RR vs PBKS Matchups.ipynb

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   "id": "criminal-consumption",
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   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import cufflinks as cf\n",
    "from plotly.offline import download_plotlyjs, init_notebook_mode, plot, iplot\n",
    "init_notebook_mode(connected=True)\n",
    "cf.go_offline()\n",
    "%matplotlib inline\n",
    "\n",
    "deliveries = pd.read_csv(\"IPL Ball-by-Ball 2008-2020.csv\")\n",
    "matches = pd.read_csv(\"IPL Matches 2008-2020.csv\")\n",
    "\n",
    "deliveries_matches = deliveries.merge(matches, how='left', on='id')\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "round-powder",
   "metadata": {},
   "outputs": [],
   "source": [
    "#Matchups to look forward to\n",
    "Buttler vs Shami\n",
    "M Ashwin vs Stokes\n",
    "M Ashwin vs Samson\n",
    "Shami vs Samson\n",
    "Shami vs Stokes\n",
    "Gopal vs Rahul\n",
    "Gopal vs Mayank\n",
    "Gopal vs Gayle\n",
    "Gopal vs Pooran\n",
    "Tewatia vs Rahul\n",
    "Tewatia vs Mayank\n",
    "Tewatia vs Gayle\n",
    "Tewatia vs Pooran\n",
    "Morris vs Rahul\n",
    "Morris vs Mayank\n",
    "Morris vs Gayle\n",
    "Morris vs Pooran\n",
    "Unadkat vs top 4"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "under-plaintiff",
   "metadata": {},
   "outputs": [],
   "source": [
    "RR_PBKS_Matchups = pd.DataFrame(columns=['Matchup','Balls', 'Runs', 'Wickets', 'Average', 'Strike Rate'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "alert-dependence",
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     "execution_count": 4,
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     "output_type": "execute_result"
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   ],
   "source": [
    "shami_vs_buttler = deliveries_matches[deliveries_matches['bowler'].str.endswith('Shami') & deliveries_matches['batsman'].str.endswith('Buttler')]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "chronic-columbia",
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       "      <th>99729</th>\n",
       "      <td>733975</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>SV Samson</td>\n",
       "      <td>KK Nair</td>\n",
       "      <td>Mohammed Shami</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
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       "      <td>Rajasthan Royals</td>\n",
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       "      <td>Rajasthan Royals</td>\n",
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       "      <td>1</td>\n",
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       "      <td>Delhi Daredevils</td>\n",
       "      <td>Delhi Daredevils</td>\n",
       "      <td>field</td>\n",
       "      <td>Rajasthan Royals</td>\n",
       "      <td>runs</td>\n",
       "      <td>10.0</td>\n",
       "      <td>N</td>\n",
       "      <td>D/L</td>\n",
       "      <td>KN Ananthapadmanabhan</td>\n",
       "      <td>Nitin Menon</td>\n",
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       "      <td>1</td>\n",
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       "      <td>SV Samson</td>\n",
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       "      <td>Mohammed Shami</td>\n",
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       "      <td>Rajasthan Royals</td>\n",
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       "      <td>VA Kulkarni</td>\n",
       "      <td>AK Chaudhary</td>\n",
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       "      <td>1178407</td>\n",
       "      <td>2</td>\n",
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       "      <td>SV Samson</td>\n",
       "      <td>RA Tripathi</td>\n",
       "      <td>Mohammed Shami</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
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       "      <td>Rajasthan Royals</td>\n",
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       "      <td>1178407</td>\n",
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       "      <td>1216527</td>\n",
       "      <td>2</td>\n",
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       "      <td>6</td>\n",
       "      <td>SV Samson</td>\n",
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       "      <td>Mohammed Shami</td>\n",
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       "      <td>1216527</td>\n",
       "      <td>2</td>\n",
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       "      <td>1</td>\n",
       "      <td>SV Samson</td>\n",
       "      <td>R Tewatia</td>\n",
       "      <td>Mohammed Shami</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>Rajasthan Royals</td>\n",
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       "<p>11 rows × 34 columns</p>\n",
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      "text/plain": [
       "             id  inning  over  ball    batsman  non_striker          bowler  \\\n",
       "99729    733975       2     4     3  SV Samson      KK Nair  Mohammed Shami   \n",
       "99732    733975       2     4     6  SV Samson      KK Nair  Mohammed Shami   \n",
       "151651  1136566       1     6     3  SV Samson    AM Rahane  Mohammed Shami   \n",
       "165586  1175359       2    15     2  SV Samson    SPD Smith  Mohammed Shami   \n",
       "165587  1175359       2    15     3  SV Samson    SPD Smith  Mohammed Shami   \n",
       "165589  1175359       2    15     5  SV Samson    SPD Smith  Mohammed Shami   \n",
       "172346  1178407       2     8     3  SV Samson  RA Tripathi  Mohammed Shami   \n",
       "172347  1178407       2     8     4  SV Samson  RA Tripathi  Mohammed Shami   \n",
       "172348  1178407       2     8     5  SV Samson  RA Tripathi  Mohammed Shami   \n",
       "187466  1216527       2     3     6  SV Samson    SPD Smith  Mohammed Shami   \n",
       "187541  1216527       2    16     1  SV Samson    R Tewatia  Mohammed Shami   \n",
       "\n",
       "        batsman_runs  extra_runs  total_runs  ...             team2  \\\n",
       "99729              1           0           1  ...  Rajasthan Royals   \n",
       "99732              1           0           1  ...  Rajasthan Royals   \n",
       "151651             1           0           1  ...  Delhi Daredevils   \n",
       "165586             6           0           6  ...   Kings XI Punjab   \n",
       "165587             1           0           1  ...   Kings XI Punjab   \n",
       "165589             1           0           1  ...   Kings XI Punjab   \n",
       "172346             4           0           4  ...  Rajasthan Royals   \n",
       "172347             4           0           4  ...  Rajasthan Royals   \n",
       "172348             1           0           1  ...  Rajasthan Royals   \n",
       "187466             3           0           3  ...  Rajasthan Royals   \n",
       "187541             0           0           0  ...  Rajasthan Royals   \n",
       "\n",
       "             toss_winner toss_decision            winner   result  \\\n",
       "99729   Rajasthan Royals         field  Rajasthan Royals  wickets   \n",
       "99732   Rajasthan Royals         field  Rajasthan Royals  wickets   \n",
       "151651  Delhi Daredevils         field  Rajasthan Royals     runs   \n",
       "165586  Rajasthan Royals         field   Kings XI Punjab     runs   \n",
       "165587  Rajasthan Royals         field   Kings XI Punjab     runs   \n",
       "165589  Rajasthan Royals         field   Kings XI Punjab     runs   \n",
       "172346  Rajasthan Royals         field   Kings XI Punjab     runs   \n",
       "172347  Rajasthan Royals         field   Kings XI Punjab     runs   \n",
       "172348  Rajasthan Royals         field   Kings XI Punjab     runs   \n",
       "187466  Rajasthan Royals         field  Rajasthan Royals  wickets   \n",
       "187541  Rajasthan Royals         field  Rajasthan Royals  wickets   \n",
       "\n",
       "       result_margin eliminator method                umpire1        umpire2  \n",
       "99729            7.0          N    NaN              SS Hazare         S Ravi  \n",
       "99732            7.0          N    NaN              SS Hazare         S Ravi  \n",
       "151651          10.0          N    D/L  KN Ananthapadmanabhan    Nitin Menon  \n",
       "165586          14.0          N    NaN  KN Ananthapadmanabhan  C Shamshuddin  \n",
       "165587          14.0          N    NaN  KN Ananthapadmanabhan  C Shamshuddin  \n",
       "165589          14.0          N    NaN  KN Ananthapadmanabhan  C Shamshuddin  \n",
       "172346          12.0          N    NaN            VA Kulkarni   AK Chaudhary  \n",
       "172347          12.0          N    NaN            VA Kulkarni   AK Chaudhary  \n",
       "172348          12.0          N    NaN            VA Kulkarni   AK Chaudhary  \n",
       "187466           4.0          N    NaN         RK Illingworth   K Srinivasan  \n",
       "187541           4.0          N    NaN         RK Illingworth   K Srinivasan  \n",
       "\n",
       "[11 rows x 34 columns]"
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   "source": [
    "shami_vs_samson = deliveries_matches[deliveries_matches['bowler'].str.endswith('Shami') & deliveries_matches['batsman'].str.endswith('Samson')]\n",
    "shami_vs_samson"
   ]
  },
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   "id": "sound-chart",
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       "      <th>batsman_runs</th>\n",
       "      <th>extra_runs</th>\n",
       "      <th>total_runs</th>\n",
       "      <th>...</th>\n",
       "      <th>team2</th>\n",
       "      <th>toss_winner</th>\n",
       "      <th>toss_decision</th>\n",
       "      <th>winner</th>\n",
       "      <th>result</th>\n",
       "      <th>result_margin</th>\n",
       "      <th>eliminator</th>\n",
       "      <th>method</th>\n",
       "      <th>umpire1</th>\n",
       "      <th>umpire2</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>148498</th>\n",
       "      <td>1082642</td>\n",
       "      <td>2</td>\n",
       "      <td>15</td>\n",
       "      <td>2</td>\n",
       "      <td>BA Stokes</td>\n",
       "      <td>MK Tiwary</td>\n",
       "      <td>Mohammed Shami</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>...</td>\n",
       "      <td>Rising Pune Supergiant</td>\n",
       "      <td>Delhi Daredevils</td>\n",
       "      <td>bat</td>\n",
       "      <td>Delhi Daredevils</td>\n",
       "      <td>runs</td>\n",
       "      <td>7.0</td>\n",
       "      <td>N</td>\n",
       "      <td>NaN</td>\n",
       "      <td>KN Ananthapadmanabhan</td>\n",
       "      <td>CK Nandan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>148499</th>\n",
       "      <td>1082642</td>\n",
       "      <td>2</td>\n",
       "      <td>15</td>\n",
       "      <td>3</td>\n",
       "      <td>BA Stokes</td>\n",
       "      <td>MK Tiwary</td>\n",
       "      <td>Mohammed Shami</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>Rising Pune Supergiant</td>\n",
       "      <td>Delhi Daredevils</td>\n",
       "      <td>bat</td>\n",
       "      <td>Delhi Daredevils</td>\n",
       "      <td>runs</td>\n",
       "      <td>7.0</td>\n",
       "      <td>N</td>\n",
       "      <td>NaN</td>\n",
       "      <td>KN Ananthapadmanabhan</td>\n",
       "      <td>CK Nandan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>148500</th>\n",
       "      <td>1082642</td>\n",
       "      <td>2</td>\n",
       "      <td>15</td>\n",
       "      <td>4</td>\n",
       "      <td>BA Stokes</td>\n",
       "      <td>MK Tiwary</td>\n",
       "      <td>Mohammed Shami</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>Rising Pune Supergiant</td>\n",
       "      <td>Delhi Daredevils</td>\n",
       "      <td>bat</td>\n",
       "      <td>Delhi Daredevils</td>\n",
       "      <td>runs</td>\n",
       "      <td>7.0</td>\n",
       "      <td>N</td>\n",
       "      <td>NaN</td>\n",
       "      <td>KN Ananthapadmanabhan</td>\n",
       "      <td>CK Nandan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>148501</th>\n",
       "      <td>1082642</td>\n",
       "      <td>2</td>\n",
       "      <td>15</td>\n",
       "      <td>5</td>\n",
       "      <td>BA Stokes</td>\n",
       "      <td>MK Tiwary</td>\n",
       "      <td>Mohammed Shami</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>Rising Pune Supergiant</td>\n",
       "      <td>Delhi Daredevils</td>\n",
       "      <td>bat</td>\n",
       "      <td>Delhi Daredevils</td>\n",
       "      <td>runs</td>\n",
       "      <td>7.0</td>\n",
       "      <td>N</td>\n",
       "      <td>NaN</td>\n",
       "      <td>KN Ananthapadmanabhan</td>\n",
       "      <td>CK Nandan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>189964</th>\n",
       "      <td>1216537</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>BA Stokes</td>\n",
       "      <td>RV Uthappa</td>\n",
       "      <td>Mohammed Shami</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>...</td>\n",
       "      <td>Rajasthan Royals</td>\n",
       "      <td>Rajasthan Royals</td>\n",
       "      <td>field</td>\n",
       "      <td>Rajasthan Royals</td>\n",
       "      <td>wickets</td>\n",
       "      <td>7.0</td>\n",
       "      <td>N</td>\n",
       "      <td>NaN</td>\n",
       "      <td>CB Gaffaney</td>\n",
       "      <td>S Ravi</td>\n",
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       "    <tr>\n",
       "      <th>189965</th>\n",
       "      <td>1216537</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>BA Stokes</td>\n",
       "      <td>RV Uthappa</td>\n",
       "      <td>Mohammed Shami</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>Rajasthan Royals</td>\n",
       "      <td>Rajasthan Royals</td>\n",
       "      <td>field</td>\n",
       "      <td>Rajasthan Royals</td>\n",
       "      <td>wickets</td>\n",
       "      <td>7.0</td>\n",
       "      <td>N</td>\n",
       "      <td>NaN</td>\n",
       "      <td>CB Gaffaney</td>\n",
       "      <td>S Ravi</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>189966</th>\n",
       "      <td>1216537</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>BA Stokes</td>\n",
       "      <td>RV Uthappa</td>\n",
       "      <td>Mohammed Shami</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>Rajasthan Royals</td>\n",
       "      <td>Rajasthan Royals</td>\n",
       "      <td>field</td>\n",
       "      <td>Rajasthan Royals</td>\n",
       "      <td>wickets</td>\n",
       "      <td>7.0</td>\n",
       "      <td>N</td>\n",
       "      <td>NaN</td>\n",
       "      <td>CB Gaffaney</td>\n",
       "      <td>S Ravi</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>189967</th>\n",
       "      <td>1216537</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>BA Stokes</td>\n",
       "      <td>RV Uthappa</td>\n",
       "      <td>Mohammed Shami</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>Rajasthan Royals</td>\n",
       "      <td>Rajasthan Royals</td>\n",
       "      <td>field</td>\n",
       "      <td>Rajasthan Royals</td>\n",
       "      <td>wickets</td>\n",
       "      <td>7.0</td>\n",
       "      <td>N</td>\n",
       "      <td>NaN</td>\n",
       "      <td>CB Gaffaney</td>\n",
       "      <td>S Ravi</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>189986</th>\n",
       "      <td>1216537</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>BA Stokes</td>\n",
       "      <td>RV Uthappa</td>\n",
       "      <td>Mohammed Shami</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>...</td>\n",
       "      <td>Rajasthan Royals</td>\n",
       "      <td>Rajasthan Royals</td>\n",
       "      <td>field</td>\n",
       "      <td>Rajasthan Royals</td>\n",
       "      <td>wickets</td>\n",
       "      <td>7.0</td>\n",
       "      <td>N</td>\n",
       "      <td>NaN</td>\n",
       "      <td>CB Gaffaney</td>\n",
       "      <td>S Ravi</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>189987</th>\n",
       "      <td>1216537</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>BA Stokes</td>\n",
       "      <td>RV Uthappa</td>\n",
       "      <td>Mohammed Shami</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>Rajasthan Royals</td>\n",
       "      <td>Rajasthan Royals</td>\n",
       "      <td>field</td>\n",
       "      <td>Rajasthan Royals</td>\n",
       "      <td>wickets</td>\n",
       "      <td>7.0</td>\n",
       "      <td>N</td>\n",
       "      <td>NaN</td>\n",
       "      <td>CB Gaffaney</td>\n",
       "      <td>S Ravi</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>189988</th>\n",
       "      <td>1216537</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>BA Stokes</td>\n",
       "      <td>RV Uthappa</td>\n",
       "      <td>Mohammed Shami</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>Rajasthan Royals</td>\n",
       "      <td>Rajasthan Royals</td>\n",
       "      <td>field</td>\n",
       "      <td>Rajasthan Royals</td>\n",
       "      <td>wickets</td>\n",
       "      <td>7.0</td>\n",
       "      <td>N</td>\n",
       "      <td>NaN</td>\n",
       "      <td>CB Gaffaney</td>\n",
       "      <td>S Ravi</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>189989</th>\n",
       "      <td>1216537</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>BA Stokes</td>\n",
       "      <td>RV Uthappa</td>\n",
       "      <td>Mohammed Shami</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>Rajasthan Royals</td>\n",
       "      <td>Rajasthan Royals</td>\n",
       "      <td>field</td>\n",
       "      <td>Rajasthan Royals</td>\n",
       "      <td>wickets</td>\n",
       "      <td>7.0</td>\n",
       "      <td>N</td>\n",
       "      <td>NaN</td>\n",
       "      <td>CB Gaffaney</td>\n",
       "      <td>S Ravi</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>12 rows × 34 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             id  inning  over  ball    batsman non_striker          bowler  \\\n",
       "148498  1082642       2    15     2  BA Stokes   MK Tiwary  Mohammed Shami   \n",
       "148499  1082642       2    15     3  BA Stokes   MK Tiwary  Mohammed Shami   \n",
       "148500  1082642       2    15     4  BA Stokes   MK Tiwary  Mohammed Shami   \n",
       "148501  1082642       2    15     5  BA Stokes   MK Tiwary  Mohammed Shami   \n",
       "189964  1216537       2     4     2  BA Stokes  RV Uthappa  Mohammed Shami   \n",
       "189965  1216537       2     4     3  BA Stokes  RV Uthappa  Mohammed Shami   \n",
       "189966  1216537       2     4     4  BA Stokes  RV Uthappa  Mohammed Shami   \n",
       "189967  1216537       2     4     5  BA Stokes  RV Uthappa  Mohammed Shami   \n",
       "189986  1216537       2     1     2  BA Stokes  RV Uthappa  Mohammed Shami   \n",
       "189987  1216537       2     1     3  BA Stokes  RV Uthappa  Mohammed Shami   \n",
       "189988  1216537       2     1     4  BA Stokes  RV Uthappa  Mohammed Shami   \n",
       "189989  1216537       2     1     5  BA Stokes  RV Uthappa  Mohammed Shami   \n",
       "\n",
       "        batsman_runs  extra_runs  total_runs  ...                   team2  \\\n",
       "148498             6           0           6  ...  Rising Pune Supergiant   \n",
       "148499             0           1           1  ...  Rising Pune Supergiant   \n",
       "148500             0           0           0  ...  Rising Pune Supergiant   \n",
       "148501             0           0           0  ...  Rising Pune Supergiant   \n",
       "189964             4           0           4  ...        Rajasthan Royals   \n",
       "189965             0           0           0  ...        Rajasthan Royals   \n",
       "189966             0           0           0  ...        Rajasthan Royals   \n",
       "189967             1           0           1  ...        Rajasthan Royals   \n",
       "189986             4           0           4  ...        Rajasthan Royals   \n",
       "189987             0           0           0  ...        Rajasthan Royals   \n",
       "189988             0           0           0  ...        Rajasthan Royals   \n",
       "189989             1           0           1  ...        Rajasthan Royals   \n",
       "\n",
       "             toss_winner toss_decision            winner   result  \\\n",
       "148498  Delhi Daredevils           bat  Delhi Daredevils     runs   \n",
       "148499  Delhi Daredevils           bat  Delhi Daredevils     runs   \n",
       "148500  Delhi Daredevils           bat  Delhi Daredevils     runs   \n",
       "148501  Delhi Daredevils           bat  Delhi Daredevils     runs   \n",
       "189964  Rajasthan Royals         field  Rajasthan Royals  wickets   \n",
       "189965  Rajasthan Royals         field  Rajasthan Royals  wickets   \n",
       "189966  Rajasthan Royals         field  Rajasthan Royals  wickets   \n",
       "189967  Rajasthan Royals         field  Rajasthan Royals  wickets   \n",
       "189986  Rajasthan Royals         field  Rajasthan Royals  wickets   \n",
       "189987  Rajasthan Royals         field  Rajasthan Royals  wickets   \n",
       "189988  Rajasthan Royals         field  Rajasthan Royals  wickets   \n",
       "189989  Rajasthan Royals         field  Rajasthan Royals  wickets   \n",
       "\n",
       "       result_margin eliminator method                umpire1    umpire2  \n",
       "148498           7.0          N    NaN  KN Ananthapadmanabhan  CK Nandan  \n",
       "148499           7.0          N    NaN  KN Ananthapadmanabhan  CK Nandan  \n",
       "148500           7.0          N    NaN  KN Ananthapadmanabhan  CK Nandan  \n",
       "148501           7.0          N    NaN  KN Ananthapadmanabhan  CK Nandan  \n",
       "189964           7.0          N    NaN            CB Gaffaney     S Ravi  \n",
       "189965           7.0          N    NaN            CB Gaffaney     S Ravi  \n",
       "189966           7.0          N    NaN            CB Gaffaney     S Ravi  \n",
       "189967           7.0          N    NaN            CB Gaffaney     S Ravi  \n",
       "189986           7.0          N    NaN            CB Gaffaney     S Ravi  \n",
       "189987           7.0          N    NaN            CB Gaffaney     S Ravi  \n",
       "189988           7.0          N    NaN            CB Gaffaney     S Ravi  \n",
       "189989           7.0          N    NaN            CB Gaffaney     S Ravi  \n",
       "\n",
       "[12 rows x 34 columns]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "shami_vs_stokes = deliveries_matches[deliveries_matches['bowler'].str.endswith('Shami') & deliveries_matches['batsman'].str.endswith('Stokes')]\n",
    "shami_vs_stokes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "quantitative-morrison",
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
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       "      <td>1</td>\n",
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       "      <td>Rajasthan Royals</td>\n",
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       "      <td>Rajasthan Royals</td>\n",
       "      <td>Kings XI Punjab</td>\n",
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       "      <td>Kings XI Punjab</td>\n",
       "      <td>wickets</td>\n",
       "      <td>6.0</td>\n",
       "      <td>N</td>\n",
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       "      <td>C Shamshuddin</td>\n",
       "      <td>S Ravi</td>\n",
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       "      <td>2</td>\n",
       "      <td>KL Rahul</td>\n",
       "      <td>MP Stoinis</td>\n",
       "      <td>S Gopal</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>Rajasthan Royals</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>field</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>wickets</td>\n",
       "      <td>6.0</td>\n",
       "      <td>N</td>\n",
       "      <td>NaN</td>\n",
       "      <td>C Shamshuddin</td>\n",
       "      <td>S Ravi</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>159360</th>\n",
       "      <td>1136598</td>\n",
       "      <td>2</td>\n",
       "      <td>7</td>\n",
       "      <td>2</td>\n",
       "      <td>KL Rahul</td>\n",
       "      <td>KK Nair</td>\n",
       "      <td>S Gopal</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>...</td>\n",
       "      <td>Rajasthan Royals</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>field</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>wickets</td>\n",
       "      <td>6.0</td>\n",
       "      <td>N</td>\n",
       "      <td>NaN</td>\n",
       "      <td>C Shamshuddin</td>\n",
       "      <td>S Ravi</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>159361</th>\n",
       "      <td>1136598</td>\n",
       "      <td>2</td>\n",
       "      <td>7</td>\n",
       "      <td>3</td>\n",
       "      <td>KL Rahul</td>\n",
       "      <td>KK Nair</td>\n",
       "      <td>S Gopal</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>Rajasthan Royals</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>field</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>wickets</td>\n",
       "      <td>6.0</td>\n",
       "      <td>N</td>\n",
       "      <td>NaN</td>\n",
       "      <td>C Shamshuddin</td>\n",
       "      <td>S Ravi</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>159364</th>\n",
       "      <td>1136598</td>\n",
       "      <td>2</td>\n",
       "      <td>7</td>\n",
       "      <td>6</td>\n",
       "      <td>KL Rahul</td>\n",
       "      <td>KK Nair</td>\n",
       "      <td>S Gopal</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>Rajasthan Royals</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>field</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>wickets</td>\n",
       "      <td>6.0</td>\n",
       "      <td>N</td>\n",
       "      <td>NaN</td>\n",
       "      <td>C Shamshuddin</td>\n",
       "      <td>S Ravi</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>172252</th>\n",
       "      <td>1178407</td>\n",
       "      <td>1</td>\n",
       "      <td>7</td>\n",
       "      <td>2</td>\n",
       "      <td>KL Rahul</td>\n",
       "      <td>MA Agarwal</td>\n",
       "      <td>S Gopal</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>Rajasthan Royals</td>\n",
       "      <td>Rajasthan Royals</td>\n",
       "      <td>field</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>runs</td>\n",
       "      <td>12.0</td>\n",
       "      <td>N</td>\n",
       "      <td>NaN</td>\n",
       "      <td>VA Kulkarni</td>\n",
       "      <td>AK Chaudhary</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>172256</th>\n",
       "      <td>1178407</td>\n",
       "      <td>1</td>\n",
       "      <td>7</td>\n",
       "      <td>6</td>\n",
       "      <td>KL Rahul</td>\n",
       "      <td>MA Agarwal</td>\n",
       "      <td>S Gopal</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>Rajasthan Royals</td>\n",
       "      <td>Rajasthan Royals</td>\n",
       "      <td>field</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>runs</td>\n",
       "      <td>12.0</td>\n",
       "      <td>N</td>\n",
       "      <td>NaN</td>\n",
       "      <td>VA Kulkarni</td>\n",
       "      <td>AK Chaudhary</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>172263</th>\n",
       "      <td>1178407</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "      <td>KL Rahul</td>\n",
       "      <td>DA Miller</td>\n",
       "      <td>S Gopal</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>Rajasthan Royals</td>\n",
       "      <td>Rajasthan Royals</td>\n",
       "      <td>field</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>runs</td>\n",
       "      <td>12.0</td>\n",
       "      <td>N</td>\n",
       "      <td>NaN</td>\n",
       "      <td>VA Kulkarni</td>\n",
       "      <td>AK Chaudhary</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>172265</th>\n",
       "      <td>1178407</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>3</td>\n",
       "      <td>KL Rahul</td>\n",
       "      <td>DA Miller</td>\n",
       "      <td>S Gopal</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>Rajasthan Royals</td>\n",
       "      <td>Rajasthan Royals</td>\n",
       "      <td>field</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>runs</td>\n",
       "      <td>12.0</td>\n",
       "      <td>N</td>\n",
       "      <td>NaN</td>\n",
       "      <td>VA Kulkarni</td>\n",
       "      <td>AK Chaudhary</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>172267</th>\n",
       "      <td>1178407</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>5</td>\n",
       "      <td>KL Rahul</td>\n",
       "      <td>DA Miller</td>\n",
       "      <td>S Gopal</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>Rajasthan Royals</td>\n",
       "      <td>Rajasthan Royals</td>\n",
       "      <td>field</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>runs</td>\n",
       "      <td>12.0</td>\n",
       "      <td>N</td>\n",
       "      <td>NaN</td>\n",
       "      <td>VA Kulkarni</td>\n",
       "      <td>AK Chaudhary</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>172268</th>\n",
       "      <td>1178407</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>6</td>\n",
       "      <td>KL Rahul</td>\n",
       "      <td>DA Miller</td>\n",
       "      <td>S Gopal</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>Rajasthan Royals</td>\n",
       "      <td>Rajasthan Royals</td>\n",
       "      <td>field</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>runs</td>\n",
       "      <td>12.0</td>\n",
       "      <td>N</td>\n",
       "      <td>NaN</td>\n",
       "      <td>VA Kulkarni</td>\n",
       "      <td>AK Chaudhary</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>172281</th>\n",
       "      <td>1178407</td>\n",
       "      <td>1</td>\n",
       "      <td>12</td>\n",
       "      <td>1</td>\n",
       "      <td>KL Rahul</td>\n",
       "      <td>DA Miller</td>\n",
       "      <td>S Gopal</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>Rajasthan Royals</td>\n",
       "      <td>Rajasthan Royals</td>\n",
       "      <td>field</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>runs</td>\n",
       "      <td>12.0</td>\n",
       "      <td>N</td>\n",
       "      <td>NaN</td>\n",
       "      <td>VA Kulkarni</td>\n",
       "      <td>AK Chaudhary</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>172285</th>\n",
       "      <td>1178407</td>\n",
       "      <td>1</td>\n",
       "      <td>12</td>\n",
       "      <td>5</td>\n",
       "      <td>KL Rahul</td>\n",
       "      <td>DA Miller</td>\n",
       "      <td>S Gopal</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>Rajasthan Royals</td>\n",
       "      <td>Rajasthan Royals</td>\n",
       "      <td>field</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>runs</td>\n",
       "      <td>12.0</td>\n",
       "      <td>N</td>\n",
       "      <td>NaN</td>\n",
       "      <td>VA Kulkarni</td>\n",
       "      <td>AK Chaudhary</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>172301</th>\n",
       "      <td>1178407</td>\n",
       "      <td>1</td>\n",
       "      <td>15</td>\n",
       "      <td>2</td>\n",
       "      <td>KL Rahul</td>\n",
       "      <td>DA Miller</td>\n",
       "      <td>S Gopal</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>Rajasthan Royals</td>\n",
       "      <td>Rajasthan Royals</td>\n",
       "      <td>field</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>runs</td>\n",
       "      <td>12.0</td>\n",
       "      <td>N</td>\n",
       "      <td>NaN</td>\n",
       "      <td>VA Kulkarni</td>\n",
       "      <td>AK Chaudhary</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>172302</th>\n",
       "      <td>1178407</td>\n",
       "      <td>1</td>\n",
       "      <td>15</td>\n",
       "      <td>3</td>\n",
       "      <td>KL Rahul</td>\n",
       "      <td>DA Miller</td>\n",
       "      <td>S Gopal</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>Rajasthan Royals</td>\n",
       "      <td>Rajasthan Royals</td>\n",
       "      <td>field</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>runs</td>\n",
       "      <td>12.0</td>\n",
       "      <td>N</td>\n",
       "      <td>NaN</td>\n",
       "      <td>VA Kulkarni</td>\n",
       "      <td>AK Chaudhary</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>172304</th>\n",
       "      <td>1178407</td>\n",
       "      <td>1</td>\n",
       "      <td>15</td>\n",
       "      <td>5</td>\n",
       "      <td>KL Rahul</td>\n",
       "      <td>DA Miller</td>\n",
       "      <td>S Gopal</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>Rajasthan Royals</td>\n",
       "      <td>Rajasthan Royals</td>\n",
       "      <td>field</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>runs</td>\n",
       "      <td>12.0</td>\n",
       "      <td>N</td>\n",
       "      <td>NaN</td>\n",
       "      <td>VA Kulkarni</td>\n",
       "      <td>AK Chaudhary</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>172305</th>\n",
       "      <td>1178407</td>\n",
       "      <td>1</td>\n",
       "      <td>15</td>\n",
       "      <td>6</td>\n",
       "      <td>KL Rahul</td>\n",
       "      <td>DA Miller</td>\n",
       "      <td>S Gopal</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>Rajasthan Royals</td>\n",
       "      <td>Rajasthan Royals</td>\n",
       "      <td>field</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>runs</td>\n",
       "      <td>12.0</td>\n",
       "      <td>N</td>\n",
       "      <td>NaN</td>\n",
       "      <td>VA Kulkarni</td>\n",
       "      <td>AK Chaudhary</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>187400</th>\n",
       "      <td>1216527</td>\n",
       "      <td>1</td>\n",
       "      <td>12</td>\n",
       "      <td>7</td>\n",
       "      <td>KL Rahul</td>\n",
       "      <td>MA Agarwal</td>\n",
       "      <td>S Gopal</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>Rajasthan Royals</td>\n",
       "      <td>Rajasthan Royals</td>\n",
       "      <td>field</td>\n",
       "      <td>Rajasthan Royals</td>\n",
       "      <td>wickets</td>\n",
       "      <td>4.0</td>\n",
       "      <td>N</td>\n",
       "      <td>NaN</td>\n",
       "      <td>RK Illingworth</td>\n",
       "      <td>K Srinivasan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>187414</th>\n",
       "      <td>1216527</td>\n",
       "      <td>1</td>\n",
       "      <td>14</td>\n",
       "      <td>1</td>\n",
       "      <td>KL Rahul</td>\n",
       "      <td>MA Agarwal</td>\n",
       "      <td>S Gopal</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>...</td>\n",
       "      <td>Rajasthan Royals</td>\n",
       "      <td>Rajasthan Royals</td>\n",
       "      <td>field</td>\n",
       "      <td>Rajasthan Royals</td>\n",
       "      <td>wickets</td>\n",
       "      <td>4.0</td>\n",
       "      <td>N</td>\n",
       "      <td>NaN</td>\n",
       "      <td>RK Illingworth</td>\n",
       "      <td>K Srinivasan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>187415</th>\n",
       "      <td>1216527</td>\n",
       "      <td>1</td>\n",
       "      <td>14</td>\n",
       "      <td>2</td>\n",
       "      <td>KL Rahul</td>\n",
       "      <td>MA Agarwal</td>\n",
       "      <td>S Gopal</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>Rajasthan Royals</td>\n",
       "      <td>Rajasthan Royals</td>\n",
       "      <td>field</td>\n",
       "      <td>Rajasthan Royals</td>\n",
       "      <td>wickets</td>\n",
       "      <td>4.0</td>\n",
       "      <td>N</td>\n",
       "      <td>NaN</td>\n",
       "      <td>RK Illingworth</td>\n",
       "      <td>K Srinivasan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>187417</th>\n",
       "      <td>1216527</td>\n",
       "      <td>1</td>\n",
       "      <td>14</td>\n",
       "      <td>4</td>\n",
       "      <td>KL Rahul</td>\n",
       "      <td>MA Agarwal</td>\n",
       "      <td>S Gopal</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>Rajasthan Royals</td>\n",
       "      <td>Rajasthan Royals</td>\n",
       "      <td>field</td>\n",
       "      <td>Rajasthan Royals</td>\n",
       "      <td>wickets</td>\n",
       "      <td>4.0</td>\n",
       "      <td>N</td>\n",
       "      <td>NaN</td>\n",
       "      <td>RK Illingworth</td>\n",
       "      <td>K Srinivasan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>187418</th>\n",
       "      <td>1216527</td>\n",
       "      <td>1</td>\n",
       "      <td>14</td>\n",
       "      <td>5</td>\n",
       "      <td>KL Rahul</td>\n",
       "      <td>MA Agarwal</td>\n",
       "      <td>S Gopal</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>Rajasthan Royals</td>\n",
       "      <td>Rajasthan Royals</td>\n",
       "      <td>field</td>\n",
       "      <td>Rajasthan Royals</td>\n",
       "      <td>wickets</td>\n",
       "      <td>4.0</td>\n",
       "      <td>N</td>\n",
       "      <td>NaN</td>\n",
       "      <td>RK Illingworth</td>\n",
       "      <td>K Srinivasan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>187593</th>\n",
       "      <td>1216527</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>KL Rahul</td>\n",
       "      <td>MA Agarwal</td>\n",
       "      <td>S Gopal</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>Rajasthan Royals</td>\n",
       "      <td>Rajasthan Royals</td>\n",
       "      <td>field</td>\n",
       "      <td>Rajasthan Royals</td>\n",
       "      <td>wickets</td>\n",
       "      <td>4.0</td>\n",
       "      <td>N</td>\n",
       "      <td>NaN</td>\n",
       "      <td>RK Illingworth</td>\n",
       "      <td>K Srinivasan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>187594</th>\n",
       "      <td>1216527</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>KL Rahul</td>\n",
       "      <td>MA Agarwal</td>\n",
       "      <td>S Gopal</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>Rajasthan Royals</td>\n",
       "      <td>Rajasthan Royals</td>\n",
       "      <td>field</td>\n",
       "      <td>Rajasthan Royals</td>\n",
       "      <td>wickets</td>\n",
       "      <td>4.0</td>\n",
       "      <td>N</td>\n",
       "      <td>NaN</td>\n",
       "      <td>RK Illingworth</td>\n",
       "      <td>K Srinivasan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>187596</th>\n",
       "      <td>1216527</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>4</td>\n",
       "      <td>KL Rahul</td>\n",
       "      <td>MA Agarwal</td>\n",
       "      <td>S Gopal</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>Rajasthan Royals</td>\n",
       "      <td>Rajasthan Royals</td>\n",
       "      <td>field</td>\n",
       "      <td>Rajasthan Royals</td>\n",
       "      <td>wickets</td>\n",
       "      <td>4.0</td>\n",
       "      <td>N</td>\n",
       "      <td>NaN</td>\n",
       "      <td>RK Illingworth</td>\n",
       "      <td>K Srinivasan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>187598</th>\n",
       "      <td>1216527</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>KL Rahul</td>\n",
       "      <td>MA Agarwal</td>\n",
       "      <td>S Gopal</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>Rajasthan Royals</td>\n",
       "      <td>Rajasthan Royals</td>\n",
       "      <td>field</td>\n",
       "      <td>Rajasthan Royals</td>\n",
       "      <td>wickets</td>\n",
       "      <td>4.0</td>\n",
       "      <td>N</td>\n",
       "      <td>NaN</td>\n",
       "      <td>RK Illingworth</td>\n",
       "      <td>K Srinivasan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>187605</th>\n",
       "      <td>1216527</td>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "      <td>KL Rahul</td>\n",
       "      <td>MA Agarwal</td>\n",
       "      <td>S Gopal</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>Rajasthan Royals</td>\n",
       "      <td>Rajasthan Royals</td>\n",
       "      <td>field</td>\n",
       "      <td>Rajasthan Royals</td>\n",
       "      <td>wickets</td>\n",
       "      <td>4.0</td>\n",
       "      <td>N</td>\n",
       "      <td>NaN</td>\n",
       "      <td>RK Illingworth</td>\n",
       "      <td>K Srinivasan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>187610</th>\n",
       "      <td>1216527</td>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "      <td>6</td>\n",
       "      <td>KL Rahul</td>\n",
       "      <td>MA Agarwal</td>\n",
       "      <td>S Gopal</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>Rajasthan Royals</td>\n",
       "      <td>Rajasthan Royals</td>\n",
       "      <td>field</td>\n",
       "      <td>Rajasthan Royals</td>\n",
       "      <td>wickets</td>\n",
       "      <td>4.0</td>\n",
       "      <td>N</td>\n",
       "      <td>NaN</td>\n",
       "      <td>RK Illingworth</td>\n",
       "      <td>K Srinivasan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>187631</th>\n",
       "      <td>1216527</td>\n",
       "      <td>1</td>\n",
       "      <td>12</td>\n",
       "      <td>1</td>\n",
       "      <td>KL Rahul</td>\n",
       "      <td>MA Agarwal</td>\n",
       "      <td>S Gopal</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>Rajasthan Royals</td>\n",
       "      <td>Rajasthan Royals</td>\n",
       "      <td>field</td>\n",
       "      <td>Rajasthan Royals</td>\n",
       "      <td>wickets</td>\n",
       "      <td>4.0</td>\n",
       "      <td>N</td>\n",
       "      <td>NaN</td>\n",
       "      <td>RK Illingworth</td>\n",
       "      <td>K Srinivasan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>187632</th>\n",
       "      <td>1216527</td>\n",
       "      <td>1</td>\n",
       "      <td>12</td>\n",
       "      <td>2</td>\n",
       "      <td>KL Rahul</td>\n",
       "      <td>MA Agarwal</td>\n",
       "      <td>S Gopal</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>Rajasthan Royals</td>\n",
       "      <td>Rajasthan Royals</td>\n",
       "      <td>field</td>\n",
       "      <td>Rajasthan Royals</td>\n",
       "      <td>wickets</td>\n",
       "      <td>4.0</td>\n",
       "      <td>N</td>\n",
       "      <td>NaN</td>\n",
       "      <td>RK Illingworth</td>\n",
       "      <td>K Srinivasan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>189892</th>\n",
       "      <td>1216537</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>3</td>\n",
       "      <td>KL Rahul</td>\n",
       "      <td>CH Gayle</td>\n",
       "      <td>S Gopal</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>Rajasthan Royals</td>\n",
       "      <td>Rajasthan Royals</td>\n",
       "      <td>field</td>\n",
       "      <td>Rajasthan Royals</td>\n",
       "      <td>wickets</td>\n",
       "      <td>7.0</td>\n",
       "      <td>N</td>\n",
       "      <td>NaN</td>\n",
       "      <td>CB Gaffaney</td>\n",
       "      <td>S Ravi</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>189895</th>\n",
       "      <td>1216537</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>KL Rahul</td>\n",
       "      <td>CH Gayle</td>\n",
       "      <td>S Gopal</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>Rajasthan Royals</td>\n",
       "      <td>Rajasthan Royals</td>\n",
       "      <td>field</td>\n",
       "      <td>Rajasthan Royals</td>\n",
       "      <td>wickets</td>\n",
       "      <td>7.0</td>\n",
       "      <td>N</td>\n",
       "      <td>NaN</td>\n",
       "      <td>CB Gaffaney</td>\n",
       "      <td>S Ravi</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>34 rows × 34 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             id  inning  over  ball   batsman non_striker   bowler  \\\n",
       "159332  1136598       2     9     2  KL Rahul     KK Nair  S Gopal   \n",
       "159334  1136598       2     9     4  KL Rahul     KK Nair  S Gopal   \n",
       "159355  1136598       2    13     1  KL Rahul  MP Stoinis  S Gopal   \n",
       "159356  1136598       2    13     2  KL Rahul  MP Stoinis  S Gopal   \n",
       "159360  1136598       2     7     2  KL Rahul     KK Nair  S Gopal   \n",
       "159361  1136598       2     7     3  KL Rahul     KK Nair  S Gopal   \n",
       "159364  1136598       2     7     6  KL Rahul     KK Nair  S Gopal   \n",
       "172252  1178407       1     7     2  KL Rahul  MA Agarwal  S Gopal   \n",
       "172256  1178407       1     7     6  KL Rahul  MA Agarwal  S Gopal   \n",
       "172263  1178407       1     9     1  KL Rahul   DA Miller  S Gopal   \n",
       "172265  1178407       1     9     3  KL Rahul   DA Miller  S Gopal   \n",
       "172267  1178407       1     9     5  KL Rahul   DA Miller  S Gopal   \n",
       "172268  1178407       1     9     6  KL Rahul   DA Miller  S Gopal   \n",
       "172281  1178407       1    12     1  KL Rahul   DA Miller  S Gopal   \n",
       "172285  1178407       1    12     5  KL Rahul   DA Miller  S Gopal   \n",
       "172301  1178407       1    15     2  KL Rahul   DA Miller  S Gopal   \n",
       "172302  1178407       1    15     3  KL Rahul   DA Miller  S Gopal   \n",
       "172304  1178407       1    15     5  KL Rahul   DA Miller  S Gopal   \n",
       "172305  1178407       1    15     6  KL Rahul   DA Miller  S Gopal   \n",
       "187400  1216527       1    12     7  KL Rahul  MA Agarwal  S Gopal   \n",
       "187414  1216527       1    14     1  KL Rahul  MA Agarwal  S Gopal   \n",
       "187415  1216527       1    14     2  KL Rahul  MA Agarwal  S Gopal   \n",
       "187417  1216527       1    14     4  KL Rahul  MA Agarwal  S Gopal   \n",
       "187418  1216527       1    14     5  KL Rahul  MA Agarwal  S Gopal   \n",
       "187593  1216527       1     6     1  KL Rahul  MA Agarwal  S Gopal   \n",
       "187594  1216527       1     6     2  KL Rahul  MA Agarwal  S Gopal   \n",
       "187596  1216527       1     6     4  KL Rahul  MA Agarwal  S Gopal   \n",
       "187598  1216527       1     6     6  KL Rahul  MA Agarwal  S Gopal   \n",
       "187605  1216527       1     8     1  KL Rahul  MA Agarwal  S Gopal   \n",
       "187610  1216527       1     8     6  KL Rahul  MA Agarwal  S Gopal   \n",
       "187631  1216527       1    12     1  KL Rahul  MA Agarwal  S Gopal   \n",
       "187632  1216527       1    12     2  KL Rahul  MA Agarwal  S Gopal   \n",
       "189892  1216537       1     6     3  KL Rahul    CH Gayle  S Gopal   \n",
       "189895  1216537       1     6     6  KL Rahul    CH Gayle  S Gopal   \n",
       "\n",
       "        batsman_runs  extra_runs  total_runs  ...             team2  \\\n",
       "159332             1           0           1  ...  Rajasthan Royals   \n",
       "159334             1           0           1  ...  Rajasthan Royals   \n",
       "159355             0           0           0  ...  Rajasthan Royals   \n",
       "159356             1           0           1  ...  Rajasthan Royals   \n",
       "159360             4           0           4  ...  Rajasthan Royals   \n",
       "159361             1           0           1  ...  Rajasthan Royals   \n",
       "159364             1           0           1  ...  Rajasthan Royals   \n",
       "172252             1           0           1  ...  Rajasthan Royals   \n",
       "172256             0           0           0  ...  Rajasthan Royals   \n",
       "172263             1           0           1  ...  Rajasthan Royals   \n",
       "172265             1           0           1  ...  Rajasthan Royals   \n",
       "172267             2           0           2  ...  Rajasthan Royals   \n",
       "172268             1           0           1  ...  Rajasthan Royals   \n",
       "172281             1           0           1  ...  Rajasthan Royals   \n",
       "172285             1           0           1  ...  Rajasthan Royals   \n",
       "172301             0           0           0  ...  Rajasthan Royals   \n",
       "172302             1           0           1  ...  Rajasthan Royals   \n",
       "172304             0           0           0  ...  Rajasthan Royals   \n",
       "172305             0           1           1  ...  Rajasthan Royals   \n",
       "187400             1           0           1  ...  Rajasthan Royals   \n",
       "187414             4           0           4  ...  Rajasthan Royals   \n",
       "187415             1           0           1  ...  Rajasthan Royals   \n",
       "187417             0           0           0  ...  Rajasthan Royals   \n",
       "187418             1           0           1  ...  Rajasthan Royals   \n",
       "187593             2           0           2  ...  Rajasthan Royals   \n",
       "187594             1           0           1  ...  Rajasthan Royals   \n",
       "187596             1           0           1  ...  Rajasthan Royals   \n",
       "187598             1           0           1  ...  Rajasthan Royals   \n",
       "187605             1           0           1  ...  Rajasthan Royals   \n",
       "187610             0           0           0  ...  Rajasthan Royals   \n",
       "187631             0           0           0  ...  Rajasthan Royals   \n",
       "187632             1           0           1  ...  Rajasthan Royals   \n",
       "189892             1           0           1  ...  Rajasthan Royals   \n",
       "189895             1           0           1  ...  Rajasthan Royals   \n",
       "\n",
       "             toss_winner toss_decision            winner   result  \\\n",
       "159332   Kings XI Punjab         field   Kings XI Punjab  wickets   \n",
       "159334   Kings XI Punjab         field   Kings XI Punjab  wickets   \n",
       "159355   Kings XI Punjab         field   Kings XI Punjab  wickets   \n",
       "159356   Kings XI Punjab         field   Kings XI Punjab  wickets   \n",
       "159360   Kings XI Punjab         field   Kings XI Punjab  wickets   \n",
       "159361   Kings XI Punjab         field   Kings XI Punjab  wickets   \n",
       "159364   Kings XI Punjab         field   Kings XI Punjab  wickets   \n",
       "172252  Rajasthan Royals         field   Kings XI Punjab     runs   \n",
       "172256  Rajasthan Royals         field   Kings XI Punjab     runs   \n",
       "172263  Rajasthan Royals         field   Kings XI Punjab     runs   \n",
       "172265  Rajasthan Royals         field   Kings XI Punjab     runs   \n",
       "172267  Rajasthan Royals         field   Kings XI Punjab     runs   \n",
       "172268  Rajasthan Royals         field   Kings XI Punjab     runs   \n",
       "172281  Rajasthan Royals         field   Kings XI Punjab     runs   \n",
       "172285  Rajasthan Royals         field   Kings XI Punjab     runs   \n",
       "172301  Rajasthan Royals         field   Kings XI Punjab     runs   \n",
       "172302  Rajasthan Royals         field   Kings XI Punjab     runs   \n",
       "172304  Rajasthan Royals         field   Kings XI Punjab     runs   \n",
       "172305  Rajasthan Royals         field   Kings XI Punjab     runs   \n",
       "187400  Rajasthan Royals         field  Rajasthan Royals  wickets   \n",
       "187414  Rajasthan Royals         field  Rajasthan Royals  wickets   \n",
       "187415  Rajasthan Royals         field  Rajasthan Royals  wickets   \n",
       "187417  Rajasthan Royals         field  Rajasthan Royals  wickets   \n",
       "187418  Rajasthan Royals         field  Rajasthan Royals  wickets   \n",
       "187593  Rajasthan Royals         field  Rajasthan Royals  wickets   \n",
       "187594  Rajasthan Royals         field  Rajasthan Royals  wickets   \n",
       "187596  Rajasthan Royals         field  Rajasthan Royals  wickets   \n",
       "187598  Rajasthan Royals         field  Rajasthan Royals  wickets   \n",
       "187605  Rajasthan Royals         field  Rajasthan Royals  wickets   \n",
       "187610  Rajasthan Royals         field  Rajasthan Royals  wickets   \n",
       "187631  Rajasthan Royals         field  Rajasthan Royals  wickets   \n",
       "187632  Rajasthan Royals         field  Rajasthan Royals  wickets   \n",
       "189892  Rajasthan Royals         field  Rajasthan Royals  wickets   \n",
       "189895  Rajasthan Royals         field  Rajasthan Royals  wickets   \n",
       "\n",
       "       result_margin eliminator method         umpire1       umpire2  \n",
       "159332           6.0          N    NaN   C Shamshuddin        S Ravi  \n",
       "159334           6.0          N    NaN   C Shamshuddin        S Ravi  \n",
       "159355           6.0          N    NaN   C Shamshuddin        S Ravi  \n",
       "159356           6.0          N    NaN   C Shamshuddin        S Ravi  \n",
       "159360           6.0          N    NaN   C Shamshuddin        S Ravi  \n",
       "159361           6.0          N    NaN   C Shamshuddin        S Ravi  \n",
       "159364           6.0          N    NaN   C Shamshuddin        S Ravi  \n",
       "172252          12.0          N    NaN     VA Kulkarni  AK Chaudhary  \n",
       "172256          12.0          N    NaN     VA Kulkarni  AK Chaudhary  \n",
       "172263          12.0          N    NaN     VA Kulkarni  AK Chaudhary  \n",
       "172265          12.0          N    NaN     VA Kulkarni  AK Chaudhary  \n",
       "172267          12.0          N    NaN     VA Kulkarni  AK Chaudhary  \n",
       "172268          12.0          N    NaN     VA Kulkarni  AK Chaudhary  \n",
       "172281          12.0          N    NaN     VA Kulkarni  AK Chaudhary  \n",
       "172285          12.0          N    NaN     VA Kulkarni  AK Chaudhary  \n",
       "172301          12.0          N    NaN     VA Kulkarni  AK Chaudhary  \n",
       "172302          12.0          N    NaN     VA Kulkarni  AK Chaudhary  \n",
       "172304          12.0          N    NaN     VA Kulkarni  AK Chaudhary  \n",
       "172305          12.0          N    NaN     VA Kulkarni  AK Chaudhary  \n",
       "187400           4.0          N    NaN  RK Illingworth  K Srinivasan  \n",
       "187414           4.0          N    NaN  RK Illingworth  K Srinivasan  \n",
       "187415           4.0          N    NaN  RK Illingworth  K Srinivasan  \n",
       "187417           4.0          N    NaN  RK Illingworth  K Srinivasan  \n",
       "187418           4.0          N    NaN  RK Illingworth  K Srinivasan  \n",
       "187593           4.0          N    NaN  RK Illingworth  K Srinivasan  \n",
       "187594           4.0          N    NaN  RK Illingworth  K Srinivasan  \n",
       "187596           4.0          N    NaN  RK Illingworth  K Srinivasan  \n",
       "187598           4.0          N    NaN  RK Illingworth  K Srinivasan  \n",
       "187605           4.0          N    NaN  RK Illingworth  K Srinivasan  \n",
       "187610           4.0          N    NaN  RK Illingworth  K Srinivasan  \n",
       "187631           4.0          N    NaN  RK Illingworth  K Srinivasan  \n",
       "187632           4.0          N    NaN  RK Illingworth  K Srinivasan  \n",
       "189892           7.0          N    NaN     CB Gaffaney        S Ravi  \n",
       "189895           7.0          N    NaN     CB Gaffaney        S Ravi  \n",
       "\n",
       "[34 rows x 34 columns]"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gopal_vs_rahul = deliveries_matches[deliveries_matches['bowler'].str.endswith('Gopal') & deliveries_matches['batsman'].str.endswith('Rahul')]\n",
    "gopal_vs_rahul"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "announced-baghdad",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>inning</th>\n",
       "      <th>over</th>\n",
       "      <th>ball</th>\n",
       "      <th>batsman</th>\n",
       "      <th>non_striker</th>\n",
       "      <th>bowler</th>\n",
       "      <th>batsman_runs</th>\n",
       "      <th>extra_runs</th>\n",
       "      <th>total_runs</th>\n",
       "      <th>...</th>\n",
       "      <th>team2</th>\n",
       "      <th>toss_winner</th>\n",
       "      <th>toss_decision</th>\n",
       "      <th>winner</th>\n",
       "      <th>result</th>\n",
       "      <th>result_margin</th>\n",
       "      <th>eliminator</th>\n",
       "      <th>method</th>\n",
       "      <th>umpire1</th>\n",
       "      <th>umpire2</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>172251</th>\n",
       "      <td>1178407</td>\n",
       "      <td>1</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "      <td>MA Agarwal</td>\n",
       "      <td>KL Rahul</td>\n",
       "      <td>S Gopal</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>Rajasthan Royals</td>\n",
       "      <td>Rajasthan Royals</td>\n",
       "      <td>field</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>runs</td>\n",
       "      <td>12.0</td>\n",
       "      <td>N</td>\n",
       "      <td>NaN</td>\n",
       "      <td>VA Kulkarni</td>\n",
       "      <td>AK Chaudhary</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>172253</th>\n",
       "      <td>1178407</td>\n",
       "      <td>1</td>\n",
       "      <td>7</td>\n",
       "      <td>3</td>\n",
       "      <td>MA Agarwal</td>\n",
       "      <td>KL Rahul</td>\n",
       "      <td>S Gopal</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>...</td>\n",
       "      <td>Rajasthan Royals</td>\n",
       "      <td>Rajasthan Royals</td>\n",
       "      <td>field</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>runs</td>\n",
       "      <td>12.0</td>\n",
       "      <td>N</td>\n",
       "      <td>NaN</td>\n",
       "      <td>VA Kulkarni</td>\n",
       "      <td>AK Chaudhary</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>172254</th>\n",
       "      <td>1178407</td>\n",
       "      <td>1</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "      <td>MA Agarwal</td>\n",
       "      <td>KL Rahul</td>\n",
       "      <td>S Gopal</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>...</td>\n",
       "      <td>Rajasthan Royals</td>\n",
       "      <td>Rajasthan Royals</td>\n",
       "      <td>field</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>runs</td>\n",
       "      <td>12.0</td>\n",
       "      <td>N</td>\n",
       "      <td>NaN</td>\n",
       "      <td>VA Kulkarni</td>\n",
       "      <td>AK Chaudhary</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>172255</th>\n",
       "      <td>1178407</td>\n",
       "      <td>1</td>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "      <td>MA Agarwal</td>\n",
       "      <td>KL Rahul</td>\n",
       "      <td>S Gopal</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>Rajasthan Royals</td>\n",
       "      <td>Rajasthan Royals</td>\n",
       "      <td>field</td>\n",
       "      <td>Kings XI Punjab</td>\n",
       "      <td>runs</td>\n",
       "      <td>12.0</td>\n",
       "      <td>N</td>\n",
       "      <td>NaN</td>\n",
       "      <td>VA Kulkarni</td>\n",
       "      <td>AK Chaudhary</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>187406</th>\n",
       "      <td>1216527</td>\n",
       "      <td>1</td>\n",
       "      <td>14</td>\n",
       "      <td>6</td>\n",
       "      <td>MA Agarwal</td>\n",
       "      <td>KL Rahul</td>\n",
       "      <td>S Gopal</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>...</td>\n",
       "      <td>Rajasthan Royals</td>\n",
       "      <td>Rajasthan Royals</td>\n",
       "      <td>field</td>\n",
       "      <td>Rajasthan Royals</td>\n",
       "      <td>wickets</td>\n",
       "      <td>4.0</td>\n",
       "      <td>N</td>\n",
       "      <td>NaN</td>\n",
       "      <td>RK Illingworth</td>\n",
       "      <td>K Srinivasan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>187416</th>\n",
       "      <td>1216527</td>\n",
       "      <td>1</td>\n",
       "      <td>14</td>\n",
       "      <td>3</td>\n",
       "      <td>MA Agarwal</td>\n",
       "      <td>KL Rahul</td>\n",
       "      <td>S Gopal</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>Rajasthan Royals</td>\n",
       "      <td>Rajasthan Royals</td>\n",
       "      <td>field</td>\n",
       "      <td>Rajasthan Royals</td>\n",
       "      <td>wickets</td>\n",
       "      <td>4.0</td>\n",
       "      <td>N</td>\n",
       "      <td>NaN</td>\n",
       "      <td>RK Illingworth</td>\n",
       "      <td>K Srinivasan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>187432</th>\n",
       "      <td>1216527</td>\n",
       "      <td>1</td>\n",
       "      <td>12</td>\n",
       "      <td>5</td>\n",
       "      <td>MA Agarwal</td>\n",
       "      <td>KL Rahul</td>\n",
       "      <td>S Gopal</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>Rajasthan Royals</td>\n",
       "      <td>Rajasthan Royals</td>\n",
       "      <td>field</td>\n",
       "      <td>Rajasthan Royals</td>\n",
       "      <td>wickets</td>\n",
       "      <td>4.0</td>\n",
       "      <td>N</td>\n",
       "      <td>NaN</td>\n",
       "      <td>RK Illingworth</td>\n",
       "      <td>K Srinivasan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>187433</th>\n",
       "      <td>1216527</td>\n",
       "      <td>1</td>\n",
       "      <td>12</td>\n",
       "      <td>6</td>\n",
       "      <td>MA Agarwal</td>\n",
       "      <td>KL Rahul</td>\n",
       "      <td>S Gopal</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>Rajasthan Royals</td>\n",
       "      <td>Rajasthan Royals</td>\n",
       "      <td>field</td>\n",
       "      <td>Rajasthan Royals</td>\n",
       "      <td>wickets</td>\n",
       "      <td>4.0</td>\n",
       "      <td>N</td>\n",
       "      <td>NaN</td>\n",
       "      <td>RK Illingworth</td>\n",
       "      <td>K Srinivasan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>187595</th>\n",
       "      <td>1216527</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>3</td>\n",
       "      <td>MA Agarwal</td>\n",
       "      <td>KL Rahul</td>\n",
       "      <td>S Gopal</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>Rajasthan Royals</td>\n",
       "      <td>Rajasthan Royals</td>\n",
       "      <td>field</td>\n",
       "      <td>Rajasthan Royals</td>\n",
       "      <td>wickets</td>\n",
       "      <td>4.0</td>\n",
       "      <td>N</td>\n",
       "      <td>NaN</td>\n",
       "      <td>RK Illingworth</td>\n",
       "      <td>K Srinivasan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>187597</th>\n",
       "      <td>1216527</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "      <td>MA Agarwal</td>\n",
       "      <td>KL Rahul</td>\n",
       "      <td>S Gopal</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>Rajasthan Royals</td>\n",
       "      <td>Rajasthan Royals</td>\n",
       "      <td>field</td>\n",
       "      <td>Rajasthan Royals</td>\n",
       "      <td>wickets</td>\n",
       "      <td>4.0</td>\n",
       "      <td>N</td>\n",
       "      <td>NaN</td>\n",
       "      <td>RK Illingworth</td>\n",
       "      <td>K Srinivasan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>187606</th>\n",
       "      <td>1216527</td>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "      <td>2</td>\n",
       "      <td>MA Agarwal</td>\n",
       "      <td>KL Rahul</td>\n",
       "      <td>S Gopal</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>...</td>\n",
       "      <td>Rajasthan Royals</td>\n",
       "      <td>Rajasthan Royals</td>\n",
       "      <td>field</td>\n",
       "      <td>Rajasthan Royals</td>\n",
       "      <td>wickets</td>\n",
       "      <td>4.0</td>\n",
       "      <td>N</td>\n",
       "      <td>NaN</td>\n",
       "      <td>RK Illingworth</td>\n",
       "      <td>K Srinivasan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>187607</th>\n",
       "      <td>1216527</td>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "      <td>3</td>\n",
       "      <td>MA Agarwal</td>\n",
       "      <td>KL Rahul</td>\n",
       "      <td>S Gopal</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>Rajasthan Royals</td>\n",
       "      <td>Rajasthan Royals</td>\n",
       "      <td>field</td>\n",
       "      <td>Rajasthan Royals</td>\n",
       "      <td>wickets</td>\n",
       "      <td>4.0</td>\n",
       "      <td>N</td>\n",
       "      <td>NaN</td>\n",
       "      <td>RK Illingworth</td>\n",
       "      <td>K Srinivasan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>187608</th>\n",
       "      <td>1216527</td>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "      <td>4</td>\n",
       "      <td>MA Agarwal</td>\n",
       "      <td>KL Rahul</td>\n",
       "      <td>S Gopal</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>...</td>\n",
       "      <td>Rajasthan Royals</td>\n",
       "      <td>Rajasthan Royals</td>\n",
       "      <td>field</td>\n",
       "      <td>Rajasthan Royals</td>\n",
       "      <td>wickets</td>\n",
       "      <td>4.0</td>\n",
       "      <td>N</td>\n",
       "      <td>NaN</td>\n",
       "      <td>RK Illingworth</td>\n",
       "      <td>K Srinivasan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>187609</th>\n",
       "      <td>1216527</td>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "      <td>5</td>\n",
       "      <td>MA Agarwal</td>\n",
       "      <td>KL Rahul</td>\n",
       "      <td>S Gopal</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>Rajasthan Royals</td>\n",
       "      <td>Rajasthan Royals</td>\n",
       "      <td>field</td>\n",
       "      <td>Rajasthan Royals</td>\n",
       "      <td>wickets</td>\n",
       "      <td>4.0</td>\n",
       "      <td>N</td>\n",
       "      <td>NaN</td>\n",
       "      <td>RK Illingworth</td>\n",
       "      <td>K Srinivasan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>187633</th>\n",
       "      <td>1216527</td>\n",
       "      <td>1</td>\n",
       "      <td>12</td>\n",
       "      <td>3</td>\n",
       "      <td>MA Agarwal</td>\n",
       "      <td>KL Rahul</td>\n",
       "      <td>S Gopal</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>Rajasthan Royals</td>\n",
       "      <td>Rajasthan Royals</td>\n",
       "      <td>field</td>\n",
       "      <td>Rajasthan Royals</td>\n",
       "      <td>wickets</td>\n",
       "      <td>4.0</td>\n",
       "      <td>N</td>\n",
       "      <td>NaN</td>\n",
       "      <td>RK Illingworth</td>\n",
       "      <td>K Srinivasan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>187634</th>\n",
       "      <td>1216527</td>\n",
       "      <td>1</td>\n",
       "      <td>12</td>\n",
       "      <td>4</td>\n",
       "      <td>MA Agarwal</td>\n",
       "      <td>KL Rahul</td>\n",
       "      <td>S Gopal</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>...</td>\n",
       "      <td>Rajasthan Royals</td>\n",
       "      <td>Rajasthan Royals</td>\n",
       "      <td>field</td>\n",
       "      <td>Rajasthan Royals</td>\n",
       "      <td>wickets</td>\n",
       "      <td>4.0</td>\n",
       "      <td>N</td>\n",
       "      <td>NaN</td>\n",
       "      <td>RK Illingworth</td>\n",
       "      <td>K Srinivasan</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>16 rows × 34 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             id  inning  over  ball     batsman non_striker   bowler  \\\n",
       "172251  1178407       1     7     1  MA Agarwal    KL Rahul  S Gopal   \n",
       "172253  1178407       1     7     3  MA Agarwal    KL Rahul  S Gopal   \n",
       "172254  1178407       1     7     4  MA Agarwal    KL Rahul  S Gopal   \n",
       "172255  1178407       1     7     5  MA Agarwal    KL Rahul  S Gopal   \n",
       "187406  1216527       1    14     6  MA Agarwal    KL Rahul  S Gopal   \n",
       "187416  1216527       1    14     3  MA Agarwal    KL Rahul  S Gopal   \n",
       "187432  1216527       1    12     5  MA Agarwal    KL Rahul  S Gopal   \n",
       "187433  1216527       1    12     6  MA Agarwal    KL Rahul  S Gopal   \n",
       "187595  1216527       1     6     3  MA Agarwal    KL Rahul  S Gopal   \n",
       "187597  1216527       1     6     5  MA Agarwal    KL Rahul  S Gopal   \n",
       "187606  1216527       1     8     2  MA Agarwal    KL Rahul  S Gopal   \n",
       "187607  1216527       1     8     3  MA Agarwal    KL Rahul  S Gopal   \n",
       "187608  1216527       1     8     4  MA Agarwal    KL Rahul  S Gopal   \n",
       "187609  1216527       1     8     5  MA Agarwal    KL Rahul  S Gopal   \n",
       "187633  1216527       1    12     3  MA Agarwal    KL Rahul  S Gopal   \n",
       "187634  1216527       1    12     4  MA Agarwal    KL Rahul  S Gopal   \n",
       "\n",
       "        batsman_runs  extra_runs  total_runs  ...             team2  \\\n",
       "172251             1           0           1  ...  Rajasthan Royals   \n",
       "172253             4           0           4  ...  Rajasthan Royals   \n",
       "172254             6           0           6  ...  Rajasthan Royals   \n",
       "172255             1           0           1  ...  Rajasthan Royals   \n",
       "187406             4           0           4  ...  Rajasthan Royals   \n",
       "187416             1           0           1  ...  Rajasthan Royals   \n",
       "187432             0           0           0  ...  Rajasthan Royals   \n",
       "187433             1           0           1  ...  Rajasthan Royals   \n",
       "187595             1           0           1  ...  Rajasthan Royals   \n",
       "187597             1           0           1  ...  Rajasthan Royals   \n",
       "187606             6           0           6  ...  Rajasthan Royals   \n",
       "187607             2           0           2  ...  Rajasthan Royals   \n",
       "187608             6           0           6  ...  Rajasthan Royals   \n",
       "187609             1           0           1  ...  Rajasthan Royals   \n",
       "187633             0           1           1  ...  Rajasthan Royals   \n",
       "187634             6           0           6  ...  Rajasthan Royals   \n",
       "\n",
       "             toss_winner toss_decision            winner   result  \\\n",
       "172251  Rajasthan Royals         field   Kings XI Punjab     runs   \n",
       "172253  Rajasthan Royals         field   Kings XI Punjab     runs   \n",
       "172254  Rajasthan Royals         field   Kings XI Punjab     runs   \n",
       "172255  Rajasthan Royals         field   Kings XI Punjab     runs   \n",
       "187406  Rajasthan Royals         field  Rajasthan Royals  wickets   \n",
       "187416  Rajasthan Royals         field  Rajasthan Royals  wickets   \n",
       "187432  Rajasthan Royals         field  Rajasthan Royals  wickets   \n",
       "187433  Rajasthan Royals         field  Rajasthan Royals  wickets   \n",
       "187595  Rajasthan Royals         field  Rajasthan Royals  wickets   \n",
       "187597  Rajasthan Royals         field  Rajasthan Royals  wickets   \n",
       "187606  Rajasthan Royals         field  Rajasthan Royals  wickets   \n",
       "187607  Rajasthan Royals         field  Rajasthan Royals  wickets   \n",
       "187608  Rajasthan Royals         field  Rajasthan Royals  wickets   \n",
       "187609  Rajasthan Royals         field  Rajasthan Royals  wickets   \n",
       "187633  Rajasthan Royals         field  Rajasthan Royals  wickets   \n",
       "187634  Rajasthan Royals         field  Rajasthan Royals  wickets   \n",
       "\n",
       "       result_margin eliminator method         umpire1       umpire2  \n",
       "172251          12.0          N    NaN     VA Kulkarni  AK Chaudhary  \n",
       "172253          12.0          N    NaN     VA Kulkarni  AK Chaudhary  \n",
       "172254          12.0          N    NaN     VA Kulkarni  AK Chaudhary  \n",
       "172255          12.0          N    NaN     VA Kulkarni  AK Chaudhary  \n",
       "187406           4.0          N    NaN  RK Illingworth  K Srinivasan  \n",
       "187416           4.0          N    NaN  RK Illingworth  K Srinivasan  \n",
       "187432           4.0          N    NaN  RK Illingworth  K Srinivasan  \n",
       "187433           4.0          N    NaN  RK Illingworth  K Srinivasan  \n",
       "187595           4.0          N    NaN  RK Illingworth  K Srinivasan  \n",
       "187597           4.0          N    NaN  RK Illingworth  K Srinivasan  \n",
       "187606           4.0          N    NaN  RK Illingworth  K Srinivasan  \n",
       "187607           4.0          N    NaN  RK Illingworth  K Srinivasan  \n",
       "187608           4.0          N    NaN  RK Illingworth  K Srinivasan  \n",
       "187609           4.0          N    NaN  RK Illingworth  K Srinivasan  \n",
       "187633           4.0          N    NaN  RK Illingworth  K Srinivasan  \n",
       "187634           4.0          N    NaN  RK Illingworth  K Srinivasan  \n",
       "\n",
       "[16 rows x 34 columns]"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gopal_vs_mayank = deliveries_matches[deliveries_matches['bowler'].str.endswith('Gopal') & deliveries_matches['batsman'].str.endswith('Agarwal')]\n",
    "gopal_vs_mayank"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "id": "sporting-front",
   "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",
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       "        text-align: right;\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>inning</th>\n",
       "      <th>over</th>\n",
       "      <th>ball</th>\n",
       "      <th>batsman</th>\n",
       "      <th>non_striker</th>\n",
       "      <th>bowler</th>\n",
       "      <th>batsman_runs</th>\n",
       "      <th>extra_runs</th>\n",
       "      <th>total_runs</th>\n",
       "      <th>...</th>\n",
       "      <th>team2</th>\n",
       "      <th>toss_winner</th>\n",
       "      <th>toss_decision</th>\n",
       "      <th>winner</th>\n",
       "      <th>result</th>\n",
       "      <th>result_margin</th>\n",
       "      <th>eliminator</th>\n",
       "      <th>method</th>\n",
       "      <th>umpire1</th>\n",
       "      <th>umpire2</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>0 rows × 34 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "Empty DataFrame\n",
       "Columns: [id, inning, over, ball, batsman, non_striker, bowler, batsman_runs, extra_runs, total_runs, non_boundary, is_wicket, dismissal_kind, player_dismissed, fielder, extras_type, batting_team, bowling_team, city, date, player_of_match, venue, neutral_venue, team1, team2, toss_winner, toss_decision, winner, result, result_margin, eliminator, method, umpire1, umpire2]\n",
       "Index: []\n",
       "\n",
       "[0 rows x 34 columns]"
      ]
     },
     "execution_count": 96,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fizz_vs_gayle = deliveries_matches[deliveries_matches['bowler'].str.endswith('Rahman') & deliveries_matches['batsman'].str.endswith('Pooran')]\n",
    "fizz_vs_gayle"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "id": "individual-bloom",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0"
      ]
     },
     "execution_count": 89,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "unadkat_vs_gayle.is_wicket.sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "id": "forty-shoot",
   "metadata": {},
   "outputs": [],
   "source": [
    "RR_PBKS_Matchups = RR_PBKS_Matchups.append(new_row, ignore_index=True)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "id": "legal-script",
   "metadata": {},
   "outputs": [],
   "source": [
    "new_row = {'Matchup': 'Unadkat vs Gayle' , 'Balls': 28, 'Runs': 72, 'Wickets':0, 'Average': 72, 'Strike Rate': 257.14 }"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "id": "prostate-compression",
   "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>Matchup</th>\n",
       "      <th>Balls</th>\n",
       "      <th>Runs</th>\n",
       "      <th>Wickets</th>\n",
       "      <th>Average</th>\n",
       "      <th>Strike Rate</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Shami vs Buttler</td>\n",
       "      <td>21</td>\n",
       "      <td>25</td>\n",
       "      <td>1</td>\n",
       "      <td>25</td>\n",
       "      <td>119.04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Shami vs Samson</td>\n",
       "      <td>11</td>\n",
       "      <td>23</td>\n",
       "      <td>1</td>\n",
       "      <td>23</td>\n",
       "      <td>209.09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Shami vs Stokes</td>\n",
       "      <td>12</td>\n",
       "      <td>16</td>\n",
       "      <td>1</td>\n",
       "      <td>16</td>\n",
       "      <td>133.33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Gopal vs Rahul</td>\n",
       "      <td>34</td>\n",
       "      <td>34</td>\n",
       "      <td>0</td>\n",
       "      <td>34</td>\n",
       "      <td>100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Gopal vs Mayank</td>\n",
       "      <td>16</td>\n",
       "      <td>41</td>\n",
       "      <td>0</td>\n",
       "      <td>41</td>\n",
       "      <td>256.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Tewatia vs Rahul</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Tewatia vs Mayank</td>\n",
       "      <td>4</td>\n",
       "      <td>17</td>\n",
       "      <td>0</td>\n",
       "      <td>17</td>\n",
       "      <td>425</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Tewatia vs Gayle</td>\n",
       "      <td>18</td>\n",
       "      <td>18</td>\n",
       "      <td>0</td>\n",
       "      <td>18</td>\n",
       "      <td>100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Morris vs Rahul</td>\n",
       "      <td>23</td>\n",
       "      <td>41</td>\n",
       "      <td>1</td>\n",
       "      <td>41</td>\n",
       "      <td>178.26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Morris vs Mayank</td>\n",
       "      <td>23</td>\n",
       "      <td>23</td>\n",
       "      <td>1</td>\n",
       "      <td>23</td>\n",
       "      <td>100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Morris vs Gayle</td>\n",
       "      <td>46</td>\n",
       "      <td>43</td>\n",
       "      <td>3</td>\n",
       "      <td>14.33</td>\n",
       "      <td>93.47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Unadkat vs Rahul</td>\n",
       "      <td>43</td>\n",
       "      <td>72</td>\n",
       "      <td>1</td>\n",
       "      <td>72</td>\n",
       "      <td>167.44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Unadkat vs Mayank</td>\n",
       "      <td>15</td>\n",
       "      <td>25</td>\n",
       "      <td>0</td>\n",
       "      <td>25</td>\n",
       "      <td>166.67</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Unadkat vs Gayle</td>\n",
       "      <td>28</td>\n",
       "      <td>72</td>\n",
       "      <td>0</td>\n",
       "      <td>72</td>\n",
       "      <td>257.14</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              Matchup Balls Runs Wickets Average Strike Rate\n",
       "0    Shami vs Buttler    21   25       1      25      119.04\n",
       "1     Shami vs Samson    11   23       1      23      209.09\n",
       "2     Shami vs Stokes    12   16       1      16      133.33\n",
       "3      Gopal vs Rahul    34   34       0      34         100\n",
       "4     Gopal vs Mayank    16   41       0      41      256.25\n",
       "5    Tewatia vs Rahul     7    7       0       7         100\n",
       "6   Tewatia vs Mayank     4   17       0      17         425\n",
       "7    Tewatia vs Gayle    18   18       0      18         100\n",
       "8     Morris vs Rahul    23   41       1      41      178.26\n",
       "9    Morris vs Mayank    23   23       1      23         100\n",
       "10    Morris vs Gayle    46   43       3   14.33       93.47\n",
       "11   Unadkat vs Rahul    43   72       1      72      167.44\n",
       "12  Unadkat vs Mayank    15   25       0      25      166.67\n",
       "13   Unadkat vs Gayle    28   72       0      72      257.14"
      ]
     },
     "execution_count": 99,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "RR_PBKS_Matchups = RR_PBKS_Matchups[['Matchup', 'Balls', 'Runs', 'Wickets', 'Average', 'Strike Rate']]\n",
    "RR_PBKS_Matchups"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 126,
   "id": "billion-republican",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style  type=\"text/css\" >\n",
       "#T_47215_row0_col0,#T_47215_row0_col1,#T_47215_row0_col2,#T_47215_row0_col3,#T_47215_row0_col4,#T_47215_row0_col5,#T_47215_row1_col0,#T_47215_row1_col1,#T_47215_row1_col2,#T_47215_row1_col3,#T_47215_row1_col4,#T_47215_row1_col5,#T_47215_row2_col0,#T_47215_row2_col1,#T_47215_row2_col2,#T_47215_row2_col3,#T_47215_row2_col4,#T_47215_row2_col5,#T_47215_row3_col0,#T_47215_row3_col1,#T_47215_row3_col2,#T_47215_row3_col3,#T_47215_row3_col4,#T_47215_row3_col5,#T_47215_row4_col0,#T_47215_row4_col1,#T_47215_row4_col2,#T_47215_row4_col3,#T_47215_row4_col4,#T_47215_row4_col5,#T_47215_row5_col0,#T_47215_row5_col1,#T_47215_row5_col2,#T_47215_row5_col3,#T_47215_row5_col4,#T_47215_row5_col5,#T_47215_row6_col0,#T_47215_row6_col1,#T_47215_row6_col2,#T_47215_row6_col3,#T_47215_row6_col4,#T_47215_row6_col5,#T_47215_row7_col0,#T_47215_row7_col1,#T_47215_row7_col2,#T_47215_row7_col3,#T_47215_row7_col4,#T_47215_row7_col5,#T_47215_row8_col0,#T_47215_row8_col1,#T_47215_row8_col2,#T_47215_row8_col3,#T_47215_row8_col4,#T_47215_row8_col5,#T_47215_row9_col0,#T_47215_row9_col1,#T_47215_row9_col2,#T_47215_row9_col3,#T_47215_row9_col4,#T_47215_row9_col5,#T_47215_row10_col0,#T_47215_row10_col1,#T_47215_row10_col2,#T_47215_row10_col3,#T_47215_row10_col4,#T_47215_row10_col5,#T_47215_row11_col0,#T_47215_row11_col1,#T_47215_row11_col2,#T_47215_row11_col3,#T_47215_row11_col4,#T_47215_row11_col5,#T_47215_row12_col0,#T_47215_row12_col1,#T_47215_row12_col2,#T_47215_row12_col3,#T_47215_row12_col4,#T_47215_row12_col5,#T_47215_row13_col0,#T_47215_row13_col1,#T_47215_row13_col2,#T_47215_row13_col3,#T_47215_row13_col4,#T_47215_row13_col5{\n",
       "            background-color:  #224488;\n",
       "            color:  white;\n",
       "            border-color:  yellow;\n",
       "        }</style><table id=\"T_47215_\" ><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >Matchup</th>        <th class=\"col_heading level0 col1\" >Balls</th>        <th class=\"col_heading level0 col2\" >Runs</th>        <th class=\"col_heading level0 col3\" >Wickets</th>        <th class=\"col_heading level0 col4\" >Average</th>        <th class=\"col_heading level0 col5\" >Strike Rate</th>    </tr></thead><tbody>\n",
       "                <tr>\n",
       "                        <th id=\"T_47215_level0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
       "                        <td id=\"T_47215_row0_col0\" class=\"data row0 col0\" >Shami vs Buttler</td>\n",
       "                        <td id=\"T_47215_row0_col1\" class=\"data row0 col1\" >21</td>\n",
       "                        <td id=\"T_47215_row0_col2\" class=\"data row0 col2\" >25</td>\n",
       "                        <td id=\"T_47215_row0_col3\" class=\"data row0 col3\" >1</td>\n",
       "                        <td id=\"T_47215_row0_col4\" class=\"data row0 col4\" >25</td>\n",
       "                        <td id=\"T_47215_row0_col5\" class=\"data row0 col5\" >119.040000</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_47215_level0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
       "                        <td id=\"T_47215_row1_col0\" class=\"data row1 col0\" >Shami vs Samson</td>\n",
       "                        <td id=\"T_47215_row1_col1\" class=\"data row1 col1\" >11</td>\n",
       "                        <td id=\"T_47215_row1_col2\" class=\"data row1 col2\" >23</td>\n",
       "                        <td id=\"T_47215_row1_col3\" class=\"data row1 col3\" >1</td>\n",
       "                        <td id=\"T_47215_row1_col4\" class=\"data row1 col4\" >23</td>\n",
       "                        <td id=\"T_47215_row1_col5\" class=\"data row1 col5\" >209.090000</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_47215_level0_row2\" class=\"row_heading level0 row2\" >2</th>\n",
       "                        <td id=\"T_47215_row2_col0\" class=\"data row2 col0\" >Shami vs Stokes</td>\n",
       "                        <td id=\"T_47215_row2_col1\" class=\"data row2 col1\" >12</td>\n",
       "                        <td id=\"T_47215_row2_col2\" class=\"data row2 col2\" >16</td>\n",
       "                        <td id=\"T_47215_row2_col3\" class=\"data row2 col3\" >1</td>\n",
       "                        <td id=\"T_47215_row2_col4\" class=\"data row2 col4\" >16</td>\n",
       "                        <td id=\"T_47215_row2_col5\" class=\"data row2 col5\" >133.330000</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_47215_level0_row3\" class=\"row_heading level0 row3\" >3</th>\n",
       "                        <td id=\"T_47215_row3_col0\" class=\"data row3 col0\" >Gopal vs Rahul</td>\n",
       "                        <td id=\"T_47215_row3_col1\" class=\"data row3 col1\" >34</td>\n",
       "                        <td id=\"T_47215_row3_col2\" class=\"data row3 col2\" >34</td>\n",
       "                        <td id=\"T_47215_row3_col3\" class=\"data row3 col3\" >0</td>\n",
       "                        <td id=\"T_47215_row3_col4\" class=\"data row3 col4\" >34</td>\n",
       "                        <td id=\"T_47215_row3_col5\" class=\"data row3 col5\" >100</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_47215_level0_row4\" class=\"row_heading level0 row4\" >4</th>\n",
       "                        <td id=\"T_47215_row4_col0\" class=\"data row4 col0\" >Gopal vs Mayank</td>\n",
       "                        <td id=\"T_47215_row4_col1\" class=\"data row4 col1\" >16</td>\n",
       "                        <td id=\"T_47215_row4_col2\" class=\"data row4 col2\" >41</td>\n",
       "                        <td id=\"T_47215_row4_col3\" class=\"data row4 col3\" >0</td>\n",
       "                        <td id=\"T_47215_row4_col4\" class=\"data row4 col4\" >41</td>\n",
       "                        <td id=\"T_47215_row4_col5\" class=\"data row4 col5\" >256.250000</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_47215_level0_row5\" class=\"row_heading level0 row5\" >5</th>\n",
       "                        <td id=\"T_47215_row5_col0\" class=\"data row5 col0\" >Tewatia vs Rahul</td>\n",
       "                        <td id=\"T_47215_row5_col1\" class=\"data row5 col1\" >7</td>\n",
       "                        <td id=\"T_47215_row5_col2\" class=\"data row5 col2\" >7</td>\n",
       "                        <td id=\"T_47215_row5_col3\" class=\"data row5 col3\" >0</td>\n",
       "                        <td id=\"T_47215_row5_col4\" class=\"data row5 col4\" >7</td>\n",
       "                        <td id=\"T_47215_row5_col5\" class=\"data row5 col5\" >100</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_47215_level0_row6\" class=\"row_heading level0 row6\" >6</th>\n",
       "                        <td id=\"T_47215_row6_col0\" class=\"data row6 col0\" >Tewatia vs Mayank</td>\n",
       "                        <td id=\"T_47215_row6_col1\" class=\"data row6 col1\" >4</td>\n",
       "                        <td id=\"T_47215_row6_col2\" class=\"data row6 col2\" >17</td>\n",
       "                        <td id=\"T_47215_row6_col3\" class=\"data row6 col3\" >0</td>\n",
       "                        <td id=\"T_47215_row6_col4\" class=\"data row6 col4\" >17</td>\n",
       "                        <td id=\"T_47215_row6_col5\" class=\"data row6 col5\" >425</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_47215_level0_row7\" class=\"row_heading level0 row7\" >7</th>\n",
       "                        <td id=\"T_47215_row7_col0\" class=\"data row7 col0\" >Tewatia vs Gayle</td>\n",
       "                        <td id=\"T_47215_row7_col1\" class=\"data row7 col1\" >18</td>\n",
       "                        <td id=\"T_47215_row7_col2\" class=\"data row7 col2\" >18</td>\n",
       "                        <td id=\"T_47215_row7_col3\" class=\"data row7 col3\" >0</td>\n",
       "                        <td id=\"T_47215_row7_col4\" class=\"data row7 col4\" >18</td>\n",
       "                        <td id=\"T_47215_row7_col5\" class=\"data row7 col5\" >100</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_47215_level0_row8\" class=\"row_heading level0 row8\" >8</th>\n",
       "                        <td id=\"T_47215_row8_col0\" class=\"data row8 col0\" >Morris vs Rahul</td>\n",
       "                        <td id=\"T_47215_row8_col1\" class=\"data row8 col1\" >23</td>\n",
       "                        <td id=\"T_47215_row8_col2\" class=\"data row8 col2\" >41</td>\n",
       "                        <td id=\"T_47215_row8_col3\" class=\"data row8 col3\" >1</td>\n",
       "                        <td id=\"T_47215_row8_col4\" class=\"data row8 col4\" >41</td>\n",
       "                        <td id=\"T_47215_row8_col5\" class=\"data row8 col5\" >178.260000</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_47215_level0_row9\" class=\"row_heading level0 row9\" >9</th>\n",
       "                        <td id=\"T_47215_row9_col0\" class=\"data row9 col0\" >Morris vs Mayank</td>\n",
       "                        <td id=\"T_47215_row9_col1\" class=\"data row9 col1\" >23</td>\n",
       "                        <td id=\"T_47215_row9_col2\" class=\"data row9 col2\" >23</td>\n",
       "                        <td id=\"T_47215_row9_col3\" class=\"data row9 col3\" >1</td>\n",
       "                        <td id=\"T_47215_row9_col4\" class=\"data row9 col4\" >23</td>\n",
       "                        <td id=\"T_47215_row9_col5\" class=\"data row9 col5\" >100</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_47215_level0_row10\" class=\"row_heading level0 row10\" >10</th>\n",
       "                        <td id=\"T_47215_row10_col0\" class=\"data row10 col0\" >Morris vs Gayle</td>\n",
       "                        <td id=\"T_47215_row10_col1\" class=\"data row10 col1\" >46</td>\n",
       "                        <td id=\"T_47215_row10_col2\" class=\"data row10 col2\" >43</td>\n",
       "                        <td id=\"T_47215_row10_col3\" class=\"data row10 col3\" >3</td>\n",
       "                        <td id=\"T_47215_row10_col4\" class=\"data row10 col4\" >14.330000</td>\n",
       "                        <td id=\"T_47215_row10_col5\" class=\"data row10 col5\" >93.470000</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_47215_level0_row11\" class=\"row_heading level0 row11\" >11</th>\n",
       "                        <td id=\"T_47215_row11_col0\" class=\"data row11 col0\" >Unadkat vs Rahul</td>\n",
       "                        <td id=\"T_47215_row11_col1\" class=\"data row11 col1\" >43</td>\n",
       "                        <td id=\"T_47215_row11_col2\" class=\"data row11 col2\" >72</td>\n",
       "                        <td id=\"T_47215_row11_col3\" class=\"data row11 col3\" >1</td>\n",
       "                        <td id=\"T_47215_row11_col4\" class=\"data row11 col4\" >72</td>\n",
       "                        <td id=\"T_47215_row11_col5\" class=\"data row11 col5\" >167.440000</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_47215_level0_row12\" class=\"row_heading level0 row12\" >12</th>\n",
       "                        <td id=\"T_47215_row12_col0\" class=\"data row12 col0\" >Unadkat vs Mayank</td>\n",
       "                        <td id=\"T_47215_row12_col1\" class=\"data row12 col1\" >15</td>\n",
       "                        <td id=\"T_47215_row12_col2\" class=\"data row12 col2\" >25</td>\n",
       "                        <td id=\"T_47215_row12_col3\" class=\"data row12 col3\" >0</td>\n",
       "                        <td id=\"T_47215_row12_col4\" class=\"data row12 col4\" >25</td>\n",
       "                        <td id=\"T_47215_row12_col5\" class=\"data row12 col5\" >166.670000</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_47215_level0_row13\" class=\"row_heading level0 row13\" >13</th>\n",
       "                        <td id=\"T_47215_row13_col0\" class=\"data row13 col0\" >Unadkat vs Gayle</td>\n",
       "                        <td id=\"T_47215_row13_col1\" class=\"data row13 col1\" >28</td>\n",
       "                        <td id=\"T_47215_row13_col2\" class=\"data row13 col2\" >72</td>\n",
       "                        <td id=\"T_47215_row13_col3\" class=\"data row13 col3\" >0</td>\n",
       "                        <td id=\"T_47215_row13_col4\" class=\"data row13 col4\" >72</td>\n",
       "                        <td id=\"T_47215_row13_col5\" class=\"data row13 col5\" >257.140000</td>\n",
       "            </tr>\n",
       "    </tbody></table>"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x220dac2b670>"
      ]
     },
     "execution_count": 126,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "RR_PBKS_Matchups.style.set_properties(**{'background-color': '#224488', 'color': 'white',\n",
    "                           'border-color': 'yellow'})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 193,
   "id": "healthy-mexican",
   "metadata": {},
   "outputs": [],
   "source": [
    "RR_PBKS_Matchups_style = RR_PBKS_Matchups.style.set_properties(**{\n",
    "    'font-size': '14pt',\n",
    "})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 194,
   "id": "developed-october",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style  type=\"text/css\" >\n",
       "#T_32ef9_row0_col0,#T_32ef9_row0_col1,#T_32ef9_row0_col2,#T_32ef9_row0_col3,#T_32ef9_row0_col4,#T_32ef9_row1_col0,#T_32ef9_row1_col1,#T_32ef9_row1_col2,#T_32ef9_row1_col3,#T_32ef9_row1_col4,#T_32ef9_row2_col0,#T_32ef9_row2_col1,#T_32ef9_row2_col2,#T_32ef9_row2_col3,#T_32ef9_row2_col4,#T_32ef9_row3_col0,#T_32ef9_row3_col1,#T_32ef9_row3_col2,#T_32ef9_row3_col3,#T_32ef9_row3_col4,#T_32ef9_row4_col0,#T_32ef9_row4_col1,#T_32ef9_row4_col2,#T_32ef9_row4_col3,#T_32ef9_row4_col4,#T_32ef9_row5_col0,#T_32ef9_row5_col1,#T_32ef9_row5_col2,#T_32ef9_row5_col3,#T_32ef9_row5_col4,#T_32ef9_row6_col0,#T_32ef9_row6_col1,#T_32ef9_row6_col2,#T_32ef9_row6_col3,#T_32ef9_row6_col4,#T_32ef9_row7_col0,#T_32ef9_row7_col1,#T_32ef9_row7_col2,#T_32ef9_row7_col3,#T_32ef9_row7_col4,#T_32ef9_row8_col0,#T_32ef9_row8_col1,#T_32ef9_row8_col2,#T_32ef9_row8_col3,#T_32ef9_row8_col4,#T_32ef9_row9_col0,#T_32ef9_row9_col1,#T_32ef9_row9_col2,#T_32ef9_row9_col3,#T_32ef9_row9_col4,#T_32ef9_row10_col0,#T_32ef9_row10_col1,#T_32ef9_row10_col2,#T_32ef9_row10_col3,#T_32ef9_row10_col4,#T_32ef9_row11_col0,#T_32ef9_row11_col1,#T_32ef9_row11_col2,#T_32ef9_row11_col3,#T_32ef9_row11_col4,#T_32ef9_row12_col0,#T_32ef9_row12_col1,#T_32ef9_row12_col2,#T_32ef9_row12_col3,#T_32ef9_row12_col4,#T_32ef9_row13_col0,#T_32ef9_row13_col1,#T_32ef9_row13_col2,#T_32ef9_row13_col3,#T_32ef9_row13_col4{\n",
       "            font-size:  14pt;\n",
       "        }</style><table id=\"T_32ef9_\" ><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >Balls</th>        <th class=\"col_heading level0 col1\" >Runs</th>        <th class=\"col_heading level0 col2\" >Wickets</th>        <th class=\"col_heading level0 col3\" >Average</th>        <th class=\"col_heading level0 col4\" >Strike Rate</th>    </tr>    <tr>        <th class=\"index_name level0\" >Matchup</th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>    </tr></thead><tbody>\n",
       "                <tr>\n",
       "                        <th id=\"T_32ef9_level0_row0\" class=\"row_heading level0 row0\" >Shami vs Buttler</th>\n",
       "                        <td id=\"T_32ef9_row0_col0\" class=\"data row0 col0\" >21</td>\n",
       "                        <td id=\"T_32ef9_row0_col1\" class=\"data row0 col1\" >25</td>\n",
       "                        <td id=\"T_32ef9_row0_col2\" class=\"data row0 col2\" >1</td>\n",
       "                        <td id=\"T_32ef9_row0_col3\" class=\"data row0 col3\" >25.000000</td>\n",
       "                        <td id=\"T_32ef9_row0_col4\" class=\"data row0 col4\" >119.04</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_32ef9_level0_row1\" class=\"row_heading level0 row1\" >Shami vs Samson</th>\n",
       "                        <td id=\"T_32ef9_row1_col0\" class=\"data row1 col0\" >11</td>\n",
       "                        <td id=\"T_32ef9_row1_col1\" class=\"data row1 col1\" >23</td>\n",
       "                        <td id=\"T_32ef9_row1_col2\" class=\"data row1 col2\" >1</td>\n",
       "                        <td id=\"T_32ef9_row1_col3\" class=\"data row1 col3\" >23.000000</td>\n",
       "                        <td id=\"T_32ef9_row1_col4\" class=\"data row1 col4\" >209.09</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_32ef9_level0_row2\" class=\"row_heading level0 row2\" >Shami vs Stokes</th>\n",
       "                        <td id=\"T_32ef9_row2_col0\" class=\"data row2 col0\" >12</td>\n",
       "                        <td id=\"T_32ef9_row2_col1\" class=\"data row2 col1\" >16</td>\n",
       "                        <td id=\"T_32ef9_row2_col2\" class=\"data row2 col2\" >1</td>\n",
       "                        <td id=\"T_32ef9_row2_col3\" class=\"data row2 col3\" >16.000000</td>\n",
       "                        <td id=\"T_32ef9_row2_col4\" class=\"data row2 col4\" >133.33</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_32ef9_level0_row3\" class=\"row_heading level0 row3\" >Gopal vs Rahul</th>\n",
       "                        <td id=\"T_32ef9_row3_col0\" class=\"data row3 col0\" >34</td>\n",
       "                        <td id=\"T_32ef9_row3_col1\" class=\"data row3 col1\" >34</td>\n",
       "                        <td id=\"T_32ef9_row3_col2\" class=\"data row3 col2\" >0</td>\n",
       "                        <td id=\"T_32ef9_row3_col3\" class=\"data row3 col3\" >nan</td>\n",
       "                        <td id=\"T_32ef9_row3_col4\" class=\"data row3 col4\" >100.00</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_32ef9_level0_row4\" class=\"row_heading level0 row4\" >Gopal vs Mayank</th>\n",
       "                        <td id=\"T_32ef9_row4_col0\" class=\"data row4 col0\" >16</td>\n",
       "                        <td id=\"T_32ef9_row4_col1\" class=\"data row4 col1\" >41</td>\n",
       "                        <td id=\"T_32ef9_row4_col2\" class=\"data row4 col2\" >0</td>\n",
       "                        <td id=\"T_32ef9_row4_col3\" class=\"data row4 col3\" >nan</td>\n",
       "                        <td id=\"T_32ef9_row4_col4\" class=\"data row4 col4\" >256.25</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_32ef9_level0_row5\" class=\"row_heading level0 row5\" >Tewatia vs Rahul</th>\n",
       "                        <td id=\"T_32ef9_row5_col0\" class=\"data row5 col0\" >7</td>\n",
       "                        <td id=\"T_32ef9_row5_col1\" class=\"data row5 col1\" >7</td>\n",
       "                        <td id=\"T_32ef9_row5_col2\" class=\"data row5 col2\" >0</td>\n",
       "                        <td id=\"T_32ef9_row5_col3\" class=\"data row5 col3\" >nan</td>\n",
       "                        <td id=\"T_32ef9_row5_col4\" class=\"data row5 col4\" >100.00</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_32ef9_level0_row6\" class=\"row_heading level0 row6\" >Tewatia vs Mayank</th>\n",
       "                        <td id=\"T_32ef9_row6_col0\" class=\"data row6 col0\" >4</td>\n",
       "                        <td id=\"T_32ef9_row6_col1\" class=\"data row6 col1\" >17</td>\n",
       "                        <td id=\"T_32ef9_row6_col2\" class=\"data row6 col2\" >0</td>\n",
       "                        <td id=\"T_32ef9_row6_col3\" class=\"data row6 col3\" >nan</td>\n",
       "                        <td id=\"T_32ef9_row6_col4\" class=\"data row6 col4\" >425.00</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_32ef9_level0_row7\" class=\"row_heading level0 row7\" >Tewatia vs Gayle</th>\n",
       "                        <td id=\"T_32ef9_row7_col0\" class=\"data row7 col0\" >18</td>\n",
       "                        <td id=\"T_32ef9_row7_col1\" class=\"data row7 col1\" >18</td>\n",
       "                        <td id=\"T_32ef9_row7_col2\" class=\"data row7 col2\" >0</td>\n",
       "                        <td id=\"T_32ef9_row7_col3\" class=\"data row7 col3\" >nan</td>\n",
       "                        <td id=\"T_32ef9_row7_col4\" class=\"data row7 col4\" >100.00</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_32ef9_level0_row8\" class=\"row_heading level0 row8\" >Morris vs Rahul</th>\n",
       "                        <td id=\"T_32ef9_row8_col0\" class=\"data row8 col0\" >23</td>\n",
       "                        <td id=\"T_32ef9_row8_col1\" class=\"data row8 col1\" >41</td>\n",
       "                        <td id=\"T_32ef9_row8_col2\" class=\"data row8 col2\" >1</td>\n",
       "                        <td id=\"T_32ef9_row8_col3\" class=\"data row8 col3\" >41.000000</td>\n",
       "                        <td id=\"T_32ef9_row8_col4\" class=\"data row8 col4\" >178.26</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_32ef9_level0_row9\" class=\"row_heading level0 row9\" >Morris vs Mayank</th>\n",
       "                        <td id=\"T_32ef9_row9_col0\" class=\"data row9 col0\" >23</td>\n",
       "                        <td id=\"T_32ef9_row9_col1\" class=\"data row9 col1\" >23</td>\n",
       "                        <td id=\"T_32ef9_row9_col2\" class=\"data row9 col2\" >1</td>\n",
       "                        <td id=\"T_32ef9_row9_col3\" class=\"data row9 col3\" >21.000000</td>\n",
       "                        <td id=\"T_32ef9_row9_col4\" class=\"data row9 col4\" >100.00</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_32ef9_level0_row10\" class=\"row_heading level0 row10\" >Morris vs Gayle</th>\n",
       "                        <td id=\"T_32ef9_row10_col0\" class=\"data row10 col0\" >46</td>\n",
       "                        <td id=\"T_32ef9_row10_col1\" class=\"data row10 col1\" >43</td>\n",
       "                        <td id=\"T_32ef9_row10_col2\" class=\"data row10 col2\" >3</td>\n",
       "                        <td id=\"T_32ef9_row10_col3\" class=\"data row10 col3\" >14.330000</td>\n",
       "                        <td id=\"T_32ef9_row10_col4\" class=\"data row10 col4\" >93.47</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_32ef9_level0_row11\" class=\"row_heading level0 row11\" >Unadkat vs Rahul</th>\n",
       "                        <td id=\"T_32ef9_row11_col0\" class=\"data row11 col0\" >43</td>\n",
       "                        <td id=\"T_32ef9_row11_col1\" class=\"data row11 col1\" >72</td>\n",
       "                        <td id=\"T_32ef9_row11_col2\" class=\"data row11 col2\" >1</td>\n",
       "                        <td id=\"T_32ef9_row11_col3\" class=\"data row11 col3\" >72.000000</td>\n",
       "                        <td id=\"T_32ef9_row11_col4\" class=\"data row11 col4\" >167.44</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_32ef9_level0_row12\" class=\"row_heading level0 row12\" >Unadkat vs Mayank</th>\n",
       "                        <td id=\"T_32ef9_row12_col0\" class=\"data row12 col0\" >15</td>\n",
       "                        <td id=\"T_32ef9_row12_col1\" class=\"data row12 col1\" >25</td>\n",
       "                        <td id=\"T_32ef9_row12_col2\" class=\"data row12 col2\" >0</td>\n",
       "                        <td id=\"T_32ef9_row12_col3\" class=\"data row12 col3\" >nan</td>\n",
       "                        <td id=\"T_32ef9_row12_col4\" class=\"data row12 col4\" >166.67</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_32ef9_level0_row13\" class=\"row_heading level0 row13\" >Unadkat vs Gayle</th>\n",
       "                        <td id=\"T_32ef9_row13_col0\" class=\"data row13 col0\" >28</td>\n",
       "                        <td id=\"T_32ef9_row13_col1\" class=\"data row13 col1\" >72</td>\n",
       "                        <td id=\"T_32ef9_row13_col2\" class=\"data row13 col2\" >0</td>\n",
       "                        <td id=\"T_32ef9_row13_col3\" class=\"data row13 col3\" >nan</td>\n",
       "                        <td id=\"T_32ef9_row13_col4\" class=\"data row13 col4\" >257.14</td>\n",
       "            </tr>\n",
       "    </tbody></table>"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x220dac98850>"
      ]
     },
     "execution_count": 194,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "RR_PBKS_Matchups_style.format({\n",
    "    'Strike Rate': '{:,.2f}'.format,\n",
    "})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 192,
   "id": "comprehensive-cloud",
   "metadata": {},
   "outputs": [],
   "source": [
    "RR_PBKS_Matchups['Average'] = [25,23, 16, np.nan, np.nan, np.nan, np.nan, np.nan, 41, 21, 14.33, 72, np.nan, np.nan]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 195,
   "id": "authentic-plenty",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style  type=\"text/css\" >\n",
       "#T_32ef9_row0_col0,#T_32ef9_row0_col1,#T_32ef9_row0_col2,#T_32ef9_row0_col3,#T_32ef9_row0_col4,#T_32ef9_row1_col0,#T_32ef9_row1_col1,#T_32ef9_row1_col2,#T_32ef9_row1_col3,#T_32ef9_row1_col4,#T_32ef9_row2_col0,#T_32ef9_row2_col1,#T_32ef9_row2_col2,#T_32ef9_row2_col3,#T_32ef9_row2_col4,#T_32ef9_row3_col0,#T_32ef9_row3_col1,#T_32ef9_row3_col2,#T_32ef9_row3_col3,#T_32ef9_row3_col4,#T_32ef9_row4_col0,#T_32ef9_row4_col1,#T_32ef9_row4_col2,#T_32ef9_row4_col3,#T_32ef9_row4_col4,#T_32ef9_row5_col0,#T_32ef9_row5_col1,#T_32ef9_row5_col2,#T_32ef9_row5_col3,#T_32ef9_row5_col4,#T_32ef9_row6_col0,#T_32ef9_row6_col1,#T_32ef9_row6_col2,#T_32ef9_row6_col3,#T_32ef9_row6_col4,#T_32ef9_row7_col0,#T_32ef9_row7_col1,#T_32ef9_row7_col2,#T_32ef9_row7_col3,#T_32ef9_row7_col4,#T_32ef9_row8_col0,#T_32ef9_row8_col1,#T_32ef9_row8_col2,#T_32ef9_row8_col3,#T_32ef9_row8_col4,#T_32ef9_row9_col0,#T_32ef9_row9_col1,#T_32ef9_row9_col2,#T_32ef9_row9_col3,#T_32ef9_row9_col4,#T_32ef9_row10_col0,#T_32ef9_row10_col1,#T_32ef9_row10_col2,#T_32ef9_row10_col3,#T_32ef9_row10_col4,#T_32ef9_row11_col0,#T_32ef9_row11_col1,#T_32ef9_row11_col2,#T_32ef9_row11_col3,#T_32ef9_row11_col4,#T_32ef9_row12_col0,#T_32ef9_row12_col1,#T_32ef9_row12_col2,#T_32ef9_row12_col3,#T_32ef9_row12_col4,#T_32ef9_row13_col0,#T_32ef9_row13_col1,#T_32ef9_row13_col2,#T_32ef9_row13_col3,#T_32ef9_row13_col4{\n",
       "            font-size:  14pt;\n",
       "            font-size:  14pt;\n",
       "        }</style><table id=\"T_32ef9_\" ><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >Balls</th>        <th class=\"col_heading level0 col1\" >Runs</th>        <th class=\"col_heading level0 col2\" >Wickets</th>        <th class=\"col_heading level0 col3\" >Average</th>        <th class=\"col_heading level0 col4\" >Strike Rate</th>    </tr>    <tr>        <th class=\"index_name level0\" >Matchup</th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>    </tr></thead><tbody>\n",
       "                <tr>\n",
       "                        <th id=\"T_32ef9_level0_row0\" class=\"row_heading level0 row0\" >Shami vs Buttler</th>\n",
       "                        <td id=\"T_32ef9_row0_col0\" class=\"data row0 col0\" >21</td>\n",
       "                        <td id=\"T_32ef9_row0_col1\" class=\"data row0 col1\" >25</td>\n",
       "                        <td id=\"T_32ef9_row0_col2\" class=\"data row0 col2\" >1</td>\n",
       "                        <td id=\"T_32ef9_row0_col3\" class=\"data row0 col3\" >25.00</td>\n",
       "                        <td id=\"T_32ef9_row0_col4\" class=\"data row0 col4\" >119.04</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_32ef9_level0_row1\" class=\"row_heading level0 row1\" >Shami vs Samson</th>\n",
       "                        <td id=\"T_32ef9_row1_col0\" class=\"data row1 col0\" >11</td>\n",
       "                        <td id=\"T_32ef9_row1_col1\" class=\"data row1 col1\" >23</td>\n",
       "                        <td id=\"T_32ef9_row1_col2\" class=\"data row1 col2\" >1</td>\n",
       "                        <td id=\"T_32ef9_row1_col3\" class=\"data row1 col3\" >23.00</td>\n",
       "                        <td id=\"T_32ef9_row1_col4\" class=\"data row1 col4\" >209.09</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_32ef9_level0_row2\" class=\"row_heading level0 row2\" >Shami vs Stokes</th>\n",
       "                        <td id=\"T_32ef9_row2_col0\" class=\"data row2 col0\" >12</td>\n",
       "                        <td id=\"T_32ef9_row2_col1\" class=\"data row2 col1\" >16</td>\n",
       "                        <td id=\"T_32ef9_row2_col2\" class=\"data row2 col2\" >1</td>\n",
       "                        <td id=\"T_32ef9_row2_col3\" class=\"data row2 col3\" >16.00</td>\n",
       "                        <td id=\"T_32ef9_row2_col4\" class=\"data row2 col4\" >133.33</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_32ef9_level0_row3\" class=\"row_heading level0 row3\" >Gopal vs Rahul</th>\n",
       "                        <td id=\"T_32ef9_row3_col0\" class=\"data row3 col0\" >34</td>\n",
       "                        <td id=\"T_32ef9_row3_col1\" class=\"data row3 col1\" >34</td>\n",
       "                        <td id=\"T_32ef9_row3_col2\" class=\"data row3 col2\" >0</td>\n",
       "                        <td id=\"T_32ef9_row3_col3\" class=\"data row3 col3\" >nan</td>\n",
       "                        <td id=\"T_32ef9_row3_col4\" class=\"data row3 col4\" >100.00</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_32ef9_level0_row4\" class=\"row_heading level0 row4\" >Gopal vs Mayank</th>\n",
       "                        <td id=\"T_32ef9_row4_col0\" class=\"data row4 col0\" >16</td>\n",
       "                        <td id=\"T_32ef9_row4_col1\" class=\"data row4 col1\" >41</td>\n",
       "                        <td id=\"T_32ef9_row4_col2\" class=\"data row4 col2\" >0</td>\n",
       "                        <td id=\"T_32ef9_row4_col3\" class=\"data row4 col3\" >nan</td>\n",
       "                        <td id=\"T_32ef9_row4_col4\" class=\"data row4 col4\" >256.25</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_32ef9_level0_row5\" class=\"row_heading level0 row5\" >Tewatia vs Rahul</th>\n",
       "                        <td id=\"T_32ef9_row5_col0\" class=\"data row5 col0\" >7</td>\n",
       "                        <td id=\"T_32ef9_row5_col1\" class=\"data row5 col1\" >7</td>\n",
       "                        <td id=\"T_32ef9_row5_col2\" class=\"data row5 col2\" >0</td>\n",
       "                        <td id=\"T_32ef9_row5_col3\" class=\"data row5 col3\" >nan</td>\n",
       "                        <td id=\"T_32ef9_row5_col4\" class=\"data row5 col4\" >100.00</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_32ef9_level0_row6\" class=\"row_heading level0 row6\" >Tewatia vs Mayank</th>\n",
       "                        <td id=\"T_32ef9_row6_col0\" class=\"data row6 col0\" >4</td>\n",
       "                        <td id=\"T_32ef9_row6_col1\" class=\"data row6 col1\" >17</td>\n",
       "                        <td id=\"T_32ef9_row6_col2\" class=\"data row6 col2\" >0</td>\n",
       "                        <td id=\"T_32ef9_row6_col3\" class=\"data row6 col3\" >nan</td>\n",
       "                        <td id=\"T_32ef9_row6_col4\" class=\"data row6 col4\" >425.00</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_32ef9_level0_row7\" class=\"row_heading level0 row7\" >Tewatia vs Gayle</th>\n",
       "                        <td id=\"T_32ef9_row7_col0\" class=\"data row7 col0\" >18</td>\n",
       "                        <td id=\"T_32ef9_row7_col1\" class=\"data row7 col1\" >18</td>\n",
       "                        <td id=\"T_32ef9_row7_col2\" class=\"data row7 col2\" >0</td>\n",
       "                        <td id=\"T_32ef9_row7_col3\" class=\"data row7 col3\" >nan</td>\n",
       "                        <td id=\"T_32ef9_row7_col4\" class=\"data row7 col4\" >100.00</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_32ef9_level0_row8\" class=\"row_heading level0 row8\" >Morris vs Rahul</th>\n",
       "                        <td id=\"T_32ef9_row8_col0\" class=\"data row8 col0\" >23</td>\n",
       "                        <td id=\"T_32ef9_row8_col1\" class=\"data row8 col1\" >41</td>\n",
       "                        <td id=\"T_32ef9_row8_col2\" class=\"data row8 col2\" >1</td>\n",
       "                        <td id=\"T_32ef9_row8_col3\" class=\"data row8 col3\" >41.00</td>\n",
       "                        <td id=\"T_32ef9_row8_col4\" class=\"data row8 col4\" >178.26</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_32ef9_level0_row9\" class=\"row_heading level0 row9\" >Morris vs Mayank</th>\n",
       "                        <td id=\"T_32ef9_row9_col0\" class=\"data row9 col0\" >23</td>\n",
       "                        <td id=\"T_32ef9_row9_col1\" class=\"data row9 col1\" >23</td>\n",
       "                        <td id=\"T_32ef9_row9_col2\" class=\"data row9 col2\" >1</td>\n",
       "                        <td id=\"T_32ef9_row9_col3\" class=\"data row9 col3\" >21.00</td>\n",
       "                        <td id=\"T_32ef9_row9_col4\" class=\"data row9 col4\" >100.00</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_32ef9_level0_row10\" class=\"row_heading level0 row10\" >Morris vs Gayle</th>\n",
       "                        <td id=\"T_32ef9_row10_col0\" class=\"data row10 col0\" >46</td>\n",
       "                        <td id=\"T_32ef9_row10_col1\" class=\"data row10 col1\" >43</td>\n",
       "                        <td id=\"T_32ef9_row10_col2\" class=\"data row10 col2\" >3</td>\n",
       "                        <td id=\"T_32ef9_row10_col3\" class=\"data row10 col3\" >14.33</td>\n",
       "                        <td id=\"T_32ef9_row10_col4\" class=\"data row10 col4\" >93.47</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_32ef9_level0_row11\" class=\"row_heading level0 row11\" >Unadkat vs Rahul</th>\n",
       "                        <td id=\"T_32ef9_row11_col0\" class=\"data row11 col0\" >43</td>\n",
       "                        <td id=\"T_32ef9_row11_col1\" class=\"data row11 col1\" >72</td>\n",
       "                        <td id=\"T_32ef9_row11_col2\" class=\"data row11 col2\" >1</td>\n",
       "                        <td id=\"T_32ef9_row11_col3\" class=\"data row11 col3\" >72.00</td>\n",
       "                        <td id=\"T_32ef9_row11_col4\" class=\"data row11 col4\" >167.44</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_32ef9_level0_row12\" class=\"row_heading level0 row12\" >Unadkat vs Mayank</th>\n",
       "                        <td id=\"T_32ef9_row12_col0\" class=\"data row12 col0\" >15</td>\n",
       "                        <td id=\"T_32ef9_row12_col1\" class=\"data row12 col1\" >25</td>\n",
       "                        <td id=\"T_32ef9_row12_col2\" class=\"data row12 col2\" >0</td>\n",
       "                        <td id=\"T_32ef9_row12_col3\" class=\"data row12 col3\" >nan</td>\n",
       "                        <td id=\"T_32ef9_row12_col4\" class=\"data row12 col4\" >166.67</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_32ef9_level0_row13\" class=\"row_heading level0 row13\" >Unadkat vs Gayle</th>\n",
       "                        <td id=\"T_32ef9_row13_col0\" class=\"data row13 col0\" >28</td>\n",
       "                        <td id=\"T_32ef9_row13_col1\" class=\"data row13 col1\" >72</td>\n",
       "                        <td id=\"T_32ef9_row13_col2\" class=\"data row13 col2\" >0</td>\n",
       "                        <td id=\"T_32ef9_row13_col3\" class=\"data row13 col3\" >nan</td>\n",
       "                        <td id=\"T_32ef9_row13_col4\" class=\"data row13 col4\" >257.14</td>\n",
       "            </tr>\n",
       "    </tbody></table>"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x220dac98850>"
      ]
     },
     "execution_count": 195,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "RR_PBKS_Matchups_style.set_precision(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 203,
   "id": "chubby-architecture",
   "metadata": {},
   "outputs": [
    {
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       "            font-size:  14pt;\n",
       "            background-color:  #2c7ef7;\n",
       "            color:  #000000;\n",
       "            background-color:  pink;\n",
       "            background-color:  #2c7ef7;\n",
       "            color:  #000000;\n",
       "            background-color:  #2c7ef7;\n",
       "            color:  #000000;\n",
       "            background-color:  white;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #2c7ef7;\n",
       "            color:  #000000;\n",
       "            background-color:  pink;\n",
       "            background-color:  #2c7ef7;\n",
       "            color:  #000000;\n",
       "            background-color:  #2c7ef7;\n",
       "            color:  #000000;\n",
       "            background-color:  white;\n",
       "            background-color:  grey;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #2c7ef7;\n",
       "            color:  #000000;\n",
       "            background-color:  pink;\n",
       "            background-color:  #2c7ef7;\n",
       "            color:  #000000;\n",
       "            background-color:  #2c7ef7;\n",
       "            color:  #000000;\n",
       "            background-color:  white;\n",
       "            background-color:  grey;\n",
       "            background-color:  #2c7ef7;\n",
       "            color:  #000000;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #2c7ef7;\n",
       "            color:  #000000;\n",
       "            background-color:  pink;\n",
       "            background-color:  #2c7ef7;\n",
       "            color:  #000000;\n",
       "            background-color:  #2c7ef7;\n",
       "            color:  #000000;\n",
       "            background-color:  white;\n",
       "            background-color:  grey;\n",
       "            background-color:  #2c7ef7;\n",
       "            color:  #000000;\n",
       "            background-color:  #2c7ef7;\n",
       "            color:  #000000;\n",
       "        }#T_32ef9_row1_col1,#T_32ef9_row9_col1{\n",
       "            font-size:  14pt;\n",
       "            font-size:  14pt;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #01b3ec;\n",
       "            color:  #000000;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #01b3ec;\n",
       "            color:  #000000;\n",
       "            background-color:  pink;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #01b3ec;\n",
       "            color:  #000000;\n",
       "            background-color:  pink;\n",
       "            background-color:  #01b3ec;\n",
       "            color:  #000000;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #01b3ec;\n",
       "            color:  #000000;\n",
       "            background-color:  pink;\n",
       "            background-color:  #01b3ec;\n",
       "            color:  #000000;\n",
       "            background-color:  #01b3ec;\n",
       "            color:  #000000;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #01b3ec;\n",
       "            color:  #000000;\n",
       "            background-color:  pink;\n",
       "            background-color:  #01b3ec;\n",
       "            color:  #000000;\n",
       "            background-color:  #01b3ec;\n",
       "            color:  #000000;\n",
       "            background-color:  white;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #01b3ec;\n",
       "            color:  #000000;\n",
       "            background-color:  pink;\n",
       "            background-color:  #01b3ec;\n",
       "            color:  #000000;\n",
       "            background-color:  #01b3ec;\n",
       "            color:  #000000;\n",
       "            background-color:  white;\n",
       "            background-color:  grey;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #01b3ec;\n",
       "            color:  #000000;\n",
       "            background-color:  pink;\n",
       "            background-color:  #01b3ec;\n",
       "            color:  #000000;\n",
       "            background-color:  #01b3ec;\n",
       "            color:  #000000;\n",
       "            background-color:  white;\n",
       "            background-color:  grey;\n",
       "            background-color:  #01b3ec;\n",
       "            color:  #000000;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #01b3ec;\n",
       "            color:  #000000;\n",
       "            background-color:  pink;\n",
       "            background-color:  #01b3ec;\n",
       "            color:  #000000;\n",
       "            background-color:  #01b3ec;\n",
       "            color:  #000000;\n",
       "            background-color:  white;\n",
       "            background-color:  grey;\n",
       "            background-color:  #01b3ec;\n",
       "            color:  #000000;\n",
       "            background-color:  #01b3ec;\n",
       "            color:  #000000;\n",
       "        }#T_32ef9_row1_col3{\n",
       "            font-size:  14pt;\n",
       "            font-size:  14pt;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #3473f8;\n",
       "            color:  #000000;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #3473f8;\n",
       "            color:  #000000;\n",
       "            background-color:  pink;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #3473f8;\n",
       "            color:  #000000;\n",
       "            background-color:  pink;\n",
       "            background-color:  #3473f8;\n",
       "            color:  #000000;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #3473f8;\n",
       "            color:  #000000;\n",
       "            background-color:  pink;\n",
       "            background-color:  #3473f8;\n",
       "            color:  #000000;\n",
       "            background-color:  #3473f8;\n",
       "            color:  #000000;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #3473f8;\n",
       "            color:  #000000;\n",
       "            background-color:  pink;\n",
       "            background-color:  #3473f8;\n",
       "            color:  #000000;\n",
       "            background-color:  #3473f8;\n",
       "            color:  #000000;\n",
       "            background-color:  white;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #3473f8;\n",
       "            color:  #000000;\n",
       "            background-color:  pink;\n",
       "            background-color:  #3473f8;\n",
       "            color:  #000000;\n",
       "            background-color:  #3473f8;\n",
       "            color:  #000000;\n",
       "            background-color:  white;\n",
       "            background-color:  grey;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #3473f8;\n",
       "            color:  #000000;\n",
       "            background-color:  pink;\n",
       "            background-color:  #3473f8;\n",
       "            color:  #000000;\n",
       "            background-color:  #3473f8;\n",
       "            color:  #000000;\n",
       "            background-color:  white;\n",
       "            background-color:  grey;\n",
       "            background-color:  #3473f8;\n",
       "            color:  #000000;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #3473f8;\n",
       "            color:  #000000;\n",
       "            background-color:  pink;\n",
       "            background-color:  #3473f8;\n",
       "            color:  #000000;\n",
       "            background-color:  #3473f8;\n",
       "            color:  #000000;\n",
       "            background-color:  white;\n",
       "            background-color:  grey;\n",
       "            background-color:  #3473f8;\n",
       "            color:  #000000;\n",
       "            background-color:  #3473f8;\n",
       "            color:  #000000;\n",
       "        }#T_32ef9_row1_col4{\n",
       "            font-size:  14pt;\n",
       "            font-size:  14pt;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #32e3da;\n",
       "            color:  #000000;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #32e3da;\n",
       "            color:  #000000;\n",
       "            background-color:  pink;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #32e3da;\n",
       "            color:  #000000;\n",
       "            background-color:  pink;\n",
       "            background-color:  #32e3da;\n",
       "            color:  #000000;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #32e3da;\n",
       "            color:  #000000;\n",
       "            background-color:  pink;\n",
       "            background-color:  #32e3da;\n",
       "            color:  #000000;\n",
       "            background-color:  #32e3da;\n",
       "            color:  #000000;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #32e3da;\n",
       "            color:  #000000;\n",
       "            background-color:  pink;\n",
       "            background-color:  #32e3da;\n",
       "            color:  #000000;\n",
       "            background-color:  #32e3da;\n",
       "            color:  #000000;\n",
       "            background-color:  white;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #32e3da;\n",
       "            color:  #000000;\n",
       "            background-color:  pink;\n",
       "            background-color:  #32e3da;\n",
       "            color:  #000000;\n",
       "            background-color:  #32e3da;\n",
       "            color:  #000000;\n",
       "            background-color:  white;\n",
       "            background-color:  grey;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #32e3da;\n",
       "            color:  #000000;\n",
       "            background-color:  pink;\n",
       "            background-color:  #32e3da;\n",
       "            color:  #000000;\n",
       "            background-color:  #32e3da;\n",
       "            color:  #000000;\n",
       "            background-color:  white;\n",
       "            background-color:  grey;\n",
       "            background-color:  #32e3da;\n",
       "            color:  #000000;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #32e3da;\n",
       "            color:  #000000;\n",
       "            background-color:  pink;\n",
       "            background-color:  #32e3da;\n",
       "            color:  #000000;\n",
       "            background-color:  #32e3da;\n",
       "            color:  #000000;\n",
       "            background-color:  white;\n",
       "            background-color:  grey;\n",
       "            background-color:  #32e3da;\n",
       "            color:  #000000;\n",
       "            background-color:  #32e3da;\n",
       "            color:  #000000;\n",
       "        }#T_32ef9_row2_col0{\n",
       "            font-size:  14pt;\n",
       "            font-size:  14pt;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #208ef4;\n",
       "            color:  #000000;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #208ef4;\n",
       "            color:  #000000;\n",
       "            background-color:  pink;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #208ef4;\n",
       "            color:  #000000;\n",
       "            background-color:  pink;\n",
       "            background-color:  #208ef4;\n",
       "            color:  #000000;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #208ef4;\n",
       "            color:  #000000;\n",
       "            background-color:  pink;\n",
       "            background-color:  #208ef4;\n",
       "            color:  #000000;\n",
       "            background-color:  #208ef4;\n",
       "            color:  #000000;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #208ef4;\n",
       "            color:  #000000;\n",
       "            background-color:  pink;\n",
       "            background-color:  #208ef4;\n",
       "            color:  #000000;\n",
       "            background-color:  #208ef4;\n",
       "            color:  #000000;\n",
       "            background-color:  white;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #208ef4;\n",
       "            color:  #000000;\n",
       "            background-color:  pink;\n",
       "            background-color:  #208ef4;\n",
       "            color:  #000000;\n",
       "            background-color:  #208ef4;\n",
       "            color:  #000000;\n",
       "            background-color:  white;\n",
       "            background-color:  grey;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #208ef4;\n",
       "            color:  #000000;\n",
       "            background-color:  pink;\n",
       "            background-color:  #208ef4;\n",
       "            color:  #000000;\n",
       "            background-color:  #208ef4;\n",
       "            color:  #000000;\n",
       "            background-color:  white;\n",
       "            background-color:  grey;\n",
       "            background-color:  #208ef4;\n",
       "            color:  #000000;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #208ef4;\n",
       "            color:  #000000;\n",
       "            background-color:  pink;\n",
       "            background-color:  #208ef4;\n",
       "            color:  #000000;\n",
       "            background-color:  #208ef4;\n",
       "            color:  #000000;\n",
       "            background-color:  white;\n",
       "            background-color:  grey;\n",
       "            background-color:  #208ef4;\n",
       "            color:  #000000;\n",
       "            background-color:  #208ef4;\n",
       "            color:  #000000;\n",
       "        }#T_32ef9_row2_col1{\n",
       "            font-size:  14pt;\n",
       "            font-size:  14pt;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #396bf9;\n",
       "            color:  #000000;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #396bf9;\n",
       "            color:  #000000;\n",
       "            background-color:  pink;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #396bf9;\n",
       "            color:  #000000;\n",
       "            background-color:  pink;\n",
       "            background-color:  #396bf9;\n",
       "            color:  #000000;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #396bf9;\n",
       "            color:  #000000;\n",
       "            background-color:  pink;\n",
       "            background-color:  #396bf9;\n",
       "            color:  #000000;\n",
       "            background-color:  #396bf9;\n",
       "            color:  #000000;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #396bf9;\n",
       "            color:  #000000;\n",
       "            background-color:  pink;\n",
       "            background-color:  #396bf9;\n",
       "            color:  #000000;\n",
       "            background-color:  #396bf9;\n",
       "            color:  #000000;\n",
       "            background-color:  white;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #396bf9;\n",
       "            color:  #000000;\n",
       "            background-color:  pink;\n",
       "            background-color:  #396bf9;\n",
       "            color:  #000000;\n",
       "            background-color:  #396bf9;\n",
       "            color:  #000000;\n",
       "            background-color:  white;\n",
       "            background-color:  grey;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #396bf9;\n",
       "            color:  #000000;\n",
       "            background-color:  pink;\n",
       "            background-color:  #396bf9;\n",
       "            color:  #000000;\n",
       "            background-color:  #396bf9;\n",
       "            color:  #000000;\n",
       "            background-color:  white;\n",
       "            background-color:  grey;\n",
       "            background-color:  #396bf9;\n",
       "            color:  #000000;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #396bf9;\n",
       "            color:  #000000;\n",
       "            background-color:  pink;\n",
       "            background-color:  #396bf9;\n",
       "            color:  #000000;\n",
       "            background-color:  #396bf9;\n",
       "            color:  #000000;\n",
       "            background-color:  white;\n",
       "            background-color:  grey;\n",
       "            background-color:  #396bf9;\n",
       "            color:  #000000;\n",
       "            background-color:  #396bf9;\n",
       "            color:  #000000;\n",
       "        }#T_32ef9_row2_col3{\n",
       "            font-size:  14pt;\n",
       "            font-size:  14pt;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #7216ff;\n",
       "            color:  #f1f1f1;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #7216ff;\n",
       "            color:  #f1f1f1;\n",
       "            background-color:  pink;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #7216ff;\n",
       "            color:  #f1f1f1;\n",
       "            background-color:  pink;\n",
       "            background-color:  #7216ff;\n",
       "            color:  #f1f1f1;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #7216ff;\n",
       "            color:  #f1f1f1;\n",
       "            background-color:  pink;\n",
       "            background-color:  #7216ff;\n",
       "            color:  #f1f1f1;\n",
       "            background-color:  #7216ff;\n",
       "            color:  #f1f1f1;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #7216ff;\n",
       "            color:  #f1f1f1;\n",
       "            background-color:  pink;\n",
       "            background-color:  #7216ff;\n",
       "            color:  #f1f1f1;\n",
       "            background-color:  #7216ff;\n",
       "            color:  #f1f1f1;\n",
       "            background-color:  white;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #7216ff;\n",
       "            color:  #f1f1f1;\n",
       "            background-color:  pink;\n",
       "            background-color:  #7216ff;\n",
       "            color:  #f1f1f1;\n",
       "            background-color:  #7216ff;\n",
       "            color:  #f1f1f1;\n",
       "            background-color:  white;\n",
       "            background-color:  grey;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #7216ff;\n",
       "            color:  #f1f1f1;\n",
       "            background-color:  pink;\n",
       "            background-color:  #7216ff;\n",
       "            color:  #f1f1f1;\n",
       "            background-color:  #7216ff;\n",
       "            color:  #f1f1f1;\n",
       "            background-color:  white;\n",
       "            background-color:  grey;\n",
       "            background-color:  #7216ff;\n",
       "            color:  #f1f1f1;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #7216ff;\n",
       "            color:  #f1f1f1;\n",
       "            background-color:  pink;\n",
       "            background-color:  #7216ff;\n",
       "            color:  #f1f1f1;\n",
       "            background-color:  #7216ff;\n",
       "            color:  #f1f1f1;\n",
       "            background-color:  white;\n",
       "            background-color:  grey;\n",
       "            background-color:  #7216ff;\n",
       "            color:  #f1f1f1;\n",
       "            background-color:  #7216ff;\n",
       "            color:  #f1f1f1;\n",
       "        }#T_32ef9_row2_col4{\n",
       "            font-size:  14pt;\n",
       "            font-size:  14pt;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #445cfb;\n",
       "            color:  #f1f1f1;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #445cfb;\n",
       "            color:  #f1f1f1;\n",
       "            background-color:  pink;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #445cfb;\n",
       "            color:  #f1f1f1;\n",
       "            background-color:  pink;\n",
       "            background-color:  #445cfb;\n",
       "            color:  #f1f1f1;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #445cfb;\n",
       "            color:  #f1f1f1;\n",
       "            background-color:  pink;\n",
       "            background-color:  #445cfb;\n",
       "            color:  #f1f1f1;\n",
       "            background-color:  #445cfb;\n",
       "            color:  #f1f1f1;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #445cfb;\n",
       "            color:  #f1f1f1;\n",
       "            background-color:  pink;\n",
       "            background-color:  #445cfb;\n",
       "            color:  #f1f1f1;\n",
       "            background-color:  #445cfb;\n",
       "            color:  #f1f1f1;\n",
       "            background-color:  white;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #445cfb;\n",
       "            color:  #f1f1f1;\n",
       "            background-color:  pink;\n",
       "            background-color:  #445cfb;\n",
       "            color:  #f1f1f1;\n",
       "            background-color:  #445cfb;\n",
       "            color:  #f1f1f1;\n",
       "            background-color:  white;\n",
       "            background-color:  grey;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #445cfb;\n",
       "            color:  #f1f1f1;\n",
       "            background-color:  pink;\n",
       "            background-color:  #445cfb;\n",
       "            color:  #f1f1f1;\n",
       "            background-color:  #445cfb;\n",
       "            color:  #f1f1f1;\n",
       "            background-color:  white;\n",
       "            background-color:  grey;\n",
       "            background-color:  #445cfb;\n",
       "            color:  #f1f1f1;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #445cfb;\n",
       "            color:  #f1f1f1;\n",
       "            background-color:  pink;\n",
       "            background-color:  #445cfb;\n",
       "            color:  #f1f1f1;\n",
       "            background-color:  #445cfb;\n",
       "            color:  #f1f1f1;\n",
       "            background-color:  white;\n",
       "            background-color:  grey;\n",
       "            background-color:  #445cfb;\n",
       "            color:  #f1f1f1;\n",
       "            background-color:  #445cfb;\n",
       "            color:  #f1f1f1;\n",
       "        }#T_32ef9_row3_col0{\n",
       "            font-size:  14pt;\n",
       "            font-size:  14pt;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #ecc86f;\n",
       "            color:  #000000;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #ecc86f;\n",
       "            color:  #000000;\n",
       "            background-color:  pink;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #ecc86f;\n",
       "            color:  #000000;\n",
       "            background-color:  pink;\n",
       "            background-color:  #ecc86f;\n",
       "            color:  #000000;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #ecc86f;\n",
       "            color:  #000000;\n",
       "            background-color:  pink;\n",
       "            background-color:  #ecc86f;\n",
       "            color:  #000000;\n",
       "            background-color:  #ecc86f;\n",
       "            color:  #000000;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #ecc86f;\n",
       "            color:  #000000;\n",
       "            background-color:  pink;\n",
       "            background-color:  #ecc86f;\n",
       "            color:  #000000;\n",
       "            background-color:  #ecc86f;\n",
       "            color:  #000000;\n",
       "            background-color:  white;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #ecc86f;\n",
       "            color:  #000000;\n",
       "            background-color:  pink;\n",
       "            background-color:  #ecc86f;\n",
       "            color:  #000000;\n",
       "            background-color:  #ecc86f;\n",
       "            color:  #000000;\n",
       "            background-color:  white;\n",
       "            background-color:  grey;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #ecc86f;\n",
       "            color:  #000000;\n",
       "            background-color:  pink;\n",
       "            background-color:  #ecc86f;\n",
       "            color:  #000000;\n",
       "            background-color:  #ecc86f;\n",
       "            color:  #000000;\n",
       "            background-color:  white;\n",
       "            background-color:  grey;\n",
       "            background-color:  #ecc86f;\n",
       "            color:  #000000;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #ecc86f;\n",
       "            color:  #000000;\n",
       "            background-color:  pink;\n",
       "            background-color:  #ecc86f;\n",
       "            color:  #000000;\n",
       "            background-color:  #ecc86f;\n",
       "            color:  #000000;\n",
       "            background-color:  white;\n",
       "            background-color:  grey;\n",
       "            background-color:  #ecc86f;\n",
       "            color:  #000000;\n",
       "            background-color:  #ecc86f;\n",
       "            color:  #000000;\n",
       "        }#T_32ef9_row3_col1{\n",
       "            font-size:  14pt;\n",
       "            font-size:  14pt;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #54f6cb;\n",
       "            color:  #000000;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #54f6cb;\n",
       "            color:  #000000;\n",
       "            background-color:  pink;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #54f6cb;\n",
       "            color:  #000000;\n",
       "            background-color:  pink;\n",
       "            background-color:  #54f6cb;\n",
       "            color:  #000000;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #54f6cb;\n",
       "            color:  #000000;\n",
       "            background-color:  pink;\n",
       "            background-color:  #54f6cb;\n",
       "            color:  #000000;\n",
       "            background-color:  #54f6cb;\n",
       "            color:  #000000;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #54f6cb;\n",
       "            color:  #000000;\n",
       "            background-color:  pink;\n",
       "            background-color:  #54f6cb;\n",
       "            color:  #000000;\n",
       "            background-color:  #54f6cb;\n",
       "            color:  #000000;\n",
       "            background-color:  white;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #54f6cb;\n",
       "            color:  #000000;\n",
       "            background-color:  pink;\n",
       "            background-color:  #54f6cb;\n",
       "            color:  #000000;\n",
       "            background-color:  #54f6cb;\n",
       "            color:  #000000;\n",
       "            background-color:  white;\n",
       "            background-color:  grey;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #54f6cb;\n",
       "            color:  #000000;\n",
       "            background-color:  pink;\n",
       "            background-color:  #54f6cb;\n",
       "            color:  #000000;\n",
       "            background-color:  #54f6cb;\n",
       "            color:  #000000;\n",
       "            background-color:  white;\n",
       "            background-color:  grey;\n",
       "            background-color:  #54f6cb;\n",
       "            color:  #000000;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #54f6cb;\n",
       "            color:  #000000;\n",
       "            background-color:  pink;\n",
       "            background-color:  #54f6cb;\n",
       "            color:  #000000;\n",
       "            background-color:  #54f6cb;\n",
       "            color:  #000000;\n",
       "            background-color:  white;\n",
       "            background-color:  grey;\n",
       "            background-color:  #54f6cb;\n",
       "            color:  #000000;\n",
       "            background-color:  #54f6cb;\n",
       "            color:  #000000;\n",
       "        }#T_32ef9_row3_col2,#T_32ef9_row4_col2,#T_32ef9_row5_col1,#T_32ef9_row5_col2,#T_32ef9_row6_col0,#T_32ef9_row6_col2,#T_32ef9_row7_col2,#T_32ef9_row10_col3,#T_32ef9_row10_col4,#T_32ef9_row12_col2,#T_32ef9_row13_col2{\n",
       "            font-size:  14pt;\n",
       "            font-size:  14pt;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #8000ff;\n",
       "            color:  #f1f1f1;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #8000ff;\n",
       "            color:  #f1f1f1;\n",
       "            background-color:  pink;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #8000ff;\n",
       "            color:  #f1f1f1;\n",
       "            background-color:  pink;\n",
       "            background-color:  #8000ff;\n",
       "            color:  #f1f1f1;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #8000ff;\n",
       "            color:  #f1f1f1;\n",
       "            background-color:  pink;\n",
       "            background-color:  #8000ff;\n",
       "            color:  #f1f1f1;\n",
       "            background-color:  #8000ff;\n",
       "            color:  #f1f1f1;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #8000ff;\n",
       "            color:  #f1f1f1;\n",
       "            background-color:  pink;\n",
       "            background-color:  #8000ff;\n",
       "            color:  #f1f1f1;\n",
       "            background-color:  #8000ff;\n",
       "            color:  #f1f1f1;\n",
       "            background-color:  white;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #8000ff;\n",
       "            color:  #f1f1f1;\n",
       "            background-color:  pink;\n",
       "            background-color:  #8000ff;\n",
       "            color:  #f1f1f1;\n",
       "            background-color:  #8000ff;\n",
       "            color:  #f1f1f1;\n",
       "            background-color:  white;\n",
       "            background-color:  grey;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #8000ff;\n",
       "            color:  #f1f1f1;\n",
       "            background-color:  pink;\n",
       "            background-color:  #8000ff;\n",
       "            color:  #f1f1f1;\n",
       "            background-color:  #8000ff;\n",
       "            color:  #f1f1f1;\n",
       "            background-color:  white;\n",
       "            background-color:  grey;\n",
       "            background-color:  #8000ff;\n",
       "            color:  #f1f1f1;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #8000ff;\n",
       "            color:  #f1f1f1;\n",
       "            background-color:  pink;\n",
       "            background-color:  #8000ff;\n",
       "            color:  #f1f1f1;\n",
       "            background-color:  #8000ff;\n",
       "            color:  #f1f1f1;\n",
       "            background-color:  white;\n",
       "            background-color:  grey;\n",
       "            background-color:  #8000ff;\n",
       "            color:  #f1f1f1;\n",
       "            background-color:  #8000ff;\n",
       "            color:  #f1f1f1;\n",
       "        }#T_32ef9_row3_col3,#T_32ef9_row4_col3,#T_32ef9_row5_col3,#T_32ef9_row6_col3,#T_32ef9_row7_col3,#T_32ef9_row12_col3,#T_32ef9_row13_col3{\n",
       "            font-size:  14pt;\n",
       "            font-size:  14pt;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #000000;\n",
       "            color:  #f1f1f1;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #000000;\n",
       "            color:  #f1f1f1;\n",
       "            background-color:  pink;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #000000;\n",
       "            color:  #f1f1f1;\n",
       "            background-color:  pink;\n",
       "            background-color:  #000000;\n",
       "            color:  #f1f1f1;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #000000;\n",
       "            color:  #f1f1f1;\n",
       "            background-color:  pink;\n",
       "            background-color:  #000000;\n",
       "            color:  #f1f1f1;\n",
       "            background-color:  #000000;\n",
       "            color:  #f1f1f1;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #000000;\n",
       "            color:  #f1f1f1;\n",
       "            background-color:  pink;\n",
       "            background-color:  #000000;\n",
       "            color:  #f1f1f1;\n",
       "            background-color:  #000000;\n",
       "            color:  #f1f1f1;\n",
       "            background-color:  white;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #000000;\n",
       "            color:  #f1f1f1;\n",
       "            background-color:  pink;\n",
       "            background-color:  #000000;\n",
       "            color:  #f1f1f1;\n",
       "            background-color:  #000000;\n",
       "            color:  #f1f1f1;\n",
       "            background-color:  white;\n",
       "            background-color:  grey;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #000000;\n",
       "            color:  #f1f1f1;\n",
       "            background-color:  pink;\n",
       "            background-color:  #000000;\n",
       "            color:  #f1f1f1;\n",
       "            background-color:  #000000;\n",
       "            color:  #f1f1f1;\n",
       "            background-color:  white;\n",
       "            background-color:  grey;\n",
       "            background-color:  #000000;\n",
       "            color:  #f1f1f1;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #000000;\n",
       "            color:  #f1f1f1;\n",
       "            background-color:  pink;\n",
       "            background-color:  #000000;\n",
       "            color:  #f1f1f1;\n",
       "            background-color:  #000000;\n",
       "            color:  #f1f1f1;\n",
       "            background-color:  white;\n",
       "            background-color:  grey;\n",
       "            background-color:  #000000;\n",
       "            color:  #f1f1f1;\n",
       "            background-color:  #000000;\n",
       "            color:  #f1f1f1;\n",
       "        }#T_32ef9_row3_col4,#T_32ef9_row5_col4,#T_32ef9_row7_col4,#T_32ef9_row9_col4{\n",
       "            font-size:  14pt;\n",
       "            font-size:  14pt;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #7610ff;\n",
       "            color:  #f1f1f1;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #7610ff;\n",
       "            color:  #f1f1f1;\n",
       "            background-color:  pink;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #7610ff;\n",
       "            color:  #f1f1f1;\n",
       "            background-color:  pink;\n",
       "            background-color:  #7610ff;\n",
       "            color:  #f1f1f1;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #7610ff;\n",
       "            color:  #f1f1f1;\n",
       "            background-color:  pink;\n",
       "            background-color:  #7610ff;\n",
       "            color:  #f1f1f1;\n",
       "            background-color:  #7610ff;\n",
       "            color:  #f1f1f1;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #7610ff;\n",
       "            color:  #f1f1f1;\n",
       "            background-color:  pink;\n",
       "            background-color:  #7610ff;\n",
       "            color:  #f1f1f1;\n",
       "            background-color:  #7610ff;\n",
       "            color:  #f1f1f1;\n",
       "            background-color:  white;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #7610ff;\n",
       "            color:  #f1f1f1;\n",
       "            background-color:  pink;\n",
       "            background-color:  #7610ff;\n",
       "            color:  #f1f1f1;\n",
       "            background-color:  #7610ff;\n",
       "            color:  #f1f1f1;\n",
       "            background-color:  white;\n",
       "            background-color:  grey;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #7610ff;\n",
       "            color:  #f1f1f1;\n",
       "            background-color:  pink;\n",
       "            background-color:  #7610ff;\n",
       "            color:  #f1f1f1;\n",
       "            background-color:  #7610ff;\n",
       "            color:  #f1f1f1;\n",
       "            background-color:  white;\n",
       "            background-color:  grey;\n",
       "            background-color:  #7610ff;\n",
       "            color:  #f1f1f1;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #7610ff;\n",
       "            color:  #f1f1f1;\n",
       "            background-color:  pink;\n",
       "            background-color:  #7610ff;\n",
       "            color:  #f1f1f1;\n",
       "            background-color:  #7610ff;\n",
       "            color:  #f1f1f1;\n",
       "            background-color:  white;\n",
       "            background-color:  grey;\n",
       "            background-color:  #7610ff;\n",
       "            color:  #f1f1f1;\n",
       "            background-color:  #7610ff;\n",
       "            color:  #f1f1f1;\n",
       "        }#T_32ef9_row4_col0{\n",
       "            font-size:  14pt;\n",
       "            font-size:  14pt;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #12c8e6;\n",
       "            color:  #000000;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #12c8e6;\n",
       "            color:  #000000;\n",
       "            background-color:  pink;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #12c8e6;\n",
       "            color:  #000000;\n",
       "            background-color:  pink;\n",
       "            background-color:  #12c8e6;\n",
       "            color:  #000000;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #12c8e6;\n",
       "            color:  #000000;\n",
       "            background-color:  pink;\n",
       "            background-color:  #12c8e6;\n",
       "            color:  #000000;\n",
       "            background-color:  #12c8e6;\n",
       "            color:  #000000;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #12c8e6;\n",
       "            color:  #000000;\n",
       "            background-color:  pink;\n",
       "            background-color:  #12c8e6;\n",
       "            color:  #000000;\n",
       "            background-color:  #12c8e6;\n",
       "            color:  #000000;\n",
       "            background-color:  white;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #12c8e6;\n",
       "            color:  #000000;\n",
       "            background-color:  pink;\n",
       "            background-color:  #12c8e6;\n",
       "            color:  #000000;\n",
       "            background-color:  #12c8e6;\n",
       "            color:  #000000;\n",
       "            background-color:  white;\n",
       "            background-color:  grey;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #12c8e6;\n",
       "            color:  #000000;\n",
       "            background-color:  pink;\n",
       "            background-color:  #12c8e6;\n",
       "            color:  #000000;\n",
       "            background-color:  #12c8e6;\n",
       "            color:  #000000;\n",
       "            background-color:  white;\n",
       "            background-color:  grey;\n",
       "            background-color:  #12c8e6;\n",
       "            color:  #000000;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #12c8e6;\n",
       "            color:  #000000;\n",
       "            background-color:  pink;\n",
       "            background-color:  #12c8e6;\n",
       "            color:  #000000;\n",
       "            background-color:  #12c8e6;\n",
       "            color:  #000000;\n",
       "            background-color:  white;\n",
       "            background-color:  grey;\n",
       "            background-color:  #12c8e6;\n",
       "            color:  #000000;\n",
       "            background-color:  #12c8e6;\n",
       "            color:  #000000;\n",
       "        }#T_32ef9_row4_col1,#T_32ef9_row8_col1{\n",
       "            font-size:  14pt;\n",
       "            font-size:  14pt;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #8bfeae;\n",
       "            color:  #000000;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #8bfeae;\n",
       "            color:  #000000;\n",
       "            background-color:  pink;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #8bfeae;\n",
       "            color:  #000000;\n",
       "            background-color:  pink;\n",
       "            background-color:  #8bfeae;\n",
       "            color:  #000000;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #8bfeae;\n",
       "            color:  #000000;\n",
       "            background-color:  pink;\n",
       "            background-color:  #8bfeae;\n",
       "            color:  #000000;\n",
       "            background-color:  #8bfeae;\n",
       "            color:  #000000;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #8bfeae;\n",
       "            color:  #000000;\n",
       "            background-color:  pink;\n",
       "            background-color:  #8bfeae;\n",
       "            color:  #000000;\n",
       "            background-color:  #8bfeae;\n",
       "            color:  #000000;\n",
       "            background-color:  white;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #8bfeae;\n",
       "            color:  #000000;\n",
       "            background-color:  pink;\n",
       "            background-color:  #8bfeae;\n",
       "            color:  #000000;\n",
       "            background-color:  #8bfeae;\n",
       "            color:  #000000;\n",
       "            background-color:  white;\n",
       "            background-color:  grey;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #8bfeae;\n",
       "            color:  #000000;\n",
       "            background-color:  pink;\n",
       "            background-color:  #8bfeae;\n",
       "            color:  #000000;\n",
       "            background-color:  #8bfeae;\n",
       "            color:  #000000;\n",
       "            background-color:  white;\n",
       "            background-color:  grey;\n",
       "            background-color:  #8bfeae;\n",
       "            color:  #000000;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #8bfeae;\n",
       "            color:  #000000;\n",
       "            background-color:  pink;\n",
       "            background-color:  #8bfeae;\n",
       "            color:  #000000;\n",
       "            background-color:  #8bfeae;\n",
       "            color:  #000000;\n",
       "            background-color:  white;\n",
       "            background-color:  grey;\n",
       "            background-color:  #8bfeae;\n",
       "            color:  #000000;\n",
       "            background-color:  #8bfeae;\n",
       "            color:  #000000;\n",
       "        }#T_32ef9_row4_col4{\n",
       "            font-size:  14pt;\n",
       "            font-size:  14pt;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #7affb7;\n",
       "            color:  #000000;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #7affb7;\n",
       "            color:  #000000;\n",
       "            background-color:  pink;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #7affb7;\n",
       "            color:  #000000;\n",
       "            background-color:  pink;\n",
       "            background-color:  #7affb7;\n",
       "            color:  #000000;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #7affb7;\n",
       "            color:  #000000;\n",
       "            background-color:  pink;\n",
       "            background-color:  #7affb7;\n",
       "            color:  #000000;\n",
       "            background-color:  #7affb7;\n",
       "            color:  #000000;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #7affb7;\n",
       "            color:  #000000;\n",
       "            background-color:  pink;\n",
       "            background-color:  #7affb7;\n",
       "            color:  #000000;\n",
       "            background-color:  #7affb7;\n",
       "            color:  #000000;\n",
       "            background-color:  white;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #7affb7;\n",
       "            color:  #000000;\n",
       "            background-color:  pink;\n",
       "            background-color:  #7affb7;\n",
       "            color:  #000000;\n",
       "            background-color:  #7affb7;\n",
       "            color:  #000000;\n",
       "            background-color:  white;\n",
       "            background-color:  grey;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #7affb7;\n",
       "            color:  #000000;\n",
       "            background-color:  pink;\n",
       "            background-color:  #7affb7;\n",
       "            color:  #000000;\n",
       "            background-color:  #7affb7;\n",
       "            color:  #000000;\n",
       "            background-color:  white;\n",
       "            background-color:  grey;\n",
       "            background-color:  #7affb7;\n",
       "            color:  #000000;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #7affb7;\n",
       "            color:  #000000;\n",
       "            background-color:  pink;\n",
       "            background-color:  #7affb7;\n",
       "            color:  #000000;\n",
       "            background-color:  #7affb7;\n",
       "            color:  #000000;\n",
       "            background-color:  white;\n",
       "            background-color:  grey;\n",
       "            background-color:  #7affb7;\n",
       "            color:  #000000;\n",
       "            background-color:  #7affb7;\n",
       "            color:  #000000;\n",
       "        }#T_32ef9_row5_col0{\n",
       "            font-size:  14pt;\n",
       "            font-size:  14pt;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #5c38fd;\n",
       "            color:  #f1f1f1;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #5c38fd;\n",
       "            color:  #f1f1f1;\n",
       "            background-color:  pink;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #5c38fd;\n",
       "            color:  #f1f1f1;\n",
       "            background-color:  pink;\n",
       "            background-color:  #5c38fd;\n",
       "            color:  #f1f1f1;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #5c38fd;\n",
       "            color:  #f1f1f1;\n",
       "            background-color:  pink;\n",
       "            background-color:  #5c38fd;\n",
       "            color:  #f1f1f1;\n",
       "            background-color:  #5c38fd;\n",
       "            color:  #f1f1f1;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #5c38fd;\n",
       "            color:  #f1f1f1;\n",
       "            background-color:  pink;\n",
       "            background-color:  #5c38fd;\n",
       "            color:  #f1f1f1;\n",
       "            background-color:  #5c38fd;\n",
       "            color:  #f1f1f1;\n",
       "            background-color:  white;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #5c38fd;\n",
       "            color:  #f1f1f1;\n",
       "            background-color:  pink;\n",
       "            background-color:  #5c38fd;\n",
       "            color:  #f1f1f1;\n",
       "            background-color:  #5c38fd;\n",
       "            color:  #f1f1f1;\n",
       "            background-color:  white;\n",
       "            background-color:  grey;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #5c38fd;\n",
       "            color:  #f1f1f1;\n",
       "            background-color:  pink;\n",
       "            background-color:  #5c38fd;\n",
       "            color:  #f1f1f1;\n",
       "            background-color:  #5c38fd;\n",
       "            color:  #f1f1f1;\n",
       "            background-color:  white;\n",
       "            background-color:  grey;\n",
       "            background-color:  #5c38fd;\n",
       "            color:  #f1f1f1;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #5c38fd;\n",
       "            color:  #f1f1f1;\n",
       "            background-color:  pink;\n",
       "            background-color:  #5c38fd;\n",
       "            color:  #f1f1f1;\n",
       "            background-color:  #5c38fd;\n",
       "            color:  #f1f1f1;\n",
       "            background-color:  white;\n",
       "            background-color:  grey;\n",
       "            background-color:  #5c38fd;\n",
       "            color:  #f1f1f1;\n",
       "            background-color:  #5c38fd;\n",
       "            color:  #f1f1f1;\n",
       "        }#T_32ef9_row6_col1{\n",
       "            font-size:  14pt;\n",
       "            font-size:  14pt;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #3176f8;\n",
       "            color:  #000000;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #3176f8;\n",
       "            color:  #000000;\n",
       "            background-color:  pink;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #3176f8;\n",
       "            color:  #000000;\n",
       "            background-color:  pink;\n",
       "            background-color:  #3176f8;\n",
       "            color:  #000000;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #3176f8;\n",
       "            color:  #000000;\n",
       "            background-color:  pink;\n",
       "            background-color:  #3176f8;\n",
       "            color:  #000000;\n",
       "            background-color:  #3176f8;\n",
       "            color:  #000000;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #3176f8;\n",
       "            color:  #000000;\n",
       "            background-color:  pink;\n",
       "            background-color:  #3176f8;\n",
       "            color:  #000000;\n",
       "            background-color:  #3176f8;\n",
       "            color:  #000000;\n",
       "            background-color:  white;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #3176f8;\n",
       "            color:  #000000;\n",
       "            background-color:  pink;\n",
       "            background-color:  #3176f8;\n",
       "            color:  #000000;\n",
       "            background-color:  #3176f8;\n",
       "            color:  #000000;\n",
       "            background-color:  white;\n",
       "            background-color:  grey;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #3176f8;\n",
       "            color:  #000000;\n",
       "            background-color:  pink;\n",
       "            background-color:  #3176f8;\n",
       "            color:  #000000;\n",
       "            background-color:  #3176f8;\n",
       "            color:  #000000;\n",
       "            background-color:  white;\n",
       "            background-color:  grey;\n",
       "            background-color:  #3176f8;\n",
       "            color:  #000000;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #3176f8;\n",
       "            color:  #000000;\n",
       "            background-color:  pink;\n",
       "            background-color:  #3176f8;\n",
       "            color:  #000000;\n",
       "            background-color:  #3176f8;\n",
       "            color:  #000000;\n",
       "            background-color:  white;\n",
       "            background-color:  grey;\n",
       "            background-color:  #3176f8;\n",
       "            color:  #000000;\n",
       "            background-color:  #3176f8;\n",
       "            color:  #000000;\n",
       "        }#T_32ef9_row6_col4,#T_32ef9_row10_col0,#T_32ef9_row10_col2,#T_32ef9_row11_col1,#T_32ef9_row11_col3,#T_32ef9_row13_col1{\n",
       "            font-size:  14pt;\n",
       "            font-size:  14pt;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #ff0000;\n",
       "            color:  #f1f1f1;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #ff0000;\n",
       "            color:  #f1f1f1;\n",
       "            background-color:  pink;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #ff0000;\n",
       "            color:  #f1f1f1;\n",
       "            background-color:  pink;\n",
       "            background-color:  #ff0000;\n",
       "            color:  #f1f1f1;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #ff0000;\n",
       "            color:  #f1f1f1;\n",
       "            background-color:  pink;\n",
       "            background-color:  #ff0000;\n",
       "            color:  #f1f1f1;\n",
       "            background-color:  #ff0000;\n",
       "            color:  #f1f1f1;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #ff0000;\n",
       "            color:  #f1f1f1;\n",
       "            background-color:  pink;\n",
       "            background-color:  #ff0000;\n",
       "            color:  #f1f1f1;\n",
       "            background-color:  #ff0000;\n",
       "            color:  #f1f1f1;\n",
       "            background-color:  white;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #ff0000;\n",
       "            color:  #f1f1f1;\n",
       "            background-color:  pink;\n",
       "            background-color:  #ff0000;\n",
       "            color:  #f1f1f1;\n",
       "            background-color:  #ff0000;\n",
       "            color:  #f1f1f1;\n",
       "            background-color:  white;\n",
       "            background-color:  grey;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #ff0000;\n",
       "            color:  #f1f1f1;\n",
       "            background-color:  pink;\n",
       "            background-color:  #ff0000;\n",
       "            color:  #f1f1f1;\n",
       "            background-color:  #ff0000;\n",
       "            color:  #f1f1f1;\n",
       "            background-color:  white;\n",
       "            background-color:  grey;\n",
       "            background-color:  #ff0000;\n",
       "            color:  #f1f1f1;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #ff0000;\n",
       "            color:  #f1f1f1;\n",
       "            background-color:  pink;\n",
       "            background-color:  #ff0000;\n",
       "            color:  #f1f1f1;\n",
       "            background-color:  #ff0000;\n",
       "            color:  #f1f1f1;\n",
       "            background-color:  white;\n",
       "            background-color:  grey;\n",
       "            background-color:  #ff0000;\n",
       "            color:  #f1f1f1;\n",
       "            background-color:  #ff0000;\n",
       "            color:  #f1f1f1;\n",
       "        }#T_32ef9_row7_col1{\n",
       "            font-size:  14pt;\n",
       "            font-size:  14pt;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #2981f6;\n",
       "            color:  #000000;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #2981f6;\n",
       "            color:  #000000;\n",
       "            background-color:  pink;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #2981f6;\n",
       "            color:  #000000;\n",
       "            background-color:  pink;\n",
       "            background-color:  #2981f6;\n",
       "            color:  #000000;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #2981f6;\n",
       "            color:  #000000;\n",
       "            background-color:  pink;\n",
       "            background-color:  #2981f6;\n",
       "            color:  #000000;\n",
       "            background-color:  #2981f6;\n",
       "            color:  #000000;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #2981f6;\n",
       "            color:  #000000;\n",
       "            background-color:  pink;\n",
       "            background-color:  #2981f6;\n",
       "            color:  #000000;\n",
       "            background-color:  #2981f6;\n",
       "            color:  #000000;\n",
       "            background-color:  white;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #2981f6;\n",
       "            color:  #000000;\n",
       "            background-color:  pink;\n",
       "            background-color:  #2981f6;\n",
       "            color:  #000000;\n",
       "            background-color:  #2981f6;\n",
       "            color:  #000000;\n",
       "            background-color:  white;\n",
       "            background-color:  grey;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #2981f6;\n",
       "            color:  #000000;\n",
       "            background-color:  pink;\n",
       "            background-color:  #2981f6;\n",
       "            color:  #000000;\n",
       "            background-color:  #2981f6;\n",
       "            color:  #000000;\n",
       "            background-color:  white;\n",
       "            background-color:  grey;\n",
       "            background-color:  #2981f6;\n",
       "            color:  #000000;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #2981f6;\n",
       "            color:  #000000;\n",
       "            background-color:  pink;\n",
       "            background-color:  #2981f6;\n",
       "            color:  #000000;\n",
       "            background-color:  #2981f6;\n",
       "            color:  #000000;\n",
       "            background-color:  white;\n",
       "            background-color:  grey;\n",
       "            background-color:  #2981f6;\n",
       "            color:  #000000;\n",
       "            background-color:  #2981f6;\n",
       "            color:  #000000;\n",
       "        }#T_32ef9_row8_col0,#T_32ef9_row9_col0{\n",
       "            font-size:  14pt;\n",
       "            font-size:  14pt;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #66fcc2;\n",
       "            color:  #000000;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #66fcc2;\n",
       "            color:  #000000;\n",
       "            background-color:  pink;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #66fcc2;\n",
       "            color:  #000000;\n",
       "            background-color:  pink;\n",
       "            background-color:  #66fcc2;\n",
       "            color:  #000000;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #66fcc2;\n",
       "            color:  #000000;\n",
       "            background-color:  pink;\n",
       "            background-color:  #66fcc2;\n",
       "            color:  #000000;\n",
       "            background-color:  #66fcc2;\n",
       "            color:  #000000;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #66fcc2;\n",
       "            color:  #000000;\n",
       "            background-color:  pink;\n",
       "            background-color:  #66fcc2;\n",
       "            color:  #000000;\n",
       "            background-color:  #66fcc2;\n",
       "            color:  #000000;\n",
       "            background-color:  white;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #66fcc2;\n",
       "            color:  #000000;\n",
       "            background-color:  pink;\n",
       "            background-color:  #66fcc2;\n",
       "            color:  #000000;\n",
       "            background-color:  #66fcc2;\n",
       "            color:  #000000;\n",
       "            background-color:  white;\n",
       "            background-color:  grey;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #66fcc2;\n",
       "            color:  #000000;\n",
       "            background-color:  pink;\n",
       "            background-color:  #66fcc2;\n",
       "            color:  #000000;\n",
       "            background-color:  #66fcc2;\n",
       "            color:  #000000;\n",
       "            background-color:  white;\n",
       "            background-color:  grey;\n",
       "            background-color:  #66fcc2;\n",
       "            color:  #000000;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #66fcc2;\n",
       "            color:  #000000;\n",
       "            background-color:  pink;\n",
       "            background-color:  #66fcc2;\n",
       "            color:  #000000;\n",
       "            background-color:  #66fcc2;\n",
       "            color:  #000000;\n",
       "            background-color:  white;\n",
       "            background-color:  grey;\n",
       "            background-color:  #66fcc2;\n",
       "            color:  #000000;\n",
       "            background-color:  #66fcc2;\n",
       "            color:  #000000;\n",
       "        }#T_32ef9_row8_col3{\n",
       "            font-size:  14pt;\n",
       "            font-size:  14pt;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #6dfdbf;\n",
       "            color:  #000000;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #6dfdbf;\n",
       "            color:  #000000;\n",
       "            background-color:  pink;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #6dfdbf;\n",
       "            color:  #000000;\n",
       "            background-color:  pink;\n",
       "            background-color:  #6dfdbf;\n",
       "            color:  #000000;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #6dfdbf;\n",
       "            color:  #000000;\n",
       "            background-color:  pink;\n",
       "            background-color:  #6dfdbf;\n",
       "            color:  #000000;\n",
       "            background-color:  #6dfdbf;\n",
       "            color:  #000000;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #6dfdbf;\n",
       "            color:  #000000;\n",
       "            background-color:  pink;\n",
       "            background-color:  #6dfdbf;\n",
       "            color:  #000000;\n",
       "            background-color:  #6dfdbf;\n",
       "            color:  #000000;\n",
       "            background-color:  white;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #6dfdbf;\n",
       "            color:  #000000;\n",
       "            background-color:  pink;\n",
       "            background-color:  #6dfdbf;\n",
       "            color:  #000000;\n",
       "            background-color:  #6dfdbf;\n",
       "            color:  #000000;\n",
       "            background-color:  white;\n",
       "            background-color:  grey;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #6dfdbf;\n",
       "            color:  #000000;\n",
       "            background-color:  pink;\n",
       "            background-color:  #6dfdbf;\n",
       "            color:  #000000;\n",
       "            background-color:  #6dfdbf;\n",
       "            color:  #000000;\n",
       "            background-color:  white;\n",
       "            background-color:  grey;\n",
       "            background-color:  #6dfdbf;\n",
       "            color:  #000000;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #6dfdbf;\n",
       "            color:  #000000;\n",
       "            background-color:  pink;\n",
       "            background-color:  #6dfdbf;\n",
       "            color:  #000000;\n",
       "            background-color:  #6dfdbf;\n",
       "            color:  #000000;\n",
       "            background-color:  white;\n",
       "            background-color:  grey;\n",
       "            background-color:  #6dfdbf;\n",
       "            color:  #000000;\n",
       "            background-color:  #6dfdbf;\n",
       "            color:  #000000;\n",
       "        }#T_32ef9_row8_col4{\n",
       "            font-size:  14pt;\n",
       "            font-size:  14pt;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #02b7eb;\n",
       "            color:  #000000;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #02b7eb;\n",
       "            color:  #000000;\n",
       "            background-color:  pink;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #02b7eb;\n",
       "            color:  #000000;\n",
       "            background-color:  pink;\n",
       "            background-color:  #02b7eb;\n",
       "            color:  #000000;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #02b7eb;\n",
       "            color:  #000000;\n",
       "            background-color:  pink;\n",
       "            background-color:  #02b7eb;\n",
       "            color:  #000000;\n",
       "            background-color:  #02b7eb;\n",
       "            color:  #000000;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #02b7eb;\n",
       "            color:  #000000;\n",
       "            background-color:  pink;\n",
       "            background-color:  #02b7eb;\n",
       "            color:  #000000;\n",
       "            background-color:  #02b7eb;\n",
       "            color:  #000000;\n",
       "            background-color:  white;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #02b7eb;\n",
       "            color:  #000000;\n",
       "            background-color:  pink;\n",
       "            background-color:  #02b7eb;\n",
       "            color:  #000000;\n",
       "            background-color:  #02b7eb;\n",
       "            color:  #000000;\n",
       "            background-color:  white;\n",
       "            background-color:  grey;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #02b7eb;\n",
       "            color:  #000000;\n",
       "            background-color:  pink;\n",
       "            background-color:  #02b7eb;\n",
       "            color:  #000000;\n",
       "            background-color:  #02b7eb;\n",
       "            color:  #000000;\n",
       "            background-color:  white;\n",
       "            background-color:  grey;\n",
       "            background-color:  #02b7eb;\n",
       "            color:  #000000;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #02b7eb;\n",
       "            color:  #000000;\n",
       "            background-color:  pink;\n",
       "            background-color:  #02b7eb;\n",
       "            color:  #000000;\n",
       "            background-color:  #02b7eb;\n",
       "            color:  #000000;\n",
       "            background-color:  white;\n",
       "            background-color:  grey;\n",
       "            background-color:  #02b7eb;\n",
       "            color:  #000000;\n",
       "            background-color:  #02b7eb;\n",
       "            color:  #000000;\n",
       "        }#T_32ef9_row9_col3{\n",
       "            font-size:  14pt;\n",
       "            font-size:  14pt;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #4659fb;\n",
       "            color:  #f1f1f1;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #4659fb;\n",
       "            color:  #f1f1f1;\n",
       "            background-color:  pink;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #4659fb;\n",
       "            color:  #f1f1f1;\n",
       "            background-color:  pink;\n",
       "            background-color:  #4659fb;\n",
       "            color:  #f1f1f1;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #4659fb;\n",
       "            color:  #f1f1f1;\n",
       "            background-color:  pink;\n",
       "            background-color:  #4659fb;\n",
       "            color:  #f1f1f1;\n",
       "            background-color:  #4659fb;\n",
       "            color:  #f1f1f1;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #4659fb;\n",
       "            color:  #f1f1f1;\n",
       "            background-color:  pink;\n",
       "            background-color:  #4659fb;\n",
       "            color:  #f1f1f1;\n",
       "            background-color:  #4659fb;\n",
       "            color:  #f1f1f1;\n",
       "            background-color:  white;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #4659fb;\n",
       "            color:  #f1f1f1;\n",
       "            background-color:  pink;\n",
       "            background-color:  #4659fb;\n",
       "            color:  #f1f1f1;\n",
       "            background-color:  #4659fb;\n",
       "            color:  #f1f1f1;\n",
       "            background-color:  white;\n",
       "            background-color:  grey;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #4659fb;\n",
       "            color:  #f1f1f1;\n",
       "            background-color:  pink;\n",
       "            background-color:  #4659fb;\n",
       "            color:  #f1f1f1;\n",
       "            background-color:  #4659fb;\n",
       "            color:  #f1f1f1;\n",
       "            background-color:  white;\n",
       "            background-color:  grey;\n",
       "            background-color:  #4659fb;\n",
       "            color:  #f1f1f1;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #4659fb;\n",
       "            color:  #f1f1f1;\n",
       "            background-color:  pink;\n",
       "            background-color:  #4659fb;\n",
       "            color:  #f1f1f1;\n",
       "            background-color:  #4659fb;\n",
       "            color:  #f1f1f1;\n",
       "            background-color:  white;\n",
       "            background-color:  grey;\n",
       "            background-color:  #4659fb;\n",
       "            color:  #f1f1f1;\n",
       "            background-color:  #4659fb;\n",
       "            color:  #f1f1f1;\n",
       "        }#T_32ef9_row10_col1{\n",
       "            font-size:  14pt;\n",
       "            font-size:  14pt;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #9bfba5;\n",
       "            color:  #000000;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #9bfba5;\n",
       "            color:  #000000;\n",
       "            background-color:  pink;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #9bfba5;\n",
       "            color:  #000000;\n",
       "            background-color:  pink;\n",
       "            background-color:  #9bfba5;\n",
       "            color:  #000000;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #9bfba5;\n",
       "            color:  #000000;\n",
       "            background-color:  pink;\n",
       "            background-color:  #9bfba5;\n",
       "            color:  #000000;\n",
       "            background-color:  #9bfba5;\n",
       "            color:  #000000;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #9bfba5;\n",
       "            color:  #000000;\n",
       "            background-color:  pink;\n",
       "            background-color:  #9bfba5;\n",
       "            color:  #000000;\n",
       "            background-color:  #9bfba5;\n",
       "            color:  #000000;\n",
       "            background-color:  white;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #9bfba5;\n",
       "            color:  #000000;\n",
       "            background-color:  pink;\n",
       "            background-color:  #9bfba5;\n",
       "            color:  #000000;\n",
       "            background-color:  #9bfba5;\n",
       "            color:  #000000;\n",
       "            background-color:  white;\n",
       "            background-color:  grey;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #9bfba5;\n",
       "            color:  #000000;\n",
       "            background-color:  pink;\n",
       "            background-color:  #9bfba5;\n",
       "            color:  #000000;\n",
       "            background-color:  #9bfba5;\n",
       "            color:  #000000;\n",
       "            background-color:  white;\n",
       "            background-color:  grey;\n",
       "            background-color:  #9bfba5;\n",
       "            color:  #000000;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #9bfba5;\n",
       "            color:  #000000;\n",
       "            background-color:  pink;\n",
       "            background-color:  #9bfba5;\n",
       "            color:  #000000;\n",
       "            background-color:  #9bfba5;\n",
       "            color:  #000000;\n",
       "            background-color:  white;\n",
       "            background-color:  grey;\n",
       "            background-color:  #9bfba5;\n",
       "            color:  #000000;\n",
       "            background-color:  #9bfba5;\n",
       "            color:  #000000;\n",
       "        }#T_32ef9_row11_col0{\n",
       "            font-size:  14pt;\n",
       "            font-size:  14pt;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #ff381c;\n",
       "            color:  #f1f1f1;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #ff381c;\n",
       "            color:  #f1f1f1;\n",
       "            background-color:  pink;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #ff381c;\n",
       "            color:  #f1f1f1;\n",
       "            background-color:  pink;\n",
       "            background-color:  #ff381c;\n",
       "            color:  #f1f1f1;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #ff381c;\n",
       "            color:  #f1f1f1;\n",
       "            background-color:  pink;\n",
       "            background-color:  #ff381c;\n",
       "            color:  #f1f1f1;\n",
       "            background-color:  #ff381c;\n",
       "            color:  #f1f1f1;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #ff381c;\n",
       "            color:  #f1f1f1;\n",
       "            background-color:  pink;\n",
       "            background-color:  #ff381c;\n",
       "            color:  #f1f1f1;\n",
       "            background-color:  #ff381c;\n",
       "            color:  #f1f1f1;\n",
       "            background-color:  white;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #ff381c;\n",
       "            color:  #f1f1f1;\n",
       "            background-color:  pink;\n",
       "            background-color:  #ff381c;\n",
       "            color:  #f1f1f1;\n",
       "            background-color:  #ff381c;\n",
       "            color:  #f1f1f1;\n",
       "            background-color:  white;\n",
       "            background-color:  grey;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #ff381c;\n",
       "            color:  #f1f1f1;\n",
       "            background-color:  pink;\n",
       "            background-color:  #ff381c;\n",
       "            color:  #f1f1f1;\n",
       "            background-color:  #ff381c;\n",
       "            color:  #f1f1f1;\n",
       "            background-color:  white;\n",
       "            background-color:  grey;\n",
       "            background-color:  #ff381c;\n",
       "            color:  #f1f1f1;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #ff381c;\n",
       "            color:  #f1f1f1;\n",
       "            background-color:  pink;\n",
       "            background-color:  #ff381c;\n",
       "            color:  #f1f1f1;\n",
       "            background-color:  #ff381c;\n",
       "            color:  #f1f1f1;\n",
       "            background-color:  white;\n",
       "            background-color:  grey;\n",
       "            background-color:  #ff381c;\n",
       "            color:  #f1f1f1;\n",
       "            background-color:  #ff381c;\n",
       "            color:  #f1f1f1;\n",
       "        }#T_32ef9_row11_col4{\n",
       "            font-size:  14pt;\n",
       "            font-size:  14pt;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #0ea5ef;\n",
       "            color:  #000000;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #0ea5ef;\n",
       "            color:  #000000;\n",
       "            background-color:  pink;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #0ea5ef;\n",
       "            color:  #000000;\n",
       "            background-color:  pink;\n",
       "            background-color:  #0ea5ef;\n",
       "            color:  #000000;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #0ea5ef;\n",
       "            color:  #000000;\n",
       "            background-color:  pink;\n",
       "            background-color:  #0ea5ef;\n",
       "            color:  #000000;\n",
       "            background-color:  #0ea5ef;\n",
       "            color:  #000000;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #0ea5ef;\n",
       "            color:  #000000;\n",
       "            background-color:  pink;\n",
       "            background-color:  #0ea5ef;\n",
       "            color:  #000000;\n",
       "            background-color:  #0ea5ef;\n",
       "            color:  #000000;\n",
       "            background-color:  white;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #0ea5ef;\n",
       "            color:  #000000;\n",
       "            background-color:  pink;\n",
       "            background-color:  #0ea5ef;\n",
       "            color:  #000000;\n",
       "            background-color:  #0ea5ef;\n",
       "            color:  #000000;\n",
       "            background-color:  white;\n",
       "            background-color:  grey;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #0ea5ef;\n",
       "            color:  #000000;\n",
       "            background-color:  pink;\n",
       "            background-color:  #0ea5ef;\n",
       "            color:  #000000;\n",
       "            background-color:  #0ea5ef;\n",
       "            color:  #000000;\n",
       "            background-color:  white;\n",
       "            background-color:  grey;\n",
       "            background-color:  #0ea5ef;\n",
       "            color:  #000000;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #0ea5ef;\n",
       "            color:  #000000;\n",
       "            background-color:  pink;\n",
       "            background-color:  #0ea5ef;\n",
       "            color:  #000000;\n",
       "            background-color:  #0ea5ef;\n",
       "            color:  #000000;\n",
       "            background-color:  white;\n",
       "            background-color:  grey;\n",
       "            background-color:  #0ea5ef;\n",
       "            color:  #000000;\n",
       "            background-color:  #0ea5ef;\n",
       "            color:  #000000;\n",
       "        }#T_32ef9_row12_col0{\n",
       "            font-size:  14pt;\n",
       "            font-size:  14pt;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #07bbea;\n",
       "            color:  #000000;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #07bbea;\n",
       "            color:  #000000;\n",
       "            background-color:  pink;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #07bbea;\n",
       "            color:  #000000;\n",
       "            background-color:  pink;\n",
       "            background-color:  #07bbea;\n",
       "            color:  #000000;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #07bbea;\n",
       "            color:  #000000;\n",
       "            background-color:  pink;\n",
       "            background-color:  #07bbea;\n",
       "            color:  #000000;\n",
       "            background-color:  #07bbea;\n",
       "            color:  #000000;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #07bbea;\n",
       "            color:  #000000;\n",
       "            background-color:  pink;\n",
       "            background-color:  #07bbea;\n",
       "            color:  #000000;\n",
       "            background-color:  #07bbea;\n",
       "            color:  #000000;\n",
       "            background-color:  white;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #07bbea;\n",
       "            color:  #000000;\n",
       "            background-color:  pink;\n",
       "            background-color:  #07bbea;\n",
       "            color:  #000000;\n",
       "            background-color:  #07bbea;\n",
       "            color:  #000000;\n",
       "            background-color:  white;\n",
       "            background-color:  grey;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #07bbea;\n",
       "            color:  #000000;\n",
       "            background-color:  pink;\n",
       "            background-color:  #07bbea;\n",
       "            color:  #000000;\n",
       "            background-color:  #07bbea;\n",
       "            color:  #000000;\n",
       "            background-color:  white;\n",
       "            background-color:  grey;\n",
       "            background-color:  #07bbea;\n",
       "            color:  #000000;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #07bbea;\n",
       "            color:  #000000;\n",
       "            background-color:  pink;\n",
       "            background-color:  #07bbea;\n",
       "            color:  #000000;\n",
       "            background-color:  #07bbea;\n",
       "            color:  #000000;\n",
       "            background-color:  white;\n",
       "            background-color:  grey;\n",
       "            background-color:  #07bbea;\n",
       "            color:  #000000;\n",
       "            background-color:  #07bbea;\n",
       "            color:  #000000;\n",
       "        }#T_32ef9_row12_col4{\n",
       "            font-size:  14pt;\n",
       "            font-size:  14pt;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #10a2f0;\n",
       "            color:  #000000;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #10a2f0;\n",
       "            color:  #000000;\n",
       "            background-color:  pink;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #10a2f0;\n",
       "            color:  #000000;\n",
       "            background-color:  pink;\n",
       "            background-color:  #10a2f0;\n",
       "            color:  #000000;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #10a2f0;\n",
       "            color:  #000000;\n",
       "            background-color:  pink;\n",
       "            background-color:  #10a2f0;\n",
       "            color:  #000000;\n",
       "            background-color:  #10a2f0;\n",
       "            color:  #000000;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #10a2f0;\n",
       "            color:  #000000;\n",
       "            background-color:  pink;\n",
       "            background-color:  #10a2f0;\n",
       "            color:  #000000;\n",
       "            background-color:  #10a2f0;\n",
       "            color:  #000000;\n",
       "            background-color:  white;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #10a2f0;\n",
       "            color:  #000000;\n",
       "            background-color:  pink;\n",
       "            background-color:  #10a2f0;\n",
       "            color:  #000000;\n",
       "            background-color:  #10a2f0;\n",
       "            color:  #000000;\n",
       "            background-color:  white;\n",
       "            background-color:  grey;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #10a2f0;\n",
       "            color:  #000000;\n",
       "            background-color:  pink;\n",
       "            background-color:  #10a2f0;\n",
       "            color:  #000000;\n",
       "            background-color:  #10a2f0;\n",
       "            color:  #000000;\n",
       "            background-color:  white;\n",
       "            background-color:  grey;\n",
       "            background-color:  #10a2f0;\n",
       "            color:  #000000;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #10a2f0;\n",
       "            color:  #000000;\n",
       "            background-color:  pink;\n",
       "            background-color:  #10a2f0;\n",
       "            color:  #000000;\n",
       "            background-color:  #10a2f0;\n",
       "            color:  #000000;\n",
       "            background-color:  white;\n",
       "            background-color:  grey;\n",
       "            background-color:  #10a2f0;\n",
       "            color:  #000000;\n",
       "            background-color:  #10a2f0;\n",
       "            color:  #000000;\n",
       "        }#T_32ef9_row13_col0{\n",
       "            font-size:  14pt;\n",
       "            font-size:  14pt;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #a4f89f;\n",
       "            color:  #000000;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #a4f89f;\n",
       "            color:  #000000;\n",
       "            background-color:  pink;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #a4f89f;\n",
       "            color:  #000000;\n",
       "            background-color:  pink;\n",
       "            background-color:  #a4f89f;\n",
       "            color:  #000000;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #a4f89f;\n",
       "            color:  #000000;\n",
       "            background-color:  pink;\n",
       "            background-color:  #a4f89f;\n",
       "            color:  #000000;\n",
       "            background-color:  #a4f89f;\n",
       "            color:  #000000;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #a4f89f;\n",
       "            color:  #000000;\n",
       "            background-color:  pink;\n",
       "            background-color:  #a4f89f;\n",
       "            color:  #000000;\n",
       "            background-color:  #a4f89f;\n",
       "            color:  #000000;\n",
       "            background-color:  white;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #a4f89f;\n",
       "            color:  #000000;\n",
       "            background-color:  pink;\n",
       "            background-color:  #a4f89f;\n",
       "            color:  #000000;\n",
       "            background-color:  #a4f89f;\n",
       "            color:  #000000;\n",
       "            background-color:  white;\n",
       "            background-color:  grey;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #a4f89f;\n",
       "            color:  #000000;\n",
       "            background-color:  pink;\n",
       "            background-color:  #a4f89f;\n",
       "            color:  #000000;\n",
       "            background-color:  #a4f89f;\n",
       "            color:  #000000;\n",
       "            background-color:  white;\n",
       "            background-color:  grey;\n",
       "            background-color:  #a4f89f;\n",
       "            color:  #000000;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #a4f89f;\n",
       "            color:  #000000;\n",
       "            background-color:  pink;\n",
       "            background-color:  #a4f89f;\n",
       "            color:  #000000;\n",
       "            background-color:  #a4f89f;\n",
       "            color:  #000000;\n",
       "            background-color:  white;\n",
       "            background-color:  grey;\n",
       "            background-color:  #a4f89f;\n",
       "            color:  #000000;\n",
       "            background-color:  #a4f89f;\n",
       "            color:  #000000;\n",
       "        }#T_32ef9_row13_col4{\n",
       "            font-size:  14pt;\n",
       "            font-size:  14pt;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #7dffb6;\n",
       "            color:  #000000;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #7dffb6;\n",
       "            color:  #000000;\n",
       "            background-color:  pink;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #7dffb6;\n",
       "            color:  #000000;\n",
       "            background-color:  pink;\n",
       "            background-color:  #7dffb6;\n",
       "            color:  #000000;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #7dffb6;\n",
       "            color:  #000000;\n",
       "            background-color:  pink;\n",
       "            background-color:  #7dffb6;\n",
       "            color:  #000000;\n",
       "            background-color:  #7dffb6;\n",
       "            color:  #000000;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #7dffb6;\n",
       "            color:  #000000;\n",
       "            background-color:  pink;\n",
       "            background-color:  #7dffb6;\n",
       "            color:  #000000;\n",
       "            background-color:  #7dffb6;\n",
       "            color:  #000000;\n",
       "            background-color:  white;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #7dffb6;\n",
       "            color:  #000000;\n",
       "            background-color:  pink;\n",
       "            background-color:  #7dffb6;\n",
       "            color:  #000000;\n",
       "            background-color:  #7dffb6;\n",
       "            color:  #000000;\n",
       "            background-color:  white;\n",
       "            background-color:  grey;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #7dffb6;\n",
       "            color:  #000000;\n",
       "            background-color:  pink;\n",
       "            background-color:  #7dffb6;\n",
       "            color:  #000000;\n",
       "            background-color:  #7dffb6;\n",
       "            color:  #000000;\n",
       "            background-color:  white;\n",
       "            background-color:  grey;\n",
       "            background-color:  #7dffb6;\n",
       "            color:  #000000;\n",
       "            font-size:  14pt;\n",
       "            background-color:  #7dffb6;\n",
       "            color:  #000000;\n",
       "            background-color:  pink;\n",
       "            background-color:  #7dffb6;\n",
       "            color:  #000000;\n",
       "            background-color:  #7dffb6;\n",
       "            color:  #000000;\n",
       "            background-color:  white;\n",
       "            background-color:  grey;\n",
       "            background-color:  #7dffb6;\n",
       "            color:  #000000;\n",
       "            background-color:  #7dffb6;\n",
       "            color:  #000000;\n",
       "        }</style><table id=\"T_32ef9_\" ><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >Balls</th>        <th class=\"col_heading level0 col1\" >Runs</th>        <th class=\"col_heading level0 col2\" >Wickets</th>        <th class=\"col_heading level0 col3\" >Average</th>        <th class=\"col_heading level0 col4\" >Strike Rate</th>    </tr>    <tr>        <th class=\"index_name level0\" >Matchup</th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>    </tr></thead><tbody>\n",
       "                <tr>\n",
       "                        <th id=\"T_32ef9_level0_row0\" class=\"row_heading level0 row0\" >Shami vs Buttler</th>\n",
       "                        <td id=\"T_32ef9_row0_col0\" class=\"data row0 col0\" >21</td>\n",
       "                        <td id=\"T_32ef9_row0_col1\" class=\"data row0 col1\" >25</td>\n",
       "                        <td id=\"T_32ef9_row0_col2\" class=\"data row0 col2\" >1</td>\n",
       "                        <td id=\"T_32ef9_row0_col3\" class=\"data row0 col3\" >25.00</td>\n",
       "                        <td id=\"T_32ef9_row0_col4\" class=\"data row0 col4\" >119.04</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_32ef9_level0_row1\" class=\"row_heading level0 row1\" >Shami vs Samson</th>\n",
       "                        <td id=\"T_32ef9_row1_col0\" class=\"data row1 col0\" >11</td>\n",
       "                        <td id=\"T_32ef9_row1_col1\" class=\"data row1 col1\" >23</td>\n",
       "                        <td id=\"T_32ef9_row1_col2\" class=\"data row1 col2\" >1</td>\n",
       "                        <td id=\"T_32ef9_row1_col3\" class=\"data row1 col3\" >23.00</td>\n",
       "                        <td id=\"T_32ef9_row1_col4\" class=\"data row1 col4\" >209.09</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_32ef9_level0_row2\" class=\"row_heading level0 row2\" >Shami vs Stokes</th>\n",
       "                        <td id=\"T_32ef9_row2_col0\" class=\"data row2 col0\" >12</td>\n",
       "                        <td id=\"T_32ef9_row2_col1\" class=\"data row2 col1\" >16</td>\n",
       "                        <td id=\"T_32ef9_row2_col2\" class=\"data row2 col2\" >1</td>\n",
       "                        <td id=\"T_32ef9_row2_col3\" class=\"data row2 col3\" >16.00</td>\n",
       "                        <td id=\"T_32ef9_row2_col4\" class=\"data row2 col4\" >133.33</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_32ef9_level0_row3\" class=\"row_heading level0 row3\" >Gopal vs Rahul</th>\n",
       "                        <td id=\"T_32ef9_row3_col0\" class=\"data row3 col0\" >34</td>\n",
       "                        <td id=\"T_32ef9_row3_col1\" class=\"data row3 col1\" >34</td>\n",
       "                        <td id=\"T_32ef9_row3_col2\" class=\"data row3 col2\" >0</td>\n",
       "                        <td id=\"T_32ef9_row3_col3\" class=\"data row3 col3\" >nan</td>\n",
       "                        <td id=\"T_32ef9_row3_col4\" class=\"data row3 col4\" >100.00</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_32ef9_level0_row4\" class=\"row_heading level0 row4\" >Gopal vs Mayank</th>\n",
       "                        <td id=\"T_32ef9_row4_col0\" class=\"data row4 col0\" >16</td>\n",
       "                        <td id=\"T_32ef9_row4_col1\" class=\"data row4 col1\" >41</td>\n",
       "                        <td id=\"T_32ef9_row4_col2\" class=\"data row4 col2\" >0</td>\n",
       "                        <td id=\"T_32ef9_row4_col3\" class=\"data row4 col3\" >nan</td>\n",
       "                        <td id=\"T_32ef9_row4_col4\" class=\"data row4 col4\" >256.25</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_32ef9_level0_row5\" class=\"row_heading level0 row5\" >Tewatia vs Rahul</th>\n",
       "                        <td id=\"T_32ef9_row5_col0\" class=\"data row5 col0\" >7</td>\n",
       "                        <td id=\"T_32ef9_row5_col1\" class=\"data row5 col1\" >7</td>\n",
       "                        <td id=\"T_32ef9_row5_col2\" class=\"data row5 col2\" >0</td>\n",
       "                        <td id=\"T_32ef9_row5_col3\" class=\"data row5 col3\" >nan</td>\n",
       "                        <td id=\"T_32ef9_row5_col4\" class=\"data row5 col4\" >100.00</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_32ef9_level0_row6\" class=\"row_heading level0 row6\" >Tewatia vs Mayank</th>\n",
       "                        <td id=\"T_32ef9_row6_col0\" class=\"data row6 col0\" >4</td>\n",
       "                        <td id=\"T_32ef9_row6_col1\" class=\"data row6 col1\" >17</td>\n",
       "                        <td id=\"T_32ef9_row6_col2\" class=\"data row6 col2\" >0</td>\n",
       "                        <td id=\"T_32ef9_row6_col3\" class=\"data row6 col3\" >nan</td>\n",
       "                        <td id=\"T_32ef9_row6_col4\" class=\"data row6 col4\" >425.00</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_32ef9_level0_row7\" class=\"row_heading level0 row7\" >Tewatia vs Gayle</th>\n",
       "                        <td id=\"T_32ef9_row7_col0\" class=\"data row7 col0\" >18</td>\n",
       "                        <td id=\"T_32ef9_row7_col1\" class=\"data row7 col1\" >18</td>\n",
       "                        <td id=\"T_32ef9_row7_col2\" class=\"data row7 col2\" >0</td>\n",
       "                        <td id=\"T_32ef9_row7_col3\" class=\"data row7 col3\" >nan</td>\n",
       "                        <td id=\"T_32ef9_row7_col4\" class=\"data row7 col4\" >100.00</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_32ef9_level0_row8\" class=\"row_heading level0 row8\" >Morris vs Rahul</th>\n",
       "                        <td id=\"T_32ef9_row8_col0\" class=\"data row8 col0\" >23</td>\n",
       "                        <td id=\"T_32ef9_row8_col1\" class=\"data row8 col1\" >41</td>\n",
       "                        <td id=\"T_32ef9_row8_col2\" class=\"data row8 col2\" >1</td>\n",
       "                        <td id=\"T_32ef9_row8_col3\" class=\"data row8 col3\" >41.00</td>\n",
       "                        <td id=\"T_32ef9_row8_col4\" class=\"data row8 col4\" >178.26</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_32ef9_level0_row9\" class=\"row_heading level0 row9\" >Morris vs Mayank</th>\n",
       "                        <td id=\"T_32ef9_row9_col0\" class=\"data row9 col0\" >23</td>\n",
       "                        <td id=\"T_32ef9_row9_col1\" class=\"data row9 col1\" >23</td>\n",
       "                        <td id=\"T_32ef9_row9_col2\" class=\"data row9 col2\" >1</td>\n",
       "                        <td id=\"T_32ef9_row9_col3\" class=\"data row9 col3\" >21.00</td>\n",
       "                        <td id=\"T_32ef9_row9_col4\" class=\"data row9 col4\" >100.00</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_32ef9_level0_row10\" class=\"row_heading level0 row10\" >Morris vs Gayle</th>\n",
       "                        <td id=\"T_32ef9_row10_col0\" class=\"data row10 col0\" >46</td>\n",
       "                        <td id=\"T_32ef9_row10_col1\" class=\"data row10 col1\" >43</td>\n",
       "                        <td id=\"T_32ef9_row10_col2\" class=\"data row10 col2\" >3</td>\n",
       "                        <td id=\"T_32ef9_row10_col3\" class=\"data row10 col3\" >14.33</td>\n",
       "                        <td id=\"T_32ef9_row10_col4\" class=\"data row10 col4\" >93.47</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_32ef9_level0_row11\" class=\"row_heading level0 row11\" >Unadkat vs Rahul</th>\n",
       "                        <td id=\"T_32ef9_row11_col0\" class=\"data row11 col0\" >43</td>\n",
       "                        <td id=\"T_32ef9_row11_col1\" class=\"data row11 col1\" >72</td>\n",
       "                        <td id=\"T_32ef9_row11_col2\" class=\"data row11 col2\" >1</td>\n",
       "                        <td id=\"T_32ef9_row11_col3\" class=\"data row11 col3\" >72.00</td>\n",
       "                        <td id=\"T_32ef9_row11_col4\" class=\"data row11 col4\" >167.44</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_32ef9_level0_row12\" class=\"row_heading level0 row12\" >Unadkat vs Mayank</th>\n",
       "                        <td id=\"T_32ef9_row12_col0\" class=\"data row12 col0\" >15</td>\n",
       "                        <td id=\"T_32ef9_row12_col1\" class=\"data row12 col1\" >25</td>\n",
       "                        <td id=\"T_32ef9_row12_col2\" class=\"data row12 col2\" >0</td>\n",
       "                        <td id=\"T_32ef9_row12_col3\" class=\"data row12 col3\" >nan</td>\n",
       "                        <td id=\"T_32ef9_row12_col4\" class=\"data row12 col4\" >166.67</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_32ef9_level0_row13\" class=\"row_heading level0 row13\" >Unadkat vs Gayle</th>\n",
       "                        <td id=\"T_32ef9_row13_col0\" class=\"data row13 col0\" >28</td>\n",
       "                        <td id=\"T_32ef9_row13_col1\" class=\"data row13 col1\" >72</td>\n",
       "                        <td id=\"T_32ef9_row13_col2\" class=\"data row13 col2\" >0</td>\n",
       "                        <td id=\"T_32ef9_row13_col3\" class=\"data row13 col3\" >nan</td>\n",
       "                        <td id=\"T_32ef9_row13_col4\" class=\"data row13 col4\" >257.14</td>\n",
       "            </tr>\n",
       "    </tbody></table>"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x220dac98850>"
      ]
     },
     "execution_count": 203,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "RR_PBKS_Matchups_style.background_gradient(cmap='rainbow', subset=[\"Balls\", \"Runs\", \"Wickets\", \"Average\", \"Strike Rate\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 183,
   "id": "explicit-polls",
   "metadata": {},
   "outputs": [],
   "source": [
    "RR_PBKS_Matchups.set_index('Matchup', inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 168,
   "id": "harmful-biology",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'float'>\n"
     ]
    }
   ],
   "source": [
    "x = math.inf\n",
    "print(type(x))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "international-spray",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 191,
   "id": "spectacular-federal",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "inf"
      ]
     },
     "execution_count": 191,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "lyric-better",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}