
       " 'YA Abdulla': 0.0}"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "running_between_wickets = {}\n",
    "for batter in batsmen:\n",
    "    running_between_wickets[batter] = (total_runs[batter] - (4 * fours[batter] + 6 * sixes[batter]))/(balls_played[batter] - boundary_balls[batter])\n",
    "running_between_wickets"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Save Batting data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(461, 461, 461, 461, 461, 461)"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(fullMatches),len(hardHitting), len(finisher), len(fastScoring), len(consistency), len(running_between_wickets)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [],
   "source": [
    "colnames = ['batsman', 'matches','hard_hitting_ability', 'finisher', 'fast_scoring_ability', 'consistency', 'running_between_wickets']\n",
    "batsmenData = pd.DataFrame(columns=colnames)\n",
    "batsmenData['batsman'] = batsmen\n",
    "batsmenData['matches'] = fullMatches.values()\n",
    "batsmenData['hard_hitting_ability'] = hardHitting.values()\n",
    "batsmenData['finisher'] = finisher.values()\n",
    "batsmenData['fast_scoring_ability'] = fastScoring.values()\n",
    "batsmenData['consistency'] = consistency.values()\n",
    "batsmenData['running_between_wickets'] = running_between_wickets.values()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "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>matches</th>\n",
       "      <th>hard_hitting_ability</th>\n",
       "      <th>finisher</th>\n",
       "      <th>fast_scoring_ability</th>\n",
       "      <th>consistency</th>\n",
       "      <th>running_between_wickets</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>V Kohli</td>\n",
       "      <td>141</td>\n",
       "      <td>0.155695</td>\n",
       "      <td>0.163121</td>\n",
       "      <td>1.265884</td>\n",
       "      <td>37.483051</td>\n",
       "      <td>0.653220</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>G Gambhir</td>\n",
       "      <td>146</td>\n",
       "      <td>0.157879</td>\n",
       "      <td>0.102740</td>\n",
       "      <td>1.203612</td>\n",
       "      <td>31.541985</td>\n",
       "      <td>0.639225</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>SK Raina</td>\n",
       "      <td>157</td>\n",
       "      <td>0.170971</td>\n",
       "      <td>0.146497</td>\n",
       "      <td>1.349955</td>\n",
       "      <td>33.940299</td>\n",
       "      <td>0.679083</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>RG Sharma</td>\n",
       "      <td>153</td>\n",
       "      <td>0.160965</td>\n",
       "      <td>0.156863</td>\n",
       "      <td>1.284973</td>\n",
       "      <td>32.612403</td>\n",
       "      <td>0.638383</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>S Dhawan</td>\n",
       "      <td>126</td>\n",
       "      <td>0.157072</td>\n",
       "      <td>0.134921</td>\n",
       "      <td>1.185025</td>\n",
       "      <td>32.669725</td>\n",
       "      <td>0.604899</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     batsman  matches  hard_hitting_ability  finisher  fast_scoring_ability  \\\n",
       "0    V Kohli      141              0.155695  0.163121              1.265884   \n",
       "1  G Gambhir      146              0.157879  0.102740              1.203612   \n",
       "2   SK Raina      157              0.170971  0.146497              1.349955   \n",
       "3  RG Sharma      153              0.160965  0.156863              1.284973   \n",
       "4   S Dhawan      126              0.157072  0.134921              1.185025   \n",
       "\n",
       "   consistency  running_between_wickets  \n",
       "0    37.483051                 0.653220  \n",
       "1    31.541985                 0.639225  \n",
       "2    33.940299                 0.679083  \n",
       "3    32.612403                 0.638383  \n",
       "4    32.669725                 0.604899  "
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "batsmenData.head() "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(461, 7)"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "batsmenData.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import numpy as np\n",
    "# batsmenData.loc[batsmenData['consistency'] == np.inf] # \n",
    "np.isinf(batsmenData['consistency']).values.sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [],
   "source": [
    "batsmenData.to_csv('batsmenData.csv')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Clustering"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.mixture import GaussianMixture\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "batsmenData = pd.read_csv('batsmenData.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(212, 8)\n",
      "(212, 7)\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>Unnamed: 0</th>\n",
       "      <th>matches</th>\n",
       "      <th>hard_hitting_ability</th>\n",
       "      <th>finisher</th>\n",
       "      <th>fast_scoring_ability</th>\n",
       "      <th>consistency</th>\n",
       "      <th>running_between_wickets</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>141</td>\n",
       "      <td>0.155695</td>\n",
       "      <td>0.163121</td>\n",
       "      <td>1.265884</td>\n",
       "      <td>37.483051</td>\n",
       "      <td>0.653220</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>146</td>\n",
       "      <td>0.157879</td>\n",
       "      <td>0.102740</td>\n",
       "      <td>1.203612</td>\n",
       "      <td>31.541985</td>\n",
       "      <td>0.639225</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>157</td>\n",
       "      <td>0.170971</td>\n",
       "      <td>0.146497</td>\n",
       "      <td>1.349955</td>\n",
       "      <td>33.940299</td>\n",
       "      <td>0.679083</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>153</td>\n",
       "      <td>0.160965</td>\n",
       "      <td>0.156863</td>\n",
       "      <td>1.284973</td>\n",
       "      <td>32.612403</td>\n",
       "      <td>0.638383</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>126</td>\n",
       "      <td>0.157072</td>\n",
       "      <td>0.134921</td>\n",
       "      <td>1.185025</td>\n",
       "      <td>32.669725</td>\n",
       "      <td>0.604899</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Unnamed: 0  matches  hard_hitting_ability  finisher  fast_scoring_ability  \\\n",
       "0           0      141              0.155695  0.163121              1.265884   \n",
       "1           1      146              0.157879  0.102740              1.203612   \n",
       "2           2      157              0.170971  0.146497              1.349955   \n",
       "3           3      153              0.160965  0.156863              1.284973   \n",
       "4           4      126              0.157072  0.134921              1.185025   \n",
       "\n",
       "   consistency  running_between_wickets  \n",
       "0    37.483051                 0.653220  \n",
       "1    31.541985                 0.639225  \n",
       "2    33.940299                 0.679083  \n",
       "3    32.612403                 0.638383  \n",
       "4    32.669725                 0.604899  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = batsmenData.loc[batsmenData['matches'] >= 10]\n",
    "print(df.shape)\n",
    "df1 = df.drop(columns = ['batsman'])\n",
    "print(df1.shape)\n",
    "df1.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Unnamed: 0                 0\n",
       "matches                    0\n",
       "hard_hitting_ability       0\n",
       "finisher                   0\n",
       "fast_scoring_ability       0\n",
       "consistency                0\n",
       "running_between_wickets    0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1 = df1.replace(0, 0.001)\n",
    "(df1 == 0).sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "X = df1.to_numpy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "K = range(2,11)\n",
    "AIC = {}\n",
    "BIC = {}\n",
    "for k in K:\n",
    "    gm = GaussianMixture(n_components=k).fit(X)\n",
    "    AIC[k] = gm.aic(X)\n",
    "    BIC[k] = gm.bic(X)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7fe4a3de86a0>]"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(K, AIC.values())\n",
    "\n",
    "# plt.plot(K, BIC.values())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "dict_values([2792.9413159219735, 2674.5806023233317, 2544.2183281806733, 2470.528353210394, 2527.520472485593, 2474.617102824386, 2406.972108977942, 2343.5357132359286, 2318.793661548784])\n"
     ]
    }
   ],
   "source": [
    "print(AIC.values())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([1, 1, 1, 1, 1, 1, 2, 1, 2, 2, 2, 1, 2, 2, 2, 1, 2, 2, 4, 2, 2, 4,\n",
       "       4, 2, 2, 2, 2, 4, 4, 2, 4, 2, 4, 4, 2, 4, 0, 0, 4, 4, 0, 4, 4, 0,\n",
       "       0, 0, 0, 4, 4, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 4, 0,\n",
       "       0, 0, 0, 0, 0, 0, 4, 0, 0, 3, 0, 0, 0, 0, 0, 0, 0, 3, 3, 3, 0, 0,\n",
       "       3, 0, 0, 3, 3, 3, 0, 0, 0, 3, 3, 0, 3, 0, 0, 3, 3, 3, 3, 0, 3, 0,\n",
       "       0, 3, 3, 3, 3, 0, 3, 3, 3, 3, 3, 0, 3, 3, 3, 3, 3, 0, 0, 3, 3, 3,\n",
       "       3, 3, 3, 3, 3])"
      ]
     },
     "execution_count": 109,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gm = GaussianMixture(n_components=5).fit(X)\n",
    "gm.predict(X)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 121,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<ipython-input-121-c6822d068428>:1: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  df['k5'] = gm.predict(X)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "36          SC Ganguly\n",
       "37            AJ Finch\n",
       "40           SV Samson\n",
       "43           SS Tiwary\n",
       "44           DJ Hussey\n",
       "45          TM Dilshan\n",
       "46        F du Plessis\n",
       "49       Mandeep Singh\n",
       "50             KK Nair\n",
       "51         LMP Simmons\n",
       "52     Y Venugopal Rao\n",
       "53         LRPL Taylor\n",
       "54           ML Hayden\n",
       "55            HH Gibbs\n",
       "56           A Symonds\n",
       "57          GJ Maxwell\n",
       "58            CL White\n",
       "59        MC Henriques\n",
       "60        KP Pietersen\n",
       "61             M Vohra\n",
       "62            MS Bisla\n",
       "63          EJG Morgan\n",
       "65          MA Agarwal\n",
       "66            GC Smith\n",
       "67           KM Jadhav\n",
       "68             SS Iyer\n",
       "69           STR Binny\n",
       "70          AD Mathews\n",
       "71            KL Rahul\n",
       "73            AM Nayar\n",
       "74            TL Suman\n",
       "76           Q de Kock\n",
       "77           GJ Bailey\n",
       "78            AR Patel\n",
       "79            M Manhas\n",
       "80            SA Yadav\n",
       "81           RS Bopara\n",
       "82           PP Chawla\n",
       "87         JP Faulkner\n",
       "88             OA Shah\n",
       "90     Shakib Al Hasan\n",
       "91            A Mishra\n",
       "95             J Botha\n",
       "96           LR Shukla\n",
       "99        DT Christian\n",
       "103       DB Ravi Teja\n",
       "105            P Kumar\n",
       "106         MV Boucher\n",
       "114           R Bhatia\n",
       "116          KV Sharma\n",
       "117      R Vinay Kumar\n",
       "123            Y Nagar\n",
       "133           R Ashwin\n",
       "155           DW Steyn\n",
       "157            B Kumar\n",
       "Name: batsman, dtype: object"
      ]
     },
     "execution_count": 121,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['k5'] = gm.predict(X)\n",
    "df['batsman'].loc[df['k5'] == 0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([ 1.,  1.,  6., 12., 32., 46., 61., 39., 10.,  4.]),\n",
       " array([0.19607843, 0.26204751, 0.32801659, 0.39398567, 0.45995475,\n",
       "        0.52592383, 0.59189291, 0.65786199, 0.72383107, 0.78980015,\n",
       "        0.85576923]),\n",
       " <BarContainer object of 10 artists>)"
      ]
     },
     "execution_count": 85,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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fPuuat9JLUqPW6xi4JGkAC1ySGmWBS1KjLHBJapQFLkmNssAlqVEWuCQ16v8A0/gPvBFIjZYAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.hist(df1['running_between_wickets'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 159,
   "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>player</th>\n",
       "      <th>count</th>\n",
       "      <th>innings</th>\n",
       "      <th>bm4</th>\n",
       "      <th>totalwickets</th>\n",
       "      <th>bm5</th>\n",
       "      <th>X</th>\n",
       "      <th>Economy</th>\n",
       "      <th>Wicket.Taking.Ability</th>\n",
       "      <th>Consistency</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>309</td>\n",
       "      <td>Sohail Tanvir</td>\n",
       "      <td>2</td>\n",
       "      <td>11</td>\n",
       "      <td>0.181818</td>\n",
       "      <td>24</td>\n",
       "      <td>2.444444</td>\n",
       "      <td>140</td>\n",
       "      <td>6.226415</td>\n",
       "      <td>11.041667</td>\n",
       "      <td>11.458333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>13</td>\n",
       "      <td>A Zampa</td>\n",
       "      <td>1</td>\n",
       "      <td>11</td>\n",
       "      <td>0.090909</td>\n",
       "      <td>19</td>\n",
       "      <td>1.800000</td>\n",
       "      <td>157</td>\n",
       "      <td>7.493333</td>\n",
       "      <td>11.842105</td>\n",
       "      <td>14.789474</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>81</td>\n",
       "      <td>CRD Fernando</td>\n",
       "      <td>1</td>\n",
       "      <td>10</td>\n",
       "      <td>0.100000</td>\n",
       "      <td>19</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>147</td>\n",
       "      <td>7.373494</td>\n",
       "      <td>13.105263</td>\n",
       "      <td>16.105263</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>191</td>\n",
       "      <td>MF Maharoof</td>\n",
       "      <td>1</td>\n",
       "      <td>20</td>\n",
       "      <td>0.050000</td>\n",
       "      <td>33</td>\n",
       "      <td>1.684211</td>\n",
       "      <td>95</td>\n",
       "      <td>7.238095</td>\n",
       "      <td>13.363636</td>\n",
       "      <td>16.121212</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>343</td>\n",
       "      <td>WPUJC Vaas</td>\n",
       "      <td>0</td>\n",
       "      <td>13</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>22</td>\n",
       "      <td>1.692308</td>\n",
       "      <td>129</td>\n",
       "      <td>7.583333</td>\n",
       "      <td>13.090909</td>\n",
       "      <td>16.545455</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Unnamed: 0         player  count  innings       bm4  totalwickets  \\\n",
       "0         309  Sohail Tanvir      2       11  0.181818            24   \n",
       "1          13        A Zampa      1       11  0.090909            19   \n",
       "2          81   CRD Fernando      1       10  0.100000            19   \n",
       "3         191    MF Maharoof      1       20  0.050000            33   \n",
       "4         343     WPUJC Vaas      0       13  0.000000            22   \n",
       "\n",
       "        bm5    X   Economy  Wicket.Taking.Ability  Consistency  \n",
       "0  2.444444  140  6.226415              11.041667    11.458333  \n",
       "1  1.800000  157  7.493333              11.842105    14.789474  \n",
       "2  2.000000  147  7.373494              13.105263    16.105263  \n",
       "3  1.684211   95  7.238095              13.363636    16.121212  \n",
       "4  1.692308  129  7.583333              13.090909    16.545455  "
      ]
     },
     "execution_count": 159,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dfb = pd.read_csv(\"bowleratt.csv\")\n",
    "dfb.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 163,
   "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>innings</th>\n",
       "      <th>bm4</th>\n",
       "      <th>totalwickets</th>\n",
       "      <th>bm5</th>\n",
       "      <th>Economy</th>\n",
       "      <th>Wicket.Taking.Ability</th>\n",
       "      <th>Consistency</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>11</td>\n",
       "      <td>0.181818</td>\n",
       "      <td>24</td>\n",
       "      <td>2.444444</td>\n",
       "      <td>6.226415</td>\n",
       "      <td>11.041667</td>\n",
       "      <td>11.458333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>11</td>\n",
       "      <td>0.090909</td>\n",
       "      <td>19</td>\n",
       "      <td>1.800000</td>\n",
       "      <td>7.493333</td>\n",
       "      <td>11.842105</td>\n",
       "      <td>14.789474</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>10</td>\n",
       "      <td>0.100000</td>\n",
       "      <td>19</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>7.373494</td>\n",
       "      <td>13.105263</td>\n",
       "      <td>16.105263</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>20</td>\n",
       "      <td>0.050000</td>\n",
       "      <td>33</td>\n",
       "      <td>1.684211</td>\n",
       "      <td>7.238095</td>\n",
       "      <td>13.363636</td>\n",
       "      <td>16.121212</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>13</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>22</td>\n",
       "      <td>1.692308</td>\n",
       "      <td>7.583333</td>\n",
       "      <td>13.090909</td>\n",
       "      <td>16.545455</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   innings       bm4  totalwickets       bm5   Economy  Wicket.Taking.Ability  \\\n",
       "0       11  0.181818            24  2.444444  6.226415              11.041667   \n",
       "1       11  0.090909            19  1.800000  7.493333              11.842105   \n",
       "2       10  0.100000            19  2.000000  7.373494              13.105263   \n",
       "3       20  0.050000            33  1.684211  7.238095              13.363636   \n",
       "4       13  0.000000            22  1.692308  7.583333              13.090909   \n",
       "\n",
       "   Consistency  \n",
       "0    11.458333  \n",
       "1    14.789474  \n",
       "2    16.105263  \n",
       "3    16.121212  \n",
       "4    16.545455  "
      ]
     },
     "execution_count": 163,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bowlersData = dfb.drop(columns = ['Unnamed: 0', 'X', 'player','count'])\n",
    "bowlersData.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 165,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "innings                  0\n",
       "bm4                      0\n",
       "totalwickets             0\n",
       "bm5                      0\n",
       "Economy                  0\n",
       "Wicket.Taking.Ability    0\n",
       "Consistency              0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 165,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bowlersData = bowlersData.replace(0, 0.001)\n",
    "(bowlersData == 0).sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 166,
   "metadata": {},
   "outputs": [],
   "source": [
    "X = bowlersData.to_numpy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 167,
   "metadata": {},
   "outputs": [],
   "source": [
    "K = range(2,11)\n",
    "AIC = {}\n",
    "BIC = {}\n",
    "for k in K:\n",
    "    gm = GaussianMixture(n_components=k).fit(X)\n",
    "    AIC[k] = gm.aic(X)\n",
    "    BIC[k] = gm.bic(X)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 168,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7fbe856d22b0>]"
      ]
     },
     "execution_count": 168,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(K, AIC.values())\n",
    "plt.plot(K, BIC.values())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 183,
   "metadata": {},
   "outputs": [],
   "source": [
    "gm = GaussianMixture(n_components=4,random_state=12345).fit(X)\n",
    "dfb['k5'] = gm.predict(X)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 184,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "26           CH Morris\n",
       "27            MM Patel\n",
       "28      Sandeep Sharma\n",
       "33           S Aravind\n",
       "34          JD Unadkat\n",
       "35           YS Chahal\n",
       "41           RJ Harris\n",
       "47     Shakib Al Hasan\n",
       "51              P Negi\n",
       "55       Harmeet Singh\n",
       "56          MG Johnson\n",
       "62      MJ McClenaghan\n",
       "67             P Awana\n",
       "68         JP Faulkner\n",
       "69            SK Warne\n",
       "74       Iqbal Abdulla\n",
       "78           KV Sharma\n",
       "81           STR Binny\n",
       "87            AR Patel\n",
       "91            R Sharma\n",
       "94      M Muralitharan\n",
       "98          SK Trivedi\n",
       "99          KA Pollard\n",
       "102           HV Patel\n",
       "103          JJ Bumrah\n",
       "105       Yuvraj Singh\n",
       "108        NLTC Perera\n",
       "111        S Sreesanth\n",
       "118         PJ Sangwan\n",
       "119          SB Jakati\n",
       "122       DT Christian\n",
       "123       MC Henriques\n",
       "128           DR Smith\n",
       "134           VR Aaron\n",
       "139          YK Pathan\n",
       "140          JH Kallis\n",
       "145            MS Gony\n",
       "155         AB Agarkar\n",
       "163           SK Raina\n",
       "164           I Sharma\n",
       "Name: player, dtype: object"
      ]
     },
     "execution_count": 184,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dfb['player'].loc[dfb['k5'] == 3]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 176,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0"
      ]
     },
     "execution_count": 176,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sum(dfb['player'].value_counts().values > 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 185,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.cluster import KMeans"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 191,
   "metadata": {},
   "outputs": [],
   "source": [
    "X = df1.to_numpy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 192,
   "metadata": {},
   "outputs": [],
   "source": [
    "wcss = []\n",
    "for i in range(1,20):\n",
    "    km = KMeans(n_clusters=i, random_state=0).fit(X)\n",
    "    wcss.append(km.inertia_)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 193,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7fbe60ab14f0>]"
      ]
     },
     "execution_count": 193,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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T4OdSmFklcFBMgO+lMLNK4KCYAD8S1cwqgYNiAhbU17KgvsZBYWazmoNigrL3UvimOzObvcYdFJLeI+nxvKlb0uclXSHp1bz6R/PaXCppp6RnJZ2TVz9F0lNp2bWSlOp1km5P9UckrZ7Qp50Efi6Fmc124w6KiHg2ItZHxHrgFOAQcEdafE1uWUTcDSDpJGATcDKwEfi6pOq0/nXAFuCENG1M9UuA1yNiLXANcPV4+ztZWprq2dPloDCz2atUp57OBF6IiFeKrHMecFtE9EbES8BOYIOkFUBjRDwcEQHcDJyf1+amNP894Mzc0cZ00dLUwBuH+nirt7/cXTEzmxSlCopNwK157z8r6UlJWyUtSrVWYFfeOrtTrTXND60PahMR/UAXsKREfS6J1qMPMPJRhZnNThMOCklzgHOBv0+l64B3AeuBDuCruVULNI8i9WJthvZhi6R2Se2dnZ2j73wJtBy96c4D2mY2O5XiiOIjwC8iYh9AROyLiIGIyADfBDak9XYDq/LarQT2pPrKAvVBbSTVAAuBA0M7EBHXR0RbRLQ1NzeX4CONnm+6M7PZrhRBcRF5p53SmEPOBcC2NH8XsCldybSG7KD1oxHRARyUdGoaf7gYuDOvzeY0fyHwYBrHmDaWLaijSg4KM5u9aibSWNJc4Czgk3nlv5K0nuwpopdzyyJiu6TvAk8D/cBnImIgtfk0cCPQANyTJoAbgFsk7SR7JLFpIv2dDDXVVSxvrPf3PZnZrDWhoIiIQwwZXI6I/1Rk/auAqwrU24F1Beo9wMcn0sep4HspzGw2853ZJZANCg9mm9ns5KAogZamBjq6DpPxA4zMbBZyUJRAa1M9fQPBr970A4zMbPZxUJRAix9gZGazmIOiBI7dS+FxCjObfRwUJeCb7sxsNnNQlEBjfQ3z62p86snMZiUHRQlIyn7duIPCzGYhB0WJtDQ1+LkUZjYrOShKxDfdmdls5aAokdamBg68dYTDRwZGXtnMbAZxUJRIS1M9gE8/mdms46AokZaFvkTWzGYnB0WJ+F4KM5utHBQlsnxhPZIfiWpms4+DokRqq6tYtsD3UpjZ7OOgKCHfdGdms5GDooT8pDszm40cFCXU2tTAnq4eP8DIzGaVCQWFpJclPSXpcUntqbZY0v2Snk+vi/LWv1TSTknPSjonr35K2s5OSddKUqrXSbo91R+RtHoi/Z1sLU0NHOnP8NpbR8rdFTOzkinFEcWHImJ9RLSl918EHoiIE4AH0nsknQRsAk4GNgJfl1Sd2lwHbAFOSNPGVL8EeD0i1gLXAFeXoL+TxpfImtlsNBmnns4DbkrzNwHn59Vvi4jeiHgJ2AlskLQCaIyIhyMigJuHtMlt63vAmbmjjeno+MVzAXj0pQNl7omZWelMNCgCuE/SY5K2pNqyiOgASK/HpXorsCuv7e5Ua03zQ+uD2kREP9AFLBnaCUlbJLVLau/s7JzgRxq/dy+bz2knLOVrDzzPvm7fT2Fms8NEg+LfRsT7gY8An5F0epF1Cx0JRJF6sTaDCxHXR0RbRLQ1NzeP1OdJI4kvnbeOIwMZrvynp8vWDzOzUppQUETEnvS6H7gD2ADsS6eTSK/70+q7gVV5zVcCe1J9ZYH6oDaSaoCFwLQ+r7N66Tw++6G1/ODJDn787P6RG5iZTXPjDgpJ8yQtyM0DZwPbgLuAzWm1zcCdaf4uYFO6kmkN2UHrR9PpqYOSTk3jDxcPaZPb1oXAg2kcY1r75L97J+9snsef37mdnj5/7biZzWwTOaJYBvxU0hPAo8APIuKHwJeBsyQ9D5yV3hMR24HvAk8DPwQ+ExG5f0U/DXyL7AD3C8A9qX4DsETSTuALpCuopru6mmr+4vx1/OuBQ/zvB3eWuztmZhOiGfAH+pi0tbVFe3t7ubsBwBduf5x/fHIP93zuNNYet6Dc3TEzG5akx/JucxjEd2ZPoj/92InMnVPDZXdsY7YFsplVDgfFJFo6v44vfuS9PPLSAb7/i1fL3R0zs3FxUEyyT7St4pR3LOIv797B6/5qDzObgRwUk6yqSlx1wTq6Dvfx5XueKXd3zMzGzEExBd67vJH//ME13N6+i5+/PK1vAzEzexsHxRT53IdPoLWpgcvueIoj/Zlyd8fMbNQcFFNk7pwa/ue5J/Pcvje54acvlbs7Zmaj5qCYQh8+aRlnn7SMrz3wHLsOHCp3d8zMRsVBMcWuOPdkqiQuv2u7760wsxnBQTHFWpoa+MJZ7+bBZ/Zz7/a95e6OmdmIHBRl8Pu/tZoTVzRyxV1P82Zvf7m7Y2ZWlIOiDGqqq/jLC9ax72APf33fc+XujplZUQ6KMnnf8Yv4DxuO58b/9xLbXu0qd3fMzIbloCij/77xvSyeN4fL7niKgYwHts1senJQlNHChlr+7LdP4ondXXznkVfK3R0zs4IcFGV27q+38MG1S/mrHz7L/u6ecnfHzOxtHBRlJokvnb+O3oEMX/rBjnJ3x8zsbRwU08CapfP4L2e8i398Yg8PPddZ7u6YmQ3ioJgmPn3Gu3jn0nn82Z3b6OkbGLmBmdkUGXdQSFol6UeSdkjaLulzqX6FpFclPZ6mj+a1uVTSTknPSjonr36KpKfSsmslKdXrJN2e6o9IWj2Bzzqt1dVU8xfnr+OV1w7x9R/tLHd3zMyOmsgRRT/wRxFxInAq8BlJJ6Vl10TE+jTdDZCWbQJOBjYCX5dUnda/DtgCnJCmjal+CfB6RKwFrgGunkB/p73fWruUC97XynU/eYFbHn6ZvgF/HbmZld+4gyIiOiLiF2n+ILADaC3S5DzgtojojYiXgJ3ABkkrgMaIeDiy35J3M3B+Xpub0vz3gDNzRxuz1f/42Im8//hF/Nmd2znnbx7ivu17/eWBZlZWJRmjSKeE3gc8kkqflfSkpK2SFqVaK7Arr9nuVGtN80Prg9pERD/QBSwp8PO3SGqX1N7ZObMHg5fMr+O2LafyzYvbELDllsf4xPU/44ldb5S7a2ZWoSYcFJLmA98HPh8R3WRPI70LWA90AF/NrVqgeRSpF2szuBBxfUS0RURbc3Pz2D7ANCSJs05axr2fP52/OH8dL3a+yXl/93/5w1t/6edYmNmUm1BQSKolGxLfjoh/AIiIfRExEBEZ4JvAhrT6bmBVXvOVwJ5UX1mgPqiNpBpgIVAxD52uqa7iP576Dn783z7EH/77tdz/9F7O/OpPuOoHT9N1qK/c3TOzCjGRq54E3ADsiIi/zquvyFvtAmBbmr8L2JSuZFpDdtD60YjoAA5KOjVt82Lgzrw2m9P8hcCDUYEn7OfX1fBHZ7+HH//xhzhvfQvf+ulLnP6VH/Gtf3mR3n5fSmtmk0vj/XdX0geBfwGeAnKX5/wpcBHZ004BvAx8MoUBki4D/oDsFVOfj4h7Ur0NuBFoAO4B/jAiQlI9cAvZ8Y8DwKaIeLFYv9ra2qK9vX1cn2mm2NHRzf+65xkeeq6TVYsb+JON7+Vj/2YFs3yc38wmkaTHIqKt4LLZ9gd6JQRFzkPPdfKXd+/gmb0HWb+qics+diK/sXpxubtlZjNQsaDwndkz2OnvbuYH//U0vnLhr9HRdZiPf+NhPnlLOy92vlnurpnZLOIjilni8JEBbvjpi1z34xfo7c/wid9YxYWnrOTXVzZRVeVTUmZWnE89VZDOg7187YHnuO3RXfRnguWN9Zx98jLOOXk5G9YsprbaB5Fm9nYOigrUdaiPB5/dxw+37eUnz3XS05ehaW4tZ753GeecvIzT391MfW31yBsys4rgoKhwh48M8JPnOrlv+17+ecc+unv6aait5oz3NLNx3XI+9N7jaKyvLXc3zayMigVFzVR3xqZew5xqNq5bzsZ1y+kbyPCzF1/jh9v2ct/T+7hn215qq8VvvmspG09ezlknLaN5QV25u2xm04iPKCpYJhP8ctcb3Lt9L/du38srrx1CglOOX8TGdcs588RlrF4y1/dnmFUAn3qyEUUEz+w9mEJjHzs6ugFYUFfDe1cs4MQVjUen9yxbQMMcj2+YzSYOChuzf33tEP+ys5MdHd3s6DjIMx3dvHUk+3UhVYLVS+dx4opGTlrRyIkpSJY31vvow2yG8hiFjdnxS+bye0vecfR9JhPsev0QOzq6ebrjIDs6unli1xv84MmOo+s0za3lxOW5I49seKw9br6vrjKb4RwUNipVVeIdS+bxjiXz2Lju2Pc+dvf08UwKjtz0nUdfoafv2NP5ls6fw/KF9SxvbGDFwvo0X390fsXCBp/KMpvGHBQ2IY31tWxYs5gNa459x9RAJnjpV2+xo6ObFzvfYm93D3u7DrP79UO0v3KANwp8RfrChtq84BgcKs0L6miaW8vChloaaqt9estsijkorOSqq8Ta4+az9rj5BZcfPjLA3u4eOroOs7erh46unqOv+7p72PZqN796s7dg29pqsbChlsaGbHDkT02F6nOPzTtkzMbHQWFTrmFONWuWzmPN0nnDrtPbP8D+7l72dvfQebCXrsN9b5u6D/dx4K0jvNj5VvZ9Tx/Frs2orhKN9TU0NtSyoL6Gxvr811oaG2qyr0PWaUzL5tfVUOOvQLEK5KCwaamupppVi+eyavHcUbfJZIKDvf1054XJG4f6jobIwZ4+ug/3p/nsei//6hDdPdnQyV3VVUxDbTUL6mtYUF/D/BQq8+tqUq326HxjfS3zc+vVHQug+jnVzKmuoq6mykc3NmM4KGzWqKrS0dNMq0Ze/W36BzK82dvPwZ7+vHDJBkp3Tz8He/p4sye7/M3eY4HT0dVzdNlowiYnFxhzao69ZuerB9Wyr9XH1slrV1t9rDanZsh8Xq02r02uXpf382qr5eCyYTkozJKa6iqa5s6hae6ccQUNZAfy3+zp52Bv39FAOZgLnJ5+evsG6O3P0Nuf4Uh/ht7+gfSafX+0NpChty8bXL19mfQ+1XPrDmSKnmobq/zgqHtbUB2r5wdSXW0Vc6qr80KucGgNDsJjbWqrRW11FTXptbYqb97hNW04KMxKqLpK2QH0uZP/JYsRwUAmODKQHzIZ+gYyg2q5UBn0OkxYFQuxQ0f6eeNwNsB6h243zZdaTZWywVFVRW1NFTVVx0Kkprrq6PJqieqqoVMV1WKYWhXVVXnLJKqqjm0nfz43VUlUV5FeRc2Q9XLBmDvKG3q0V1tdeJ2ZEIgOCrMZSsr+I1lTXcXcOeXuTTa4hgZH7mho0FFT3jr9mdxr0D+Q4chA9rVvIEPfQNCfyb72pVr/QBx9n20bZFJgZiLoHwgGIujryzCQGWAgk7csE2Qy2ddcfSCOzWfy3h/b5tTsuznpqKpKQmLQa5Wy/62rBCLvfQotcWz9k1oW8rcXva/k/ZsRQSFpI/A1oBr4VkR8ucxdMrMhJKXTU7Pn5sncUdtABJkMx4JkSMjkH9nlQi17dBdHa/khmVsnW8uu0z+QIYBMBBGDXzOR7cux2rH3meBou+MXN0zKfpj2QSGpGvg74CxgN/BzSXdFxNPl7ZmZzXZHj9rK3ZEymwkXhW8AdkbEixFxBLgNOK/MfTIzqxgzIShagV1573en2lGStkhql9Te2dk5pZ0zM5vtZkJQFLocYNAQU0RcHxFtEdHW3Nw8Rd0yM6sMMyEodsOgy9pXAnvK1Bczs4ozE4Li58AJktZImgNsAu4qc5/MzCrGtB/Mj4h+SZ8F7iV7eezWiNhe5m6ZmVWMaR8UABFxN3B3ufthZlaJZsKpJzMzKyNFKb9VbBqQ1Am8MoFNLAV+VaLuTCb3s7RmSj9h5vTV/Sy9yezrOyKi4GWjsy4oJkpSe0S0lbsfI3E/S2um9BNmTl/dz9IrV1996snMzIpyUJiZWVEOire7vtwdGCX3s7RmSj9h5vTV/Sy9svTVYxRmZlaUjyjMzKwoB4WZmRVVkUEhaaOkZyXtlPTFAssl6dq0/ElJ7y9TP1dJ+pGkHZK2S/pcgXXOkNQl6fE0/XmZ+vqypKdSH9oLLC/7PpX0nrz99LikbkmfH7JO2fanpK2S9kvalldbLOl+Sc+n10XDtC36Oz0F/fyKpGfSf9s7JDUN07bo78kU9PMKSa/m/ff96DBtp2x/Funr7Xn9fFnS48O0nfx9GhEVNZH9vqgXgHcCc4AngJOGrPNR4B6yX3F+KvBImfq6Anh/ml8APFegr2cA/zQN9uvLwNIiy6fFPh3ye7CX7E1G02J/AqcD7we25dX+Cvhimv8icPUwn6Xo7/QU9PNsoCbNX12on6P5PZmCfl4B/PEofjembH8O19chy78K/Hm59mklHlGM5ol55wE3R9bPgCZJK6a6oxHRERG/SPMHgR0MeWjTDDIt9mmeM4EXImIid/GXVEQ8BBwYUj4PuCnN3wScX6DplD4FslA/I+K+iOhPb39G9nEAZTXM/hyNKX+qZrG+ShLwu8Ctk9mHYioxKEZ8Yt4o15lSklYD7wMeKbD4NyU9IekeSSdPbc+OCuA+SY9J2lJg+XTbp5sY/n+86bA/c5ZFRAdk/3AAjiuwznTbt39A9uixkJF+T6bCZ9Mpsq3DnMqbbvvzNGBfRDw/zPJJ36eVGBQjPjFvlOtMGUnzge8Dn4+I7iGLf0H29MmvA38L/J8p7l7Ov42I9wMfAT4j6fQhy6fNPlX2uSbnAn9fYPF02Z9jMZ327WVAP/DtYVYZ6fdksl0HvAtYD3SQPaUz1LTZn8lFFD+amPR9WolBMZon5k2bp+pJqiUbEt+OiH8YujwiuiPizTR/N1AraekUd5OI2JNe9wN3kD18zzdt9inZ/6F+ERH7hi6YLvszz77cKbr0ur/AOtNi30raDPw28HuRTp4PNYrfk0kVEfsiYiAiMsA3h/n502J/AkiqAX4HuH24daZin1ZiUIzmiXl3ARenK3VOBbpyh/9TKZ2bvAHYERF/Pcw6y9N6SNpA9r/pa1PXS5A0T9KC3DzZgc1tQ1abFvs0GfYvtOmwP4e4C9ic5jcDdxZYp+xPgZS0EfgT4NyIODTMOqP5PZlUQ8bFLhjm55d9f+b5MPBMROwutHDK9ulkjpRP14nsFTjPkb2y4bJU+xTwqTQv4O/S8qeAtjL184NkD3mfBB5P00eH9PWzwHayV2b8DPitMvTznennP5H6Mp336Vyy//AvzKtNi/1JNrw6gD6yf9VeAiwBHgCeT6+L07otwN3FfqenuJ87yZ7Xz/2efmNoP4f7PZnift6Sfv+eJPuP/4py78/h+prqN+Z+N/PWnfJ96q/wMDOzoirx1JOZmY2Bg8LMzIpyUJiZWVEOCjMzK8pBYWZmRTkozMysKAeFmZkV9f8Bw+1uOA3C2F4AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(wcss)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 195,
   "metadata": {},
   "outputs": [],
   "source": [
    "km = KMeans(n_clusters=5, random_state=0).fit(X)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 198,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXAAAAD4CAYAAAD1jb0+AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8vihELAAAACXBIWXMAAAsTAAALEwEAmpwYAAALhklEQVR4nO3dX4idB5nH8e9vky6VdRdbOgmhKTt7EcQiNIWhW+jNbqtL1ojpxXZRsOQikhuFCoLEvVm8y5V4szdBiwO67gZUElrY3RBbZEGqE61uSyoVyXZLQ2asK9Ybl9ZnL+btbpxOnJOZc87Lk/l+YHj/zDlznpeSb1/eOeedVBWSpH7+YOwBJEnbY8AlqSkDLklNGXBJasqAS1JTe+f5YnfddVctLi7O8yUlqb1Lly79vKoWNu6fa8AXFxdZWVmZ50tKUntJ/nOz/V5CkaSmDLgkNWXAJakpAy5JTRlwSWrKgEtSUwZckpoy4JLUlAGXpKbm+klMbd/iqafHHmEqrpw+OvYI0i3DM3BJasqAS1JTBlySmjLgktSUAZekpgy4JDVlwCWpKQMuSU0ZcElqyoBLUlMGXJKaMuCS1JQBl6SmDLgkNWXAJakpAy5JTRlwSWrKgEtSUwZckpoy4JLUlAGXpKYm+qv0Sa4AbwBvAW9W1VKSO4F/BhaBK8DfVtV/z2ZMSdJGN3MG/pdVdbiqlobtU8DFqjoEXBy2JUlzspNLKMeA5WF9GXh0x9NIkiY2acAL+Lckl5KcHPbtr6qrAMNy32ZPTHIyyUqSlbW1tZ1PLEkCJrwGDjxUVa8l2QdcSPLSpC9QVWeAMwBLS0u1jRklSZuY6Ay8ql4blqvAt4AHgGtJDgAMy9VZDSlJeqctA57kj5L88dvrwF8BLwDngePDw44D52Y1pCTpnSa5hLIf+FaStx//j1X1L0m+D5xNcgJ4BXhsdmNKkjbaMuBV9TPgvk32vw48MouhJElb85OYktSUAZekpgy4JDVlwCWpKQMuSU0ZcElqyoBLUlMGXJKaMuCS1JQBl6SmDLgkNWXAJakpAy5JTRlwSWrKgEtSUwZckpoy4JLUlAGXpKYMuCQ1ZcAlqSkDLklNGXBJasqAS1JTBlySmjLgktSUAZekpgy4JDU1ccCT7EnywyRPDdt3JrmQ5OVhecfsxpQkbXQzZ+BPAJev2z4FXKyqQ8DFYVuSNCcTBTzJQeAo8KXrdh8Dlof1ZeDRqU4mSfq9Jj0D/yLwWeC31+3bX1VXAYblvs2emORkkpUkK2trazuZVZJ0nS0DnuTDwGpVXdrOC1TVmapaqqqlhYWF7fwISdIm9k7wmIeAjyT5EHA78CdJvgpcS3Kgqq4mOQCsznJQSdLv2vIMvKo+V1UHq2oR+Cjw7ar6OHAeOD487DhwbmZTSpLeYSfvAz8NfDDJy8AHh21J0pxMcgnl/1TVs8Czw/rrwCPTH0mSNAk/iSlJTRlwSWrKgEtSUwZckpoy4JLUlAGXpKYMuCQ1ZcAlqSkDLklNGXBJasqAS1JTBlySmjLgktSUAZekpgy4JDVlwCWpKQMuSU0ZcElqyoBLUlMGXJKaMuCS1JQBl6SmDLgkNWXAJakpAy5JTRlwSWrKgEtSU3vHHkCSbmTx1NNjjzA1V04fnfrP3PIMPMntSb6X5EdJXkzy+WH/nUkuJHl5WN4x9ekkSTc0ySWU3wAPV9V9wGHgSJIHgVPAxao6BFwctiVJc7JlwGvdr4fN24avAo4By8P+ZeDRWQwoSdrcRL/ETLInyfPAKnChqp4D9lfVVYBhue8Gzz2ZZCXJytra2pTGliRNFPCqequqDgMHgQeSvH/SF6iqM1W1VFVLCwsL2xxTkrTRTb2NsKp+CTwLHAGuJTkAMCxXpz2cJOnGJnkXykKS9wzr7wI+ALwEnAeODw87Dpyb0YySpE1M8j7wA8Bykj2sB/9sVT2V5LvA2SQngFeAx2Y4pyRpgy0DXlU/Bu7fZP/rwCOzGEqStDU/Si9JTRlwSWrKgEtSUwZckpoy4JLUlAGXpKYMuCQ1ZcAlqSkDLklNGXBJasqAS1JTBlySmjLgktSUAZekpgy4JDVlwCWpKQMuSU0ZcElqyoBLUlOT/FFjaVSLp54ee4SpuXL66Ngj6BbiGbgkNWXAJakpAy5JTRlwSWrKgEtSUwZckpoy4JLU1JYBT3JPkmeSXE7yYpInhv13JrmQ5OVhecfsx5UkvW2SM/A3gc9U1fuAB4FPJrkXOAVcrKpDwMVhW5I0J1sGvKquVtUPhvU3gMvA3cAxYHl42DLw6IxmlCRt4qaugSdZBO4HngP2V9VVWI88sO8GzzmZZCXJytra2g7HlSS9beKAJ3k38A3g01X1q0mfV1VnqmqpqpYWFha2M6MkaRMTBTzJbazH+2tV9c1h97UkB4bvHwBWZzOiJGkzk7wLJcCXgctV9YXrvnUeOD6sHwfOTX88SdKNTHI72YeAx4H/SPL8sO/vgNPA2SQngFeAx2YyoSRpU1sGvKr+HcgNvv3IdMeRJE3KT2JKUlMGXJKaMuCS1JQBl6SmDLgkNdXmr9L7l8kl6Xd5Bi5JTRlwSWrKgEtSUwZckpoy4JLUlAGXpKYMuCQ1ZcAlqSkDLklNGXBJasqAS1JTBlySmjLgktSUAZekpgy4JDVlwCWpKQMuSU0ZcElqyoBLUlMGXJKaMuCS1NSWAU/yZJLVJC9ct+/OJBeSvDws75jtmJKkjSY5A/8KcGTDvlPAxao6BFwctiVJc7RlwKvqO8AvNuw+BiwP68vAo9MdS5K0le1eA99fVVcBhuW+Gz0wyckkK0lW1tbWtvlykqSNZv5LzKo6U1VLVbW0sLAw65eTpF1juwG/luQAwLBcnd5IkqRJbDfg54Hjw/px4Nx0xpEkTWrvVg9I8nXgL4C7krwK/D1wGjib5ATwCvDYLIeUdqvFU0+PPcLUXDl9dOwRbjlbBryqPnaDbz0y5VkkSTfBT2JKUlMGXJKaMuCS1JQBl6SmDLgkNWXAJakpAy5JTRlwSWrKgEtSUwZckpoy4JLUlAGXpKYMuCQ1ZcAlqSkDLklNGXBJasqAS1JTBlySmjLgktSUAZekpgy4JDVlwCWpKQMuSU0ZcElqyoBLUlMGXJKaMuCS1JQBl6SmdhTwJEeS/CTJT5OcmtZQkqStbTvgSfYA/wD8NXAv8LEk905rMEnS77eTM/AHgJ9W1c+q6n+AfwKOTWcsSdJWUlXbe2LyN8CRqvrEsP048OdV9akNjzsJnBw23wv8ZPvjzsVdwM/HHmIkHvvutZuPv8Ox/2lVLWzcuXcHPzCb7HvH/w2q6gxwZgevM1dJVqpqaew5xuCx785jh919/J2PfSeXUF4F7rlu+yDw2s7GkSRNaicB/z5wKMmfJflD4KPA+emMJUnayrYvoVTVm0k+BfwrsAd4sqpenNpk42lzuWcGPPbdazcff9tj3/YvMSVJ4/KTmJLUlAGXpKYM+GA33xYgyZNJVpO8MPYs85bkniTPJLmc5MUkT4w907wkuT3J95L8aDj2z48907wl2ZPkh0meGnuW7TDgeFsA4CvAkbGHGMmbwGeq6n3Ag8And9F/+98AD1fVfcBh4EiSB8cdae6eAC6PPcR2GfB1u/q2AFX1HeAXY88xhqq6WlU/GNbfYP0f893jTjUfte7Xw+Ztw9eueVdDkoPAUeBLY8+yXQZ83d3Af123/Sq75B+x/l+SReB+4LmRR5mb4RLC88AqcKGqds2xA18EPgv8duQ5ts2Ar5votgC6dSV5N/AN4NNV9aux55mXqnqrqg6z/knqB5K8f+SR5iLJh4HVqro09iw7YcDXeVuAXSzJbazH+2tV9c2x5xlDVf0SeJbd87uQh4CPJLnC+iXTh5N8ddyRbp4BX+dtAXapJAG+DFyuqi+MPc88JVlI8p5h/V3AB4CXRh1qTqrqc1V1sKoWWf/3/u2q+vjIY900A876bQGAt28LcBk4e4vcFmAiSb4OfBd4b5JXk5wYe6Y5egh4nPUzsOeHrw+NPdScHACeSfJj1k9iLlRVy7fT7VZ+lF6SmvIMXJKaMuCS1JQBl6SmDLgkNWXAJakpAy5JTRlwSWrqfwF1eJVCqiNlSgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "pred = km.predict(X)\n",
    "unique, counts = np.unique(km.labels_, return_counts=True)\n",
    "#unique = ('0', '1', '2','3','4')\n",
    "plt.bar(unique, counts)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 207,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0        V Kohli\n",
       "1      G Gambhir\n",
       "2       SK Raina\n",
       "3      RG Sharma\n",
       "4       S Dhawan\n",
       "5     RV Uthappa\n",
       "7       MS Dhoni\n",
       "11    KD Karthik\n",
       "15     YK Pathan\n",
       "Name: batsman, dtype: object"
      ]
     },
     "execution_count": 207,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# df['k5'] = pred\n",
    "df['batsman'].loc[df['k5'] == 3]\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}