11BestPlayers.ipynb

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    {
      "cell_type": "markdown",
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      "source": [
        "<a href=\"https://colab.research.google.com/github/AnupamGaur/Election-on-blockchain/blob/main/11BestPlayers.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
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      "cell_type": "code",
      "execution_count": 1,
      "metadata": {
        "id": "lPED-q3oRmjO"
      },
      "outputs": [],
      "source": [
        "import pandas as pd\n",
        "import json"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "with open('/t20_wc_match_results.json') as f:\n",
        "  data = json.load(f)\n",
        "  df_match = pd.DataFrame(data[0]['matchSummary'])\n",
        "  df_match.head\n"
      ],
      "metadata": {
        "id": "zbgyQiI1SBwz"
      },
      "execution_count": 2,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "df_match.shape"
      ],
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        },
        "outputId": "45791e78-894e-4732-d430-5d89ad25543f"
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      "execution_count": 3,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(45, 7)"
            ]
          },
          "metadata": {},
          "execution_count": 3
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df_match.rename({'scorecard':'match_id'}, axis = 1,inplace = True)\n",
        "df_match.head"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 186
        },
        "id": "URRCZs6gbngm",
        "outputId": "33411949-97ce-4db5-b9a1-7b874f96be18"
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      "execution_count": 4,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<bound method NDFrame.head of            team1         team2        winner      margin     ground  \\\n",
              "0        Namibia     Sri Lanka       Namibia     55 runs    Geelong   \n",
              "1    Netherlands        U.A.E.   Netherlands   3 wickets    Geelong   \n",
              "2       Scotland   West Indies      Scotland     42 runs     Hobart   \n",
              "3        Ireland      Zimbabwe      Zimbabwe     31 runs     Hobart   \n",
              "4        Namibia   Netherlands   Netherlands   5 wickets    Geelong   \n",
              "5      Sri Lanka        U.A.E.     Sri Lanka     79 runs    Geelong   \n",
              "6        Ireland      Scotland       Ireland   6 wickets     Hobart   \n",
              "7    West Indies      Zimbabwe   West Indies     31 runs     Hobart   \n",
              "8    Netherlands     Sri Lanka     Sri Lanka     16 runs    Geelong   \n",
              "9        Namibia        U.A.E.        U.A.E.      7 runs    Geelong   \n",
              "10       Ireland   West Indies       Ireland   9 wickets     Hobart   \n",
              "11      Scotland      Zimbabwe      Zimbabwe   5 wickets     Hobart   \n",
              "12     Australia   New Zealand   New Zealand     89 runs     Sydney   \n",
              "13   Afghanistan       England       England   5 wickets      Perth   \n",
              "14       Ireland     Sri Lanka     Sri Lanka   9 wickets     Hobart   \n",
              "15         India      Pakistan         India   4 wickets  Melbourne   \n",
              "16    Bangladesh   Netherlands    Bangladesh      9 runs     Hobart   \n",
              "17  South Africa      Zimbabwe     no result                 Hobart   \n",
              "18     Australia     Sri Lanka     Australia   7 wickets      Perth   \n",
              "19       England       Ireland       Ireland      5 runs  Melbourne   \n",
              "20   Afghanistan   New Zealand     abandoned              Melbourne   \n",
              "21    Bangladesh  South Africa  South Africa    104 runs     Sydney   \n",
              "22         India   Netherlands         India     56 runs     Sydney   \n",
              "23      Pakistan      Zimbabwe      Zimbabwe       1 run      Perth   \n",
              "24   Afghanistan       Ireland     abandoned              Melbourne   \n",
              "25     Australia       England     abandoned              Melbourne   \n",
              "26   New Zealand     Sri Lanka   New Zealand     65 runs     Sydney   \n",
              "27    Bangladesh      Zimbabwe    Bangladesh      3 runs   Brisbane   \n",
              "28   Netherlands      Pakistan      Pakistan   6 wickets      Perth   \n",
              "29         India  South Africa  South Africa   5 wickets      Perth   \n",
              "30     Australia       Ireland     Australia     42 runs   Brisbane   \n",
              "31   Afghanistan     Sri Lanka     Sri Lanka   6 wickets   Brisbane   \n",
              "32       England   New Zealand       England     20 runs   Brisbane   \n",
              "33   Netherlands      Zimbabwe   Netherlands   5 wickets   Adelaide   \n",
              "34    Bangladesh         India         India      5 runs   Adelaide   \n",
              "35      Pakistan  South Africa      Pakistan     33 runs     Sydney   \n",
              "36       Ireland   New Zealand   New Zealand     35 runs   Adelaide   \n",
              "37     Australia   Afghanistan     Australia      4 runs   Adelaide   \n",
              "38       England     Sri Lanka       England   4 wickets     Sydney   \n",
              "39   Netherlands  South Africa   Netherlands     13 runs   Adelaide   \n",
              "40    Bangladesh      Pakistan      Pakistan   5 wickets   Adelaide   \n",
              "41         India      Zimbabwe         India     71 runs  Melbourne   \n",
              "42   New Zealand      Pakistan      Pakistan   7 wickets     Sydney   \n",
              "43       England         India       England  10 wickets   Adelaide   \n",
              "44       England      Pakistan       England   5 wickets  Melbourne   \n",
              "\n",
              "       matchDate      match_id  \n",
              "0   Oct 16, 2022   T20I # 1823  \n",
              "1   Oct 16, 2022   T20I # 1825  \n",
              "2   Oct 17, 2022   T20I # 1826  \n",
              "3   Oct 17, 2022   T20I # 1828  \n",
              "4   Oct 18, 2022   T20I # 1830  \n",
              "5   Oct 18, 2022   T20I # 1832  \n",
              "6   Oct 19, 2022   T20I # 1833  \n",
              "7   Oct 19, 2022   T20I # 1834  \n",
              "8   Oct 20, 2022   T20I # 1835  \n",
              "9   Oct 20, 2022   T20I # 1836  \n",
              "10  Oct 21, 2022   T20I # 1837  \n",
              "11  Oct 21, 2022   T20I # 1838  \n",
              "12  Oct 22, 2022   T20I # 1839  \n",
              "13  Oct 22, 2022   T20I # 1840  \n",
              "14  Oct 23, 2022   T20I # 1841  \n",
              "15  Oct 23, 2022   T20I # 1842  \n",
              "16  Oct 24, 2022   T20I # 1843  \n",
              "17  Oct 24, 2022   T20I # 1844  \n",
              "18  Oct 25, 2022   T20I # 1845  \n",
              "19  Oct 26, 2022   T20I # 1846  \n",
              "20  Oct 26, 2022  T20I # 1846a  \n",
              "21  Oct 27, 2022   T20I # 1847  \n",
              "22  Oct 27, 2022   T20I # 1848  \n",
              "23  Oct 27, 2022   T20I # 1849  \n",
              "24  Oct 28, 2022  T20I # 1849a  \n",
              "25  Oct 28, 2022  T20I # 1849b  \n",
              "26  Oct 29, 2022   T20I # 1850  \n",
              "27  Oct 30, 2022   T20I # 1851  \n",
              "28  Oct 30, 2022   T20I # 1852  \n",
              "29  Oct 30, 2022   T20I # 1853  \n",
              "30  Oct 31, 2022   T20I # 1855  \n",
              "31   Nov 1, 2022   T20I # 1856  \n",
              "32   Nov 1, 2022   T20I # 1858  \n",
              "33   Nov 2, 2022   T20I # 1859  \n",
              "34   Nov 2, 2022   T20I # 1860  \n",
              "35   Nov 3, 2022   T20I # 1861  \n",
              "36   Nov 4, 2022   T20I # 1862  \n",
              "37   Nov 4, 2022   T20I # 1864  \n",
              "38   Nov 5, 2022   T20I # 1867  \n",
              "39   Nov 6, 2022   T20I # 1871  \n",
              "40   Nov 6, 2022   T20I # 1872  \n",
              "41   Nov 6, 2022   T20I # 1873  \n",
              "42   Nov 9, 2022   T20I # 1877  \n",
              "43  Nov 10, 2022   T20I # 1878  \n",
              "44  Nov 13, 2022   T20I # 1879  >"
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              "         var(--colab-secondary-surface-color); padding: 8px 12px;\n",
              "         border-bottom: 1px solid var(--colab-border-color);\"><b>pandas.core.generic.NDFrame.head</b><br/>def head(n: int=5) -&gt; NDFrameT</pre><pre class=\"function-repr-contents function-repr-contents-collapsed\" style=\"\"><a class=\"filepath\" style=\"display:none\" href=\"#\">/usr/local/lib/python3.10/dist-packages/pandas/core/generic.py</a>Return the first `n` rows.\n",
              "\n",
              "This function returns the first `n` rows for the object based\n",
              "on position. It is useful for quickly testing if your object\n",
              "has the right type of data in it.\n",
              "\n",
              "For negative values of `n`, this function returns all rows except\n",
              "the last `|n|` rows, equivalent to ``df[:n]``.\n",
              "\n",
              "If n is larger than the number of rows, this function returns all rows.\n",
              "\n",
              "Parameters\n",
              "----------\n",
              "n : int, default 5\n",
              "    Number of rows to select.\n",
              "\n",
              "Returns\n",
              "-------\n",
              "same type as caller\n",
              "    The first `n` rows of the caller object.\n",
              "\n",
              "See Also\n",
              "--------\n",
              "DataFrame.tail: Returns the last `n` rows.\n",
              "\n",
              "Examples\n",
              "--------\n",
              "&gt;&gt;&gt; df = pd.DataFrame({&#x27;animal&#x27;: [&#x27;alligator&#x27;, &#x27;bee&#x27;, &#x27;falcon&#x27;, &#x27;lion&#x27;,\n",
              "...                    &#x27;monkey&#x27;, &#x27;parrot&#x27;, &#x27;shark&#x27;, &#x27;whale&#x27;, &#x27;zebra&#x27;]})\n",
              "&gt;&gt;&gt; df\n",
              "      animal\n",
              "0  alligator\n",
              "1        bee\n",
              "2     falcon\n",
              "3       lion\n",
              "4     monkey\n",
              "5     parrot\n",
              "6      shark\n",
              "7      whale\n",
              "8      zebra\n",
              "\n",
              "Viewing the first 5 lines\n",
              "\n",
              "&gt;&gt;&gt; df.head()\n",
              "      animal\n",
              "0  alligator\n",
              "1        bee\n",
              "2     falcon\n",
              "3       lion\n",
              "4     monkey\n",
              "\n",
              "Viewing the first `n` lines (three in this case)\n",
              "\n",
              "&gt;&gt;&gt; df.head(3)\n",
              "      animal\n",
              "0  alligator\n",
              "1        bee\n",
              "2     falcon\n",
              "\n",
              "For negative values of `n`\n",
              "\n",
              "&gt;&gt;&gt; df.head(-3)\n",
              "      animal\n",
              "0  alligator\n",
              "1        bee\n",
              "2     falcon\n",
              "3       lion\n",
              "4     monkey\n",
              "5     parrot</pre>\n",
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            ]
          },
          "metadata": {},
          "execution_count": 4
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      ]
    },
    {
      "cell_type": "code",
      "source": [
        "match_ids_dict = {}\n",
        "for index, row in df_match.iterrows():\n",
        "  key1 = row['team1'] + ' Vs ' + row['team2']\n",
        "  key2 = row['team2'] + ' Vs ' + row['team1']\n",
        "  match_ids_dict[key1] = row['match_id']\n",
        "  match_ids_dict[key2] = row['match_id']\n"
      ],
      "metadata": {
        "id": "Duzz-otYcUR6"
      },
      "execution_count": 5,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "df_match.to_csv('/dim_match_summary.csv', index = False)"
      ],
      "metadata": {
        "id": "f9V-bXj76jwg"
      },
      "execution_count": 6,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "with open('/t20_wc_batting_summary.json') as f:\n",
        "  data = json.load(f)\n",
        "  all_records = []\n",
        "  for rec in data:\n",
        "    all_records.extend(rec['battingSummary'])\n",
        "df_batting = pd.DataFrame(all_records)\n",
        "df_batting\n",
        "\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 597
        },
        "id": "Z3e7t-HRf7eP",
        "outputId": "1269d412-5141-40ed-b545-089b701a44d7"
      },
      "execution_count": 7,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "                    match teamInnings  battingPos             batsmanName  \\\n",
              "0    Namibia Vs Sri Lanka     Namibia           1      Michael van Lingen   \n",
              "1    Namibia Vs Sri Lanka     Namibia           2           Divan la Cock   \n",
              "2    Namibia Vs Sri Lanka     Namibia           3  Jan Nicol Loftie-Eaton   \n",
              "3    Namibia Vs Sri Lanka     Namibia           4           Stephan Baard   \n",
              "4    Namibia Vs Sri Lanka     Namibia           5      Gerhard Erasmus(c)   \n",
              "..                    ...         ...         ...                     ...   \n",
              "694   Pakistan Vs England     England           3               Phil Salt   \n",
              "695   Pakistan Vs England     England           4              Ben Stokes   \n",
              "696   Pakistan Vs England     England           5             Harry Brook   \n",
              "697   Pakistan Vs England     England           6               Moeen Ali   \n",
              "698   Pakistan Vs England     England           7        Liam Livingstone   \n",
              "\n",
              "                               dismissal runs balls 4s 6s      SR  \n",
              "0           c Pramod Madushan b Chameera    3     6  0  0   50.00  \n",
              "1            c Shanaka b Pramod Madushan    9     9  1  0  100.00  \n",
              "2                c †Mendis b Karunaratne   20    12  1  2  166.66  \n",
              "3        c DM de Silva b Pramod Madushan   26    24  2  0  108.33  \n",
              "4           c Gunathilaka b PWH de Silva   20    24  0  0   83.33  \n",
              "..                                   ...  ...   ... .. ..     ...  \n",
              "694        c Iftikhar Ahmed b Haris Rauf   10     9  2  0  111.11  \n",
              "695                                        52    49  5  1  106.12  \n",
              "696  c Shaheen Shah Afridi b Shadab Khan   20    23  1  0   86.95  \n",
              "697                     b Mohammad Wasim   19    13  3  0  146.15  \n",
              "698                                         1     1  0  0  100.00  \n",
              "\n",
              "[699 rows x 10 columns]"
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-1d43961d-6ae0-4c40-b792-abc0bd53d977\" class=\"colab-df-container\">\n",
              "    <div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>match</th>\n",
              "      <th>teamInnings</th>\n",
              "      <th>battingPos</th>\n",
              "      <th>batsmanName</th>\n",
              "      <th>dismissal</th>\n",
              "      <th>runs</th>\n",
              "      <th>balls</th>\n",
              "      <th>4s</th>\n",
              "      <th>6s</th>\n",
              "      <th>SR</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>Namibia Vs Sri Lanka</td>\n",
              "      <td>Namibia</td>\n",
              "      <td>1</td>\n",
              "      <td>Michael van Lingen</td>\n",
              "      <td>c Pramod Madushan b Chameera</td>\n",
              "      <td>3</td>\n",
              "      <td>6</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>50.00</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>Namibia Vs Sri Lanka</td>\n",
              "      <td>Namibia</td>\n",
              "      <td>2</td>\n",
              "      <td>Divan la Cock</td>\n",
              "      <td>c Shanaka b Pramod Madushan</td>\n",
              "      <td>9</td>\n",
              "      <td>9</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>100.00</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>Namibia Vs Sri Lanka</td>\n",
              "      <td>Namibia</td>\n",
              "      <td>3</td>\n",
              "      <td>Jan Nicol Loftie-Eaton</td>\n",
              "      <td>c †Mendis b Karunaratne</td>\n",
              "      <td>20</td>\n",
              "      <td>12</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>166.66</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>Namibia Vs Sri Lanka</td>\n",
              "      <td>Namibia</td>\n",
              "      <td>4</td>\n",
              "      <td>Stephan Baard</td>\n",
              "      <td>c DM de Silva b Pramod Madushan</td>\n",
              "      <td>26</td>\n",
              "      <td>24</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>108.33</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>Namibia Vs Sri Lanka</td>\n",
              "      <td>Namibia</td>\n",
              "      <td>5</td>\n",
              "      <td>Gerhard Erasmus(c)</td>\n",
              "      <td>c Gunathilaka b PWH de Silva</td>\n",
              "      <td>20</td>\n",
              "      <td>24</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>83.33</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>694</th>\n",
              "      <td>Pakistan Vs England</td>\n",
              "      <td>England</td>\n",
              "      <td>3</td>\n",
              "      <td>Phil Salt</td>\n",
              "      <td>c Iftikhar Ahmed b Haris Rauf</td>\n",
              "      <td>10</td>\n",
              "      <td>9</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>111.11</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>695</th>\n",
              "      <td>Pakistan Vs England</td>\n",
              "      <td>England</td>\n",
              "      <td>4</td>\n",
              "      <td>Ben Stokes</td>\n",
              "      <td></td>\n",
              "      <td>52</td>\n",
              "      <td>49</td>\n",
              "      <td>5</td>\n",
              "      <td>1</td>\n",
              "      <td>106.12</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>696</th>\n",
              "      <td>Pakistan Vs England</td>\n",
              "      <td>England</td>\n",
              "      <td>5</td>\n",
              "      <td>Harry Brook</td>\n",
              "      <td>c Shaheen Shah Afridi b Shadab Khan</td>\n",
              "      <td>20</td>\n",
              "      <td>23</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>86.95</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>697</th>\n",
              "      <td>Pakistan Vs England</td>\n",
              "      <td>England</td>\n",
              "      <td>6</td>\n",
              "      <td>Moeen Ali</td>\n",
              "      <td>b Mohammad Wasim</td>\n",
              "      <td>19</td>\n",
              "      <td>13</td>\n",
              "      <td>3</td>\n",
              "      <td>0</td>\n",
              "      <td>146.15</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>698</th>\n",
              "      <td>Pakistan Vs England</td>\n",
              "      <td>England</td>\n",
              "      <td>7</td>\n",
              "      <td>Liam Livingstone</td>\n",
              "      <td></td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>100.00</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
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            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe",
              "variable_name": "df_batting",
              "summary": "{\n  \"name\": \"df_batting\",\n  \"rows\": 699,\n  \"fields\": [\n    {\n      \"column\": \"match\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"samples\": [\n          \"Netherlands Vs Pakistan\",\n          \"Afghanistan Vs England\",\n          \"Sri Lanka Vs Netherlands\"\n        ],\n        \"num_unique_values\": 42,\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"teamInnings\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"samples\": [\n          \"Namibia\",\n          \"Sri Lanka\",\n          \"West Indies\"\n        ],\n        \"num_unique_values\": 16,\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"battingPos\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 2,\n        \"min\": 1,\n        \"max\": 11,\n        \"samples\": [\n          6,\n          1,\n          10\n        ],\n        \"num_unique_values\": 11,\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"batsmanName\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"samples\": [\n          \"Glenn Phillips\",\n          \"Chamika Karunaratne\",\n          \"Max O'Dowd\"\n        ],\n        \"num_unique_values\": 200,\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"dismissal\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"samples\": [\n          \"c Iftikhar Ahmed b Naseem Shah\",\n          \" b Chameera\",\n          \"c & b PWH de Silva\"\n        ],\n        \"num_unique_values\": 434,\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"runs\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"samples\": [\n          \"35\",\n          \"3\",\n          \"39\"\n        ],\n        \"num_unique_values\": 78,\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"balls\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"samples\": [\n          \"6\",\n          \"1\",\n          \"55\"\n        ],\n        \"num_unique_values\": 58,\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"4s\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"samples\": [\n          \"9\",\n          \"0\",\n          \"8\"\n        ],\n        \"num_unique_values\": 11,\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"6s\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"samples\": [\n          \"8\",\n          \"2\",\n          \"3\"\n        ],\n        \"num_unique_values\": 9,\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"SR\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"samples\": [\n          \"84.21\",\n          \"0.00\",\n          \"158.33\"\n        ],\n        \"num_unique_values\": 240,\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {},
          "execution_count": 7
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df_batting['out/not_out'] = df_batting.dismissal.apply(lambda x: \"out\" if len(x) > 0 else \"not out\")\n",
        "df_batting.head(11)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 810
        },
        "id": "WzDW95Tdwx7L",
        "outputId": "48045654-4563-4de5-9d4b-a03b74a195ba"
      },
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "                   match teamInnings  battingPos             batsmanName  \\\n",
              "0   Namibia Vs Sri Lanka     Namibia           1      Michael van Lingen   \n",
              "1   Namibia Vs Sri Lanka     Namibia           2           Divan la Cock   \n",
              "2   Namibia Vs Sri Lanka     Namibia           3  Jan Nicol Loftie-Eaton   \n",
              "3   Namibia Vs Sri Lanka     Namibia           4           Stephan Baard   \n",
              "4   Namibia Vs Sri Lanka     Namibia           5      Gerhard Erasmus(c)   \n",
              "5   Namibia Vs Sri Lanka     Namibia           6            Jan Frylinck   \n",
              "6   Namibia Vs Sri Lanka     Namibia           7             David Wiese   \n",
              "7   Namibia Vs Sri Lanka     Namibia           8                 JJ Smit   \n",
              "8   Namibia Vs Sri Lanka   Sri Lanka           1         Pathum Nissanka   \n",
              "9   Namibia Vs Sri Lanka   Sri Lanka           2           Kusal Mendis†   \n",
              "10  Namibia Vs Sri Lanka   Sri Lanka           3     Dhananjaya de Silva   \n",
              "\n",
              "                          dismissal runs balls 4s 6s      SR out/not_out  \n",
              "0      c Pramod Madushan b Chameera    3     6  0  0   50.00         out  \n",
              "1       c Shanaka b Pramod Madushan    9     9  1  0  100.00         out  \n",
              "2           c †Mendis b Karunaratne   20    12  1  2  166.66         out  \n",
              "3   c DM de Silva b Pramod Madushan   26    24  2  0  108.33         out  \n",
              "4      c Gunathilaka b PWH de Silva   20    24  0  0   83.33         out  \n",
              "5     run out (Gunathilaka/†Mendis)   44    28  4  0  157.14         out  \n",
              "6            c †Mendis b Theekshana    0     1  0  0    0.00         out  \n",
              "7                                     31    16  2  2  193.75     not out  \n",
              "8                 c Smit b Shikongo    9    10  1  0   90.00         out  \n",
              "9                  c †Green b Wiese    6     6  0  0  100.00         out  \n",
              "10            c Shikongo b Frylinck   12    11  1  0  109.09         out  "
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-55fe76b8-7190-40f6-b302-abfbef8c5b8f\" class=\"colab-df-container\">\n",
              "    <div>\n",
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              "    .dataframe tbody tr th:only-of-type {\n",
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              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>match</th>\n",
              "      <th>teamInnings</th>\n",
              "      <th>battingPos</th>\n",
              "      <th>batsmanName</th>\n",
              "      <th>dismissal</th>\n",
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              "      <th>SR</th>\n",
              "      <th>out/not_out</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>Namibia Vs Sri Lanka</td>\n",
              "      <td>Namibia</td>\n",
              "      <td>1</td>\n",
              "      <td>Michael van Lingen</td>\n",
              "      <td>c Pramod Madushan b Chameera</td>\n",
              "      <td>3</td>\n",
              "      <td>6</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>50.00</td>\n",
              "      <td>out</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>Namibia Vs Sri Lanka</td>\n",
              "      <td>Namibia</td>\n",
              "      <td>2</td>\n",
              "      <td>Divan la Cock</td>\n",
              "      <td>c Shanaka b Pramod Madushan</td>\n",
              "      <td>9</td>\n",
              "      <td>9</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>100.00</td>\n",
              "      <td>out</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>Namibia Vs Sri Lanka</td>\n",
              "      <td>Namibia</td>\n",
              "      <td>3</td>\n",
              "      <td>Jan Nicol Loftie-Eaton</td>\n",
              "      <td>c †Mendis b Karunaratne</td>\n",
              "      <td>20</td>\n",
              "      <td>12</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>166.66</td>\n",
              "      <td>out</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>Namibia Vs Sri Lanka</td>\n",
              "      <td>Namibia</td>\n",
              "      <td>4</td>\n",
              "      <td>Stephan Baard</td>\n",
              "      <td>c DM de Silva b Pramod Madushan</td>\n",
              "      <td>26</td>\n",
              "      <td>24</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>108.33</td>\n",
              "      <td>out</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>Namibia Vs Sri Lanka</td>\n",
              "      <td>Namibia</td>\n",
              "      <td>5</td>\n",
              "      <td>Gerhard Erasmus(c)</td>\n",
              "      <td>c Gunathilaka b PWH de Silva</td>\n",
              "      <td>20</td>\n",
              "      <td>24</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>83.33</td>\n",
              "      <td>out</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>Namibia Vs Sri Lanka</td>\n",
              "      <td>Namibia</td>\n",
              "      <td>6</td>\n",
              "      <td>Jan Frylinck</td>\n",
              "      <td>run out (Gunathilaka/†Mendis)</td>\n",
              "      <td>44</td>\n",
              "      <td>28</td>\n",
              "      <td>4</td>\n",
              "      <td>0</td>\n",
              "      <td>157.14</td>\n",
              "      <td>out</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>Namibia Vs Sri Lanka</td>\n",
              "      <td>Namibia</td>\n",
              "      <td>7</td>\n",
              "      <td>David Wiese</td>\n",
              "      <td>c †Mendis b Theekshana</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.00</td>\n",
              "      <td>out</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>Namibia Vs Sri Lanka</td>\n",
              "      <td>Namibia</td>\n",
              "      <td>8</td>\n",
              "      <td>JJ Smit</td>\n",
              "      <td></td>\n",
              "      <td>31</td>\n",
              "      <td>16</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>193.75</td>\n",
              "      <td>not out</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>Namibia Vs Sri Lanka</td>\n",
              "      <td>Sri Lanka</td>\n",
              "      <td>1</td>\n",
              "      <td>Pathum Nissanka</td>\n",
              "      <td>c Smit b Shikongo</td>\n",
              "      <td>9</td>\n",
              "      <td>10</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>90.00</td>\n",
              "      <td>out</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>Namibia Vs Sri Lanka</td>\n",
              "      <td>Sri Lanka</td>\n",
              "      <td>2</td>\n",
              "      <td>Kusal Mendis†</td>\n",
              "      <td>c †Green b Wiese</td>\n",
              "      <td>6</td>\n",
              "      <td>6</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>100.00</td>\n",
              "      <td>out</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10</th>\n",
              "      <td>Namibia Vs Sri Lanka</td>\n",
              "      <td>Sri Lanka</td>\n",
              "      <td>3</td>\n",
              "      <td>Dhananjaya de Silva</td>\n",
              "      <td>c Shikongo b Frylinck</td>\n",
              "      <td>12</td>\n",
              "      <td>11</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>109.09</td>\n",
              "      <td>out</td>\n",
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            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe",
              "variable_name": "df_batting",
              "summary": "{\n  \"name\": \"df_batting\",\n  \"rows\": 699,\n  \"fields\": [\n    {\n      \"column\": \"match\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"samples\": [\n          \"Netherlands Vs Pakistan\",\n          \"Afghanistan Vs England\",\n          \"Sri Lanka Vs Netherlands\"\n        ],\n        \"num_unique_values\": 42,\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"teamInnings\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"samples\": [\n          \"Namibia\",\n          \"Sri Lanka\",\n          \"West Indies\"\n        ],\n        \"num_unique_values\": 16,\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"battingPos\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 2,\n        \"min\": 1,\n        \"max\": 11,\n        \"samples\": [\n          6,\n          1,\n          10\n        ],\n        \"num_unique_values\": 11,\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"batsmanName\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"samples\": [\n          \"Glenn Phillips\",\n          \"Chamika Karunaratne\",\n          \"Max O'Dowd\"\n        ],\n        \"num_unique_values\": 200,\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"dismissal\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"samples\": [\n          \"c Iftikhar Ahmed b Naseem Shah\",\n          \" b Chameera\",\n          \"c & b PWH de Silva\"\n        ],\n        \"num_unique_values\": 434,\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"runs\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"samples\": [\n          \"35\",\n          \"3\",\n          \"39\"\n        ],\n        \"num_unique_values\": 78,\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"balls\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"samples\": [\n          \"6\",\n          \"1\",\n          \"55\"\n        ],\n        \"num_unique_values\": 58,\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"4s\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"samples\": [\n          \"9\",\n          \"0\",\n          \"8\"\n        ],\n        \"num_unique_values\": 11,\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"6s\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"samples\": [\n          \"8\",\n          \"2\",\n          \"3\"\n        ],\n        \"num_unique_values\": 9,\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"SR\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"samples\": [\n          \"84.21\",\n          \"0.00\",\n          \"158.33\"\n        ],\n        \"num_unique_values\": 240,\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"out/not_out\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"samples\": [\n          \"not out\",\n          \"out\"\n        ],\n        \"num_unique_values\": 2,\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {},
          "execution_count": 8
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df_batting['match_id'] = df_batting['match'].map(match_ids_dict)"
      ],
      "metadata": {
        "id": "xzS2Y1exBXun"
      },
      "execution_count": 9,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "df_batting['match_id'] = df_batting['match'].map(match_ids_dict)\n",
        "df_batting"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 842
        },
        "id": "TtTt33ej8dZh",
        "outputId": "dc4ed856-72c6-4c69-8a6d-dba87e07fa96"
      },
      "execution_count": 10,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "                    match teamInnings  battingPos             batsmanName  \\\n",
              "0    Namibia Vs Sri Lanka     Namibia           1      Michael van Lingen   \n",
              "1    Namibia Vs Sri Lanka     Namibia           2           Divan la Cock   \n",
              "2    Namibia Vs Sri Lanka     Namibia           3  Jan Nicol Loftie-Eaton   \n",
              "3    Namibia Vs Sri Lanka     Namibia           4           Stephan Baard   \n",
              "4    Namibia Vs Sri Lanka     Namibia           5      Gerhard Erasmus(c)   \n",
              "..                    ...         ...         ...                     ...   \n",
              "694   Pakistan Vs England     England           3               Phil Salt   \n",
              "695   Pakistan Vs England     England           4              Ben Stokes   \n",
              "696   Pakistan Vs England     England           5             Harry Brook   \n",
              "697   Pakistan Vs England     England           6               Moeen Ali   \n",
              "698   Pakistan Vs England     England           7        Liam Livingstone   \n",
              "\n",
              "                               dismissal runs balls 4s 6s      SR out/not_out  \\\n",
              "0           c Pramod Madushan b Chameera    3     6  0  0   50.00         out   \n",
              "1            c Shanaka b Pramod Madushan    9     9  1  0  100.00         out   \n",
              "2                c †Mendis b Karunaratne   20    12  1  2  166.66         out   \n",
              "3        c DM de Silva b Pramod Madushan   26    24  2  0  108.33         out   \n",
              "4           c Gunathilaka b PWH de Silva   20    24  0  0   83.33         out   \n",
              "..                                   ...  ...   ... .. ..     ...         ...   \n",
              "694        c Iftikhar Ahmed b Haris Rauf   10     9  2  0  111.11         out   \n",
              "695                                        52    49  5  1  106.12     not out   \n",
              "696  c Shaheen Shah Afridi b Shadab Khan   20    23  1  0   86.95         out   \n",
              "697                     b Mohammad Wasim   19    13  3  0  146.15         out   \n",
              "698                                         1     1  0  0  100.00     not out   \n",
              "\n",
              "        match_id  \n",
              "0    T20I # 1823  \n",
              "1    T20I # 1823  \n",
              "2    T20I # 1823  \n",
              "3    T20I # 1823  \n",
              "4    T20I # 1823  \n",
              "..           ...  \n",
              "694  T20I # 1879  \n",
              "695  T20I # 1879  \n",
              "696  T20I # 1879  \n",
              "697  T20I # 1879  \n",
              "698  T20I # 1879  \n",
              "\n",
              "[699 rows x 12 columns]"
            ],
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              "\n",
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              "      <th></th>\n",
              "      <th>match</th>\n",
              "      <th>teamInnings</th>\n",
              "      <th>battingPos</th>\n",
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              "      <th>dismissal</th>\n",
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              "      <th>balls</th>\n",
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              "      <th>6s</th>\n",
              "      <th>SR</th>\n",
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              "      <th>match_id</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>Namibia Vs Sri Lanka</td>\n",
              "      <td>Namibia</td>\n",
              "      <td>1</td>\n",
              "      <td>Michael van Lingen</td>\n",
              "      <td>c Pramod Madushan b Chameera</td>\n",
              "      <td>3</td>\n",
              "      <td>6</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>50.00</td>\n",
              "      <td>out</td>\n",
              "      <td>T20I # 1823</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>Namibia Vs Sri Lanka</td>\n",
              "      <td>Namibia</td>\n",
              "      <td>2</td>\n",
              "      <td>Divan la Cock</td>\n",
              "      <td>c Shanaka b Pramod Madushan</td>\n",
              "      <td>9</td>\n",
              "      <td>9</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>100.00</td>\n",
              "      <td>out</td>\n",
              "      <td>T20I # 1823</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>Namibia Vs Sri Lanka</td>\n",
              "      <td>Namibia</td>\n",
              "      <td>3</td>\n",
              "      <td>Jan Nicol Loftie-Eaton</td>\n",
              "      <td>c †Mendis b Karunaratne</td>\n",
              "      <td>20</td>\n",
              "      <td>12</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>166.66</td>\n",
              "      <td>out</td>\n",
              "      <td>T20I # 1823</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>Namibia Vs Sri Lanka</td>\n",
              "      <td>Namibia</td>\n",
              "      <td>4</td>\n",
              "      <td>Stephan Baard</td>\n",
              "      <td>c DM de Silva b Pramod Madushan</td>\n",
              "      <td>26</td>\n",
              "      <td>24</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>108.33</td>\n",
              "      <td>out</td>\n",
              "      <td>T20I # 1823</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>Namibia Vs Sri Lanka</td>\n",
              "      <td>Namibia</td>\n",
              "      <td>5</td>\n",
              "      <td>Gerhard Erasmus(c)</td>\n",
              "      <td>c Gunathilaka b PWH de Silva</td>\n",
              "      <td>20</td>\n",
              "      <td>24</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>83.33</td>\n",
              "      <td>out</td>\n",
              "      <td>T20I # 1823</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>694</th>\n",
              "      <td>Pakistan Vs England</td>\n",
              "      <td>England</td>\n",
              "      <td>3</td>\n",
              "      <td>Phil Salt</td>\n",
              "      <td>c Iftikhar Ahmed b Haris Rauf</td>\n",
              "      <td>10</td>\n",
              "      <td>9</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>111.11</td>\n",
              "      <td>out</td>\n",
              "      <td>T20I # 1879</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>695</th>\n",
              "      <td>Pakistan Vs England</td>\n",
              "      <td>England</td>\n",
              "      <td>4</td>\n",
              "      <td>Ben Stokes</td>\n",
              "      <td></td>\n",
              "      <td>52</td>\n",
              "      <td>49</td>\n",
              "      <td>5</td>\n",
              "      <td>1</td>\n",
              "      <td>106.12</td>\n",
              "      <td>not out</td>\n",
              "      <td>T20I # 1879</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>696</th>\n",
              "      <td>Pakistan Vs England</td>\n",
              "      <td>England</td>\n",
              "      <td>5</td>\n",
              "      <td>Harry Brook</td>\n",
              "      <td>c Shaheen Shah Afridi b Shadab Khan</td>\n",
              "      <td>20</td>\n",
              "      <td>23</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>86.95</td>\n",
              "      <td>out</td>\n",
              "      <td>T20I # 1879</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>697</th>\n",
              "      <td>Pakistan Vs England</td>\n",
              "      <td>England</td>\n",
              "      <td>6</td>\n",
              "      <td>Moeen Ali</td>\n",
              "      <td>b Mohammad Wasim</td>\n",
              "      <td>19</td>\n",
              "      <td>13</td>\n",
              "      <td>3</td>\n",
              "      <td>0</td>\n",
              "      <td>146.15</td>\n",
              "      <td>out</td>\n",
              "      <td>T20I # 1879</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>698</th>\n",
              "      <td>Pakistan Vs England</td>\n",
              "      <td>England</td>\n",
              "      <td>7</td>\n",
              "      <td>Liam Livingstone</td>\n",
              "      <td></td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>100.00</td>\n",
              "      <td>not out</td>\n",
              "      <td>T20I # 1879</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>699 rows × 12 columns</p>\n",
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            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe",
              "variable_name": "df_batting",
              "summary": "{\n  \"name\": \"df_batting\",\n  \"rows\": 699,\n  \"fields\": [\n    {\n      \"column\": \"match\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"samples\": [\n          \"Netherlands Vs Pakistan\",\n          \"Afghanistan Vs England\",\n          \"Sri Lanka Vs Netherlands\"\n        ],\n        \"num_unique_values\": 42,\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"teamInnings\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"samples\": [\n          \"Namibia\",\n          \"Sri Lanka\",\n          \"West Indies\"\n        ],\n        \"num_unique_values\": 16,\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"battingPos\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 2,\n        \"min\": 1,\n        \"max\": 11,\n        \"samples\": [\n          6,\n          1,\n          10\n        ],\n        \"num_unique_values\": 11,\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"batsmanName\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"samples\": [\n          \"Glenn Phillips\",\n          \"Chamika Karunaratne\",\n          \"Max O'Dowd\"\n        ],\n        \"num_unique_values\": 200,\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"dismissal\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"samples\": [\n          \"c Iftikhar Ahmed b Naseem Shah\",\n          \" b Chameera\",\n          \"c & b PWH de Silva\"\n        ],\n        \"num_unique_values\": 434,\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"runs\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"samples\": [\n          \"35\",\n          \"3\",\n          \"39\"\n        ],\n        \"num_unique_values\": 78,\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"balls\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"samples\": [\n          \"6\",\n          \"1\",\n          \"55\"\n        ],\n        \"num_unique_values\": 58,\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"4s\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"samples\": [\n          \"9\",\n          \"0\",\n          \"8\"\n        ],\n        \"num_unique_values\": 11,\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"6s\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"samples\": [\n          \"8\",\n          \"2\",\n          \"3\"\n        ],\n        \"num_unique_values\": 9,\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"SR\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"samples\": [\n          \"84.21\",\n          \"0.00\",\n          \"158.33\"\n        ],\n        \"num_unique_values\": 240,\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"out/not_out\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"samples\": [\n          \"not out\",\n          \"out\"\n        ],\n        \"num_unique_values\": 2,\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"match_id\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"samples\": [\n          \"T20I # 1852\",\n          \"T20I # 1840\"\n        ],\n        \"num_unique_values\": 42,\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {},
          "execution_count": 10
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df_batting.drop(columns=[\"dismissal\"], inplace=True)\n",
        "df_batting.head(10)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 710
        },
        "id": "SOvFYrDBCmdr",
        "outputId": "899971ed-67d8-4e9d-bef4-cfb11c1c6c40"
      },
      "execution_count": 12,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "                  match teamInnings  battingPos             batsmanName runs  \\\n",
              "0  Namibia Vs Sri Lanka     Namibia           1      Michael van Lingen    3   \n",
              "1  Namibia Vs Sri Lanka     Namibia           2           Divan la Cock    9   \n",
              "2  Namibia Vs Sri Lanka     Namibia           3  Jan Nicol Loftie-Eaton   20   \n",
              "3  Namibia Vs Sri Lanka     Namibia           4           Stephan Baard   26   \n",
              "4  Namibia Vs Sri Lanka     Namibia           5      Gerhard Erasmus(c)   20   \n",
              "5  Namibia Vs Sri Lanka     Namibia           6            Jan Frylinck   44   \n",
              "6  Namibia Vs Sri Lanka     Namibia           7             David Wiese    0   \n",
              "7  Namibia Vs Sri Lanka     Namibia           8                 JJ Smit   31   \n",
              "8  Namibia Vs Sri Lanka   Sri Lanka           1         Pathum Nissanka    9   \n",
              "9  Namibia Vs Sri Lanka   Sri Lanka           2           Kusal Mendis†    6   \n",
              "\n",
              "  balls 4s 6s      SR out/not_out     match_id  \n",
              "0     6  0  0   50.00         out  T20I # 1823  \n",
              "1     9  1  0  100.00         out  T20I # 1823  \n",
              "2    12  1  2  166.66         out  T20I # 1823  \n",
              "3    24  2  0  108.33         out  T20I # 1823  \n",
              "4    24  0  0   83.33         out  T20I # 1823  \n",
              "5    28  4  0  157.14         out  T20I # 1823  \n",
              "6     1  0  0    0.00         out  T20I # 1823  \n",
              "7    16  2  2  193.75     not out  T20I # 1823  \n",
              "8    10  1  0   90.00         out  T20I # 1823  \n",
              "9     6  0  0  100.00         out  T20I # 1823  "
            ],
            "text/html": [
              "\n",
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              "    <div>\n",
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              "    .dataframe tbody tr th:only-of-type {\n",
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              "\n",
              "    .dataframe tbody tr th {\n",
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              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>match</th>\n",
              "      <th>teamInnings</th>\n",
              "      <th>battingPos</th>\n",
              "      <th>batsmanName</th>\n",
              "      <th>runs</th>\n",
              "      <th>balls</th>\n",
              "      <th>4s</th>\n",
              "      <th>6s</th>\n",
              "      <th>SR</th>\n",
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              "      <th>match_id</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>Namibia Vs Sri Lanka</td>\n",
              "      <td>Namibia</td>\n",
              "      <td>1</td>\n",
              "      <td>Michael van Lingen</td>\n",
              "      <td>3</td>\n",
              "      <td>6</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>50.00</td>\n",
              "      <td>out</td>\n",
              "      <td>T20I # 1823</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>Namibia Vs Sri Lanka</td>\n",
              "      <td>Namibia</td>\n",
              "      <td>2</td>\n",
              "      <td>Divan la Cock</td>\n",
              "      <td>9</td>\n",
              "      <td>9</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>100.00</td>\n",
              "      <td>out</td>\n",
              "      <td>T20I # 1823</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>Namibia Vs Sri Lanka</td>\n",
              "      <td>Namibia</td>\n",
              "      <td>3</td>\n",
              "      <td>Jan Nicol Loftie-Eaton</td>\n",
              "      <td>20</td>\n",
              "      <td>12</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>166.66</td>\n",
              "      <td>out</td>\n",
              "      <td>T20I # 1823</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>Namibia Vs Sri Lanka</td>\n",
              "      <td>Namibia</td>\n",
              "      <td>4</td>\n",
              "      <td>Stephan Baard</td>\n",
              "      <td>26</td>\n",
              "      <td>24</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>108.33</td>\n",
              "      <td>out</td>\n",
              "      <td>T20I # 1823</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>Namibia Vs Sri Lanka</td>\n",
              "      <td>Namibia</td>\n",
              "      <td>5</td>\n",
              "      <td>Gerhard Erasmus(c)</td>\n",
              "      <td>20</td>\n",
              "      <td>24</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>83.33</td>\n",
              "      <td>out</td>\n",
              "      <td>T20I # 1823</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>Namibia Vs Sri Lanka</td>\n",
              "      <td>Namibia</td>\n",
              "      <td>6</td>\n",
              "      <td>Jan Frylinck</td>\n",
              "      <td>44</td>\n",
              "      <td>28</td>\n",
              "      <td>4</td>\n",
              "      <td>0</td>\n",
              "      <td>157.14</td>\n",
              "      <td>out</td>\n",
              "      <td>T20I # 1823</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>Namibia Vs Sri Lanka</td>\n",
              "      <td>Namibia</td>\n",
              "      <td>7</td>\n",
              "      <td>David Wiese</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.00</td>\n",
              "      <td>out</td>\n",
              "      <td>T20I # 1823</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>Namibia Vs Sri Lanka</td>\n",
              "      <td>Namibia</td>\n",
              "      <td>8</td>\n",
              "      <td>JJ Smit</td>\n",
              "      <td>31</td>\n",
              "      <td>16</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>193.75</td>\n",
              "      <td>not out</td>\n",
              "      <td>T20I # 1823</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>Namibia Vs Sri Lanka</td>\n",
              "      <td>Sri Lanka</td>\n",
              "      <td>1</td>\n",
              "      <td>Pathum Nissanka</td>\n",
              "      <td>9</td>\n",
              "      <td>10</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>90.00</td>\n",
              "      <td>out</td>\n",
              "      <td>T20I # 1823</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>Namibia Vs Sri Lanka</td>\n",
              "      <td>Sri Lanka</td>\n",
              "      <td>2</td>\n",
              "      <td>Kusal Mendis†</td>\n",
              "      <td>6</td>\n",
              "      <td>6</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>100.00</td>\n",
              "      <td>out</td>\n",
              "      <td>T20I # 1823</td>\n",
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              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
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              "  .colab-df-quickchart-complete:disabled,\n",
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              "  @keyframes spin {\n",
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              "  }\n",
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              "\n",
              "  <script>\n",
              "    async function quickchart(key) {\n",
              "      const quickchartButtonEl =\n",
              "        document.querySelector('#' + key + ' button');\n",
              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
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            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe",
              "variable_name": "df_batting",
              "summary": "{\n  \"name\": \"df_batting\",\n  \"rows\": 699,\n  \"fields\": [\n    {\n      \"column\": \"match\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"samples\": [\n          \"Netherlands Vs Pakistan\",\n          \"Afghanistan Vs England\",\n          \"Sri Lanka Vs Netherlands\"\n        ],\n        \"num_unique_values\": 42,\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"teamInnings\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"samples\": [\n          \"Namibia\",\n          \"Sri Lanka\",\n          \"West Indies\"\n        ],\n        \"num_unique_values\": 16,\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"battingPos\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 2,\n        \"min\": 1,\n        \"max\": 11,\n        \"samples\": [\n          6,\n          1,\n          10\n        ],\n        \"num_unique_values\": 11,\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"batsmanName\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"samples\": [\n          \"Glenn Phillips\",\n          \"Chamika Karunaratne\",\n          \"Max O'Dowd\"\n        ],\n        \"num_unique_values\": 200,\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"runs\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"samples\": [\n          \"35\",\n          \"3\",\n          \"39\"\n        ],\n        \"num_unique_values\": 78,\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"balls\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"samples\": [\n          \"6\",\n          \"1\",\n          \"55\"\n        ],\n        \"num_unique_values\": 58,\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"4s\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"samples\": [\n          \"9\",\n          \"0\",\n          \"8\"\n        ],\n        \"num_unique_values\": 11,\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"6s\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"samples\": [\n          \"8\",\n          \"2\",\n          \"3\"\n        ],\n        \"num_unique_values\": 9,\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"SR\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"samples\": [\n          \"84.21\",\n          \"0.00\",\n          \"158.33\"\n        ],\n        \"num_unique_values\": 240,\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"out/not_out\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"samples\": [\n          \"not out\",\n          \"out\"\n        ],\n        \"num_unique_values\": 2,\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"match_id\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"samples\": [\n          \"T20I # 1852\",\n          \"T20I # 1840\"\n        ],\n        \"num_unique_values\": 42,\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {},
          "execution_count": 12
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df_batting['batsmanName'] = df_batting['batsmanName'].apply(lambda x: x.replace('â€',''))\n",
        "df_batting['batsmanName'] = df_batting['batsmanName'].apply(lambda x: x.replace('\\xa0',''))\n",
        "df_batting.head()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 379
        },
        "id": "hyimvOwBnPpR",
        "outputId": "4660191f-f109-4c50-e485-391fdbd2e726"
      },
      "execution_count": 15,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "                  match teamInnings  battingPos             batsmanName runs  \\\n",
              "0  Namibia Vs Sri Lanka     Namibia           1      Michael van Lingen    3   \n",
              "1  Namibia Vs Sri Lanka     Namibia           2           Divan la Cock    9   \n",
              "2  Namibia Vs Sri Lanka     Namibia           3  Jan Nicol Loftie-Eaton   20   \n",
              "3  Namibia Vs Sri Lanka     Namibia           4           Stephan Baard   26   \n",
              "4  Namibia Vs Sri Lanka     Namibia           5      Gerhard Erasmus(c)   20   \n",
              "\n",
              "  balls 4s 6s      SR out/not_out     match_id  \n",
              "0     6  0  0   50.00         out  T20I # 1823  \n",
              "1     9  1  0  100.00         out  T20I # 1823  \n",
              "2    12  1  2  166.66         out  T20I # 1823  \n",
              "3    24  2  0  108.33         out  T20I # 1823  \n",
              "4    24  0  0   83.33         out  T20I # 1823  "
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-21d1c408-436f-425e-9cc6-6154f0de67d6\" class=\"colab-df-container\">\n",
              "    <div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>match</th>\n",
              "      <th>teamInnings</th>\n",
              "      <th>battingPos</th>\n",
              "      <th>batsmanName</th>\n",
              "      <th>runs</th>\n",
              "      <th>balls</th>\n",
              "      <th>4s</th>\n",
              "      <th>6s</th>\n",
              "      <th>SR</th>\n",
              "      <th>out/not_out</th>\n",
              "      <th>match_id</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>Namibia Vs Sri Lanka</td>\n",
              "      <td>Namibia</td>\n",
              "      <td>1</td>\n",
              "      <td>Michael van Lingen</td>\n",
              "      <td>3</td>\n",
              "      <td>6</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>50.00</td>\n",
              "      <td>out</td>\n",
              "      <td>T20I # 1823</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>Namibia Vs Sri Lanka</td>\n",
              "      <td>Namibia</td>\n",
              "      <td>2</td>\n",
              "      <td>Divan la Cock</td>\n",
              "      <td>9</td>\n",
              "      <td>9</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>100.00</td>\n",
              "      <td>out</td>\n",
              "      <td>T20I # 1823</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>Namibia Vs Sri Lanka</td>\n",
              "      <td>Namibia</td>\n",
              "      <td>3</td>\n",
              "      <td>Jan Nicol Loftie-Eaton</td>\n",
              "      <td>20</td>\n",
              "      <td>12</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>166.66</td>\n",
              "      <td>out</td>\n",
              "      <td>T20I # 1823</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>Namibia Vs Sri Lanka</td>\n",
              "      <td>Namibia</td>\n",
              "      <td>4</td>\n",
              "      <td>Stephan Baard</td>\n",
              "      <td>26</td>\n",
              "      <td>24</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>108.33</td>\n",
              "      <td>out</td>\n",
              "      <td>T20I # 1823</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>Namibia Vs Sri Lanka</td>\n",
              "      <td>Namibia</td>\n",
              "      <td>5</td>\n",
              "      <td>Gerhard Erasmus(c)</td>\n",
              "      <td>20</td>\n",
              "      <td>24</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>83.33</td>\n",
              "      <td>out</td>\n",
              "      <td>T20I # 1823</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "    <div class=\"colab-df-buttons\">\n",
              "\n",
              "  <div class=\"colab-df-container\">\n",
              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-21d1c408-436f-425e-9cc6-6154f0de67d6')\"\n",
              "            title=\"Convert this dataframe to an interactive table.\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n",
              "    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n",
              "  </svg>\n",
              "    </button>\n",
              "\n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    .colab-df-buttons div {\n",
              "      margin-bottom: 4px;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "    <script>\n",
              "      const buttonEl =\n",
              "        document.querySelector('#df-21d1c408-436f-425e-9cc6-6154f0de67d6 button.colab-df-convert');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      async function convertToInteractive(key) {\n",
              "        const element = document.querySelector('#df-21d1c408-436f-425e-9cc6-6154f0de67d6');\n",
              "        const dataTable =\n",
              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                    [key], {});\n",
              "        if (!dataTable) return;\n",
              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "          + ' to learn more about interactive tables.';\n",
              "        element.innerHTML = '';\n",
              "        dataTable['output_type'] = 'display_data';\n",
              "        await google.colab.output.renderOutput(dataTable, element);\n",
              "        const docLink = document.createElement('div');\n",
              "        docLink.innerHTML = docLinkHtml;\n",
              "        element.appendChild(docLink);\n",
              "      }\n",
              "    </script>\n",
              "  </div>\n",
              "\n",
              "\n",
              "<div id=\"df-0ced67bb-b168-46de-9851-9531d6ba4a43\">\n",
              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-0ced67bb-b168-46de-9851-9531d6ba4a43')\"\n",
              "            title=\"Suggest charts\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "     width=\"24px\">\n",
              "    <g>\n",
              "        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
              "    </g>\n",
              "</svg>\n",
              "  </button>\n",
              "\n",
              "<style>\n",
              "  .colab-df-quickchart {\n",
              "      --bg-color: #E8F0FE;\n",
              "      --fill-color: #1967D2;\n",
              "      --hover-bg-color: #E2EBFA;\n",
              "      --hover-fill-color: #174EA6;\n",
              "      --disabled-fill-color: #AAA;\n",
              "      --disabled-bg-color: #DDD;\n",
              "  }\n",
              "\n",
              "  [theme=dark] .colab-df-quickchart {\n",
              "      --bg-color: #3B4455;\n",
              "      --fill-color: #D2E3FC;\n",
              "      --hover-bg-color: #434B5C;\n",
              "      --hover-fill-color: #FFFFFF;\n",
              "      --disabled-bg-color: #3B4455;\n",
              "      --disabled-fill-color: #666;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart {\n",
              "    background-color: var(--bg-color);\n",
              "    border: none;\n",
              "    border-radius: 50%;\n",
              "    cursor: pointer;\n",
              "    display: none;\n",
              "    fill: var(--fill-color);\n",
              "    height: 32px;\n",
              "    padding: 0;\n",
              "    width: 32px;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart:hover {\n",
              "    background-color: var(--hover-bg-color);\n",
              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "    fill: var(--button-hover-fill-color);\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart-complete:disabled,\n",
              "  .colab-df-quickchart-complete:disabled:hover {\n",
              "    background-color: var(--disabled-bg-color);\n",
              "    fill: var(--disabled-fill-color);\n",
              "    box-shadow: none;\n",
              "  }\n",
              "\n",
              "  .colab-df-spinner {\n",
              "    border: 2px solid var(--fill-color);\n",
              "    border-color: transparent;\n",
              "    border-bottom-color: var(--fill-color);\n",
              "    animation:\n",
              "      spin 1s steps(1) infinite;\n",
              "  }\n",
              "\n",
              "  @keyframes spin {\n",
              "    0% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "      border-left-color: var(--fill-color);\n",
              "    }\n",
              "    20% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    30% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    40% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    60% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    80% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "    90% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "  }\n",
              "</style>\n",
              "\n",
              "  <script>\n",
              "    async function quickchart(key) {\n",
              "      const quickchartButtonEl =\n",
              "        document.querySelector('#' + key + ' button');\n",
              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
              "      try {\n",
              "        const charts = await google.colab.kernel.invokeFunction(\n",
              "            'suggestCharts', [key], {});\n",
              "      } catch (error) {\n",
              "        console.error('Error during call to suggestCharts:', error);\n",
              "      }\n",
              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
              "    }\n",
              "    (() => {\n",
              "      let quickchartButtonEl =\n",
              "        document.querySelector('#df-0ced67bb-b168-46de-9851-9531d6ba4a43 button');\n",
              "      quickchartButtonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "    })();\n",
              "  </script>\n",
              "</div>\n",
              "    </div>\n",
              "  </div>\n"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe",
              "variable_name": "df_batting",
              "summary": "{\n  \"name\": \"df_batting\",\n  \"rows\": 699,\n  \"fields\": [\n    {\n      \"column\": \"match\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"samples\": [\n          \"Netherlands Vs Pakistan\",\n          \"Afghanistan Vs England\",\n          \"Sri Lanka Vs Netherlands\"\n        ],\n        \"num_unique_values\": 42,\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"teamInnings\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"samples\": [\n          \"Namibia\",\n          \"Sri Lanka\",\n          \"West Indies\"\n        ],\n        \"num_unique_values\": 16,\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"battingPos\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 2,\n        \"min\": 1,\n        \"max\": 11,\n        \"samples\": [\n          6,\n          1,\n          10\n        ],\n        \"num_unique_values\": 11,\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"batsmanName\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"samples\": [\n          \"Glenn Phillips\",\n          \"Chamika Karunaratne\",\n          \"Max O'Dowd\"\n        ],\n        \"num_unique_values\": 200,\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"runs\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"samples\": [\n          \"35\",\n          \"3\",\n          \"39\"\n        ],\n        \"num_unique_values\": 78,\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"balls\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"samples\": [\n          \"6\",\n          \"1\",\n          \"55\"\n        ],\n        \"num_unique_values\": 58,\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"4s\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"samples\": [\n          \"9\",\n          \"0\",\n          \"8\"\n        ],\n        \"num_unique_values\": 11,\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"6s\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"samples\": [\n          \"8\",\n          \"2\",\n          \"3\"\n        ],\n        \"num_unique_values\": 9,\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"SR\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"samples\": [\n          \"84.21\",\n          \"0.00\",\n          \"158.33\"\n        ],\n        \"num_unique_values\": 240,\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"out/not_out\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"samples\": [\n          \"not out\",\n          \"out\"\n        ],\n        \"num_unique_values\": 2,\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"match_id\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"samples\": [\n          \"T20I # 1852\",\n          \"T20I # 1840\"\n        ],\n        \"num_unique_values\": 42,\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {},
          "execution_count": 15
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df_batting.shape"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "LKMHg5DeoLkW",
        "outputId": "ea83136d-6910-4412-d2e5-9c324742c589"
      },
      "execution_count": 16,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(699, 11)"
            ]
          },
          "metadata": {},
          "execution_count": 16
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df_batting.to_csv('/fact_batting_summary.csv', index=False)"
      ],
      "metadata": {
        "id": "u6sxABiooe7A"
      },
      "execution_count": 17,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "with open('/t20_wc_bowling_summary.json') as f:\n",
        "  data = json.load(f)\n",
        "  all_records = []\n",
        "  for rec in data:\n",
        "    all_records.extend(rec['bowlingSummary'])\n",
        "all_records[::3]"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "0dJ_45T7ozBr",
        "outputId": "8a510c82-0539-475d-ae06-124535cb9907"
      },
      "execution_count": 22,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[{'match': 'Namibia Vs Sri Lanka',\n",
              "  'bowlingTeam': 'Sri Lanka',\n",
              "  'bowlerName': 'Maheesh Theekshana',\n",
              "  'overs': '4',\n",
              "  'maiden': '0',\n",
              "  'runs': '23',\n",
              "  'wickets': '1',\n",
              "  'economy': '5.75',\n",
              "  '0s': '7',\n",
              "  '4s': '0',\n",
              "  '6s': '0',\n",
              "  'wides': '2',\n",
              "  'noBalls': '0'},\n",
              " {'match': 'Namibia Vs Sri Lanka',\n",
              "  'bowlingTeam': 'Sri Lanka',\n",
              "  'bowlerName': 'Chamika Karunaratne',\n",
              "  'overs': '4',\n",
              "  'maiden': '0',\n",
              "  'runs': '36',\n",
              "  'wickets': '1',\n",
              "  'economy': '9.00',\n",
              "  '0s': '7',\n",
              "  '4s': '3',\n",
              "  '6s': '1',\n",
              "  'wides': '1',\n",
              "  'noBalls': '0'},\n",
              " {'match': 'Namibia Vs Sri Lanka',\n",
              "  'bowlingTeam': 'Namibia',\n",
              "  'bowlerName': 'David Wiese',\n",
              "  'overs': '4',\n",
              "  'maiden': '0',\n",
              "  'runs': '16',\n",
              "  'wickets': '2',\n",
              "  'economy': '4.00',\n",
              "  '0s': '13',\n",
              "  '4s': '1',\n",
              "  '6s': '0',\n",
              "  'wides': '0',\n",
              "  'noBalls': '0'},\n",
              " {'match': 'Namibia Vs Sri Lanka',\n",
              "  'bowlingTeam': 'Namibia',\n",
              "  'bowlerName': 'JJ Smit',\n",
              "  'overs': '3',\n",
              "  'maiden': '0',\n",
              "  'runs': '16',\n",
              "  'wickets': '1',\n",
              "  'economy': '5.33',\n",
              "  '0s': '7',\n",
              "  '4s': '0',\n",
              "  '6s': '0',\n",
              "  'wides': '1',\n",
              "  'noBalls': '0'},\n",
              " {'match': 'U.A.E. Vs Netherlands',\n",
              "  'bowlingTeam': 'Netherlands',\n",
              "  'bowlerName': 'Tim Pringle',\n",
              "  'overs': '4',\n",
              "  'maiden': '0',\n",
              "  'runs': '13',\n",
              "  'wickets': '1',\n",
              "  'economy': '3.25',\n",
              "  '0s': '11',\n",
              "  '4s': '0',\n",
              "  '6s': '0',\n",
              "  'wides': '0',\n",
              "  'noBalls': '0'},\n",
              " {'match': 'U.A.E. Vs Netherlands',\n",
              "  'bowlingTeam': 'Netherlands',\n",
              "  'bowlerName': 'Paul van Meekeren',\n",
              "  'overs': '4',\n",
              "  'maiden': '0',\n",
              "  'runs': '21',\n",
              "  'wickets': '0',\n",
              "  'economy': '5.25',\n",
              "  '0s': '11',\n",
              "  '4s': '1',\n",
              "  '6s': '0',\n",
              "  'wides': '0',\n",
              "  'noBalls': '0'},\n",
              " {'match': 'U.A.E. Vs Netherlands',\n",
              "  'bowlingTeam': 'U.A.E.',\n",
              "  'bowlerName': 'Basil Hameed',\n",
              "  'overs': '1',\n",
              "  'maiden': '0',\n",
              "  'runs': '7',\n",
              "  'wickets': '1',\n",
              "  'economy': '7.00',\n",
              "  '0s': '4',\n",
              "  '4s': '0',\n",
              "  '6s': '1',\n",
              "  'wides': '0',\n",
              "  'noBalls': '0'},\n",
              " {'match': 'U.A.E. Vs Netherlands',\n",
              "  'bowlingTeam': 'U.A.E.',\n",
              "  'bowlerName': 'Zahoor Khan',\n",
              "  'overs': '4',\n",
              "  'maiden': '0',\n",
              "  'runs': '11',\n",
              "  'wickets': '1',\n",
              "  'economy': '2.75',\n",
              "  '0s': '14',\n",
              "  '4s': '0',\n",
              "  '6s': '0',\n",
              "  'wides': '0',\n",
              "  'noBalls': '0'},\n",
              " {'match': 'Scotland Vs West Indies',\n",
              "  'bowlingTeam': 'West Indies',\n",
              "  'bowlerName': 'Kyle Mayers',\n",
              "  'overs': '2',\n",
              "  'maiden': '0',\n",
              "  'runs': '24',\n",
              "  'wickets': '0',\n",
              "  'economy': '12.00',\n",
              "  '0s': '5',\n",
              "  '4s': '5',\n",
              "  '6s': '0',\n",
              "  'wides': '2',\n",
              "  'noBalls': '0'},\n",
              " {'match': 'Scotland Vs West Indies',\n",
              "  'bowlingTeam': 'West Indies',\n",
              "  'bowlerName': 'Obed McCoy',\n",
              "  'overs': '3',\n",
              "  'maiden': '0',\n",
              "  'runs': '25',\n",
              "  'wickets': '0',\n",
              "  'economy': '8.33',\n",
              "  '0s': '6',\n",
              "  '4s': '4',\n",
              "  '6s': '0',\n",
              "  'wides': '0',\n",
              "  'noBalls': '0'},\n",
              " {'match': 'Scotland Vs West Indies',\n",
              "  'bowlingTeam': 'Scotland',\n",
              "  'bowlerName': 'Mark Watt',\n",
              "  'overs': '4',\n",
              "  'maiden': '0',\n",
              "  'runs': '12',\n",
              "  'wickets': '3',\n",
              "  'economy': '3.00',\n",
              "  '0s': '16',\n",
              "  '4s': '1',\n",
              "  '6s': '0',\n",
              "  'wides': '1',\n",
              "  'noBalls': '0'},\n",
              " {'match': 'Scotland Vs West Indies',\n",
              "  'bowlingTeam': 'Scotland',\n",
              "  'bowlerName': 'Safyaan Sharif',\n",
              "  'overs': '3.3',\n",
              "  'maiden': '0',\n",
              "  'runs': '23',\n",
              "  'wickets': '1',\n",
              "  'economy': '6.57',\n",
              "  '0s': '7',\n",
              "  '4s': '2',\n",
              "  '6s': '0',\n",
              "  'wides': '2',\n",
              "  'noBalls': '0'},\n",
              " {'match': 'Zimbabwe Vs Ireland',\n",
              "  'bowlingTeam': 'Ireland',\n",
              "  'bowlerName': 'Mark Adair',\n",
              "  'overs': '4',\n",
              "  'maiden': '0',\n",
              "  'runs': '39',\n",
              "  'wickets': '2',\n",
              "  'economy': '9.75',\n",
              "  '0s': '6',\n",
              "  '4s': '3',\n",
              "  '6s': '1',\n",
              "  'wides': '2',\n",
              "  'noBalls': '0'},\n",
              " {'match': 'Zimbabwe Vs Ireland',\n",
              "  'bowlingTeam': 'Ireland',\n",
              "  'bowlerName': 'Simi Singh',\n",
              "  'overs': '3',\n",
              "  'maiden': '0',\n",
              "  'runs': '31',\n",
              "  'wickets': '2',\n",
              "  'economy': '10.33',\n",
              "  '0s': '5',\n",
              "  '4s': '2',\n",
              "  '6s': '2',\n",
              "  'wides': '1',\n",
              "  'noBalls': '0'},\n",
              " {'match': 'Zimbabwe Vs Ireland',\n",
              "  'bowlingTeam': 'Zimbabwe',\n",
              "  'bowlerName': 'Tendai Chatara',\n",
              "  'overs': '4',\n",
              "  'maiden': '0',\n",
              "  'runs': '22',\n",
              "  'wickets': '2',\n",
              "  'economy': '5.50',\n",
              "  '0s': '13',\n",
              "  '4s': '1',\n",
              "  '6s': '1',\n",
              "  'wides': '2',\n",
              "  'noBalls': '0'},\n",
              " {'match': 'Zimbabwe Vs Ireland',\n",
              "  'bowlingTeam': 'Zimbabwe',\n",
              "  'bowlerName': 'Sean Williams',\n",
              "  'overs': '3',\n",
              "  'maiden': '0',\n",
              "  'runs': '20',\n",
              "  'wickets': '1',\n",
              "  'economy': '6.66',\n",
              "  '0s': '3',\n",
              "  '4s': '0',\n",
              "  '6s': '0',\n",
              "  'wides': '0',\n",
              "  'noBalls': '0'},\n",
              " {'match': 'Namibia Vs Netherlands',\n",
              "  'bowlingTeam': 'Netherlands',\n",
              "  'bowlerName': 'Tim Pringle',\n",
              "  'overs': '3',\n",
              "  'maiden': '0',\n",
              "  'runs': '15',\n",
              "  'wickets': '1',\n",
              "  'economy': '5.00',\n",
              "  '0s': '8',\n",
              "  '4s': '0',\n",
              "  '6s': '0',\n",
              "  'wides': '0',\n",
              "  'noBalls': '0'},\n",
              " {'match': 'Namibia Vs Netherlands',\n",
              "  'bowlingTeam': 'Netherlands',\n",
              "  'bowlerName': 'Paul van Meekeren',\n",
              "  'overs': '4',\n",
              "  'maiden': '0',\n",
              "  'runs': '18',\n",
              "  'wickets': '1',\n",
              "  'economy': '4.50',\n",
              "  '0s': '11',\n",
              "  '4s': '1',\n",
              "  '6s': '0',\n",
              "  'wides': '1',\n",
              "  'noBalls': '0'},\n",
              " {'match': 'Namibia Vs Netherlands',\n",
              "  'bowlingTeam': 'Namibia',\n",
              "  'bowlerName': 'Bernard Scholtz',\n",
              "  'overs': '4',\n",
              "  'maiden': '0',\n",
              "  'runs': '21',\n",
              "  'wickets': '1',\n",
              "  'economy': '5.25',\n",
              "  '0s': '10',\n",
              "  '4s': '0',\n",
              "  '6s': '1',\n",
              "  'wides': '0',\n",
              "  'noBalls': '0'},\n",
              " {'match': 'Namibia Vs Netherlands',\n",
              "  'bowlingTeam': 'Namibia',\n",
              "  'bowlerName': 'Ben Shikongo',\n",
              "  'overs': '1',\n",
              "  'maiden': '0',\n",
              "  'runs': '18',\n",
              "  'wickets': '0',\n",
              "  'economy': '18.00',\n",
              "  '0s': '1',\n",
              "  '4s': '0',\n",
              "  '6s': '2',\n",
              "  'wides': '1',\n",
              "  'noBalls': '0'},\n",
              " {'match': 'Namibia Vs Netherlands',\n",
              "  'bowlingTeam': 'Namibia',\n",
              "  'bowlerName': 'Jan Nicol Loftie-Eaton',\n",
              "  'overs': '1',\n",
              "  'maiden': '0',\n",
              "  'runs': '8',\n",
              "  'wickets': '0',\n",
              "  'economy': '8.00',\n",
              "  '0s': '2',\n",
              "  '4s': '1',\n",
              "  '6s': '0',\n",
              "  'wides': '0',\n",
              "  'noBalls': '1'},\n",
              " {'match': 'Sri Lanka Vs U.A.E.',\n",
              "  'bowlingTeam': 'U.A.E.',\n",
              "  'bowlerName': 'Zahoor Khan',\n",
              "  'overs': '4',\n",
              "  'maiden': '0',\n",
              "  'runs': '26',\n",
              "  'wickets': '2',\n",
              "  'economy': '6.50',\n",
              "  '0s': '10',\n",
              "  '4s': '3',\n",
              "  '6s': '0',\n",
              "  'wides': '0',\n",
              "  'noBalls': '0'},\n",
              " {'match': 'Sri Lanka Vs U.A.E.',\n",
              "  'bowlingTeam': 'U.A.E.',\n",
              "  'bowlerName': 'Karthik Meiyappan',\n",
              "  'overs': '4',\n",
              "  'maiden': '0',\n",
              "  'runs': '19',\n",
              "  'wickets': '3',\n",
              "  'economy': '4.75',\n",
              "  '0s': '12',\n",
              "  '4s': '0',\n",
              "  '6s': '1',\n",
              "  'wides': '0',\n",
              "  'noBalls': '0'},\n",
              " {'match': 'Sri Lanka Vs U.A.E.',\n",
              "  'bowlingTeam': 'Sri Lanka',\n",
              "  'bowlerName': 'Maheesh Theekshana',\n",
              "  'overs': '3.1',\n",
              "  'maiden': '0',\n",
              "  'runs': '15',\n",
              "  'wickets': '2',\n",
              "  'economy': '4.73',\n",
              "  '0s': '10',\n",
              "  '4s': '2',\n",
              "  '6s': '0',\n",
              "  'wides': '0',\n",
              "  'noBalls': '0'},\n",
              " {'match': 'Sri Lanka Vs U.A.E.',\n",
              "  'bowlingTeam': 'Sri Lanka',\n",
              "  'bowlerName': 'Wanindu Hasaranga de Silva',\n",
              "  'overs': '4',\n",
              "  'maiden': '1',\n",
              "  'runs': '8',\n",
              "  'wickets': '3',\n",
              "  'economy': '2.00',\n",
              "  '0s': '17',\n",
              "  '4s': '0',\n",
              "  '6s': '0',\n",
              "  'wides': '0',\n",
              "  'noBalls': '0'},\n",
              " {'match': 'Scotland Vs Ireland',\n",
              "  'bowlingTeam': 'Ireland',\n",
              "  'bowlerName': 'Mark Adair',\n",
              "  'overs': '4',\n",
              "  'maiden': '0',\n",
              "  'runs': '23',\n",
              "  'wickets': '1',\n",
              "  'economy': '5.75',\n",
              "  '0s': '12',\n",
              "  '4s': '2',\n",
              "  '6s': '0',\n",
              "  'wides': '2',\n",
              "  'noBalls': '0'},\n",
              " {'match': 'Scotland Vs Ireland',\n",
              "  'bowlingTeam': 'Ireland',\n",
              "  'bowlerName': 'Simi Singh',\n",
              "  'overs': '2',\n",
              "  'maiden': '0',\n",
              "  'runs': '16',\n",
              "  'wickets': '0',\n",
              "  'economy': '8.00',\n",
              "  '0s': '2',\n",
              "  '4s': '2',\n",
              "  '6s': '0',\n",
              "  'wides': '0',\n",
              "  'noBalls': '0'},\n",
              " {'match': 'Scotland Vs Ireland',\n",
              "  'bowlingTeam': 'Scotland',\n",
              "  'bowlerName': 'Mark Watt',\n",
              "  'overs': '4',\n",
              "  'maiden': '0',\n",
              "  'runs': '39',\n",
              "  'wickets': '1',\n",
              "  'economy': '9.75',\n",
              "  '0s': '10',\n",
              "  '4s': '2',\n",
              "  '6s': '1',\n",
              "  'wides': '2',\n",
              "  'noBalls': '0'},\n",
              " {'match': 'Scotland Vs Ireland',\n",
              "  'bowlingTeam': 'Scotland',\n",
              "  'bowlerName': 'Safyaan Sharif',\n",
              "  'overs': '3',\n",
              "  'maiden': '0',\n",
              "  'runs': '32',\n",
              "  'wickets': '1',\n",
              "  'economy': '10.66',\n",
              "  '0s': '3',\n",
              "  '4s': '4',\n",
              "  '6s': '0',\n",
              "  'wides': '1',\n",
              "  'noBalls': '0'},\n",
              " {'match': 'West Indies Vs Zimbabwe',\n",
              "  'bowlingTeam': 'Zimbabwe',\n",
              "  'bowlerName': 'Richard Ngarava',\n",
              "  'overs': '3',\n",
              "  'maiden': '0',\n",
              "  'runs': '20',\n",
              "  'wickets': '0',\n",
              "  'economy': '6.66',\n",
              "  '0s': '9',\n",
              "  '4s': '1',\n",
              "  '6s': '1',\n",
              "  'wides': '1',\n",
              "  'noBalls': '0'},\n",
              " {'match': 'West Indies Vs Zimbabwe',\n",
              "  'bowlingTeam': 'Zimbabwe',\n",
              "  'bowlerName': 'Ryan Burl',\n",
              "  'overs': '3',\n",
              "  'maiden': '0',\n",
              "  'runs': '27',\n",
              "  'wickets': '0',\n",
              "  'economy': '9.00',\n",
              "  '0s': '5',\n",
              "  '4s': '3',\n",
              "  '6s': '1',\n",
              "  'wides': '0',\n",
              "  'noBalls': '0'},\n",
              " {'match': 'West Indies Vs Zimbabwe',\n",
              "  'bowlingTeam': 'West Indies',\n",
              "  'bowlerName': 'Kyle Mayers',\n",
              "  'overs': '1',\n",
              "  'maiden': '0',\n",
              "  'runs': '17',\n",
              "  'wickets': '0',\n",
              "  'economy': '17.00',\n",
              "  '0s': '3',\n",
              "  '4s': '3',\n",
              "  '6s': '0',\n",
              "  'wides': '1',\n",
              "  'noBalls': '0'},\n",
              " {'match': 'West Indies Vs Zimbabwe',\n",
              "  'bowlingTeam': 'West Indies',\n",
              "  'bowlerName': 'Obed McCoy',\n",
              "  'overs': '3',\n",
              "  'maiden': '0',\n",
              "  'runs': '19',\n",
              "  'wickets': '1',\n",
              "  'economy': '6.33',\n",
              "  '0s': '9',\n",
              "  '4s': '3',\n",
              "  '6s': '0',\n",
              "  'wides': '0',\n",
              "  'noBalls': '0'},\n",
              " {'match': 'Sri Lanka Vs Netherlands',\n",
              "  'bowlingTeam': 'Netherlands',\n",
              "  'bowlerName': 'Fred Klaassen',\n",
              "  'overs': '4',\n",
              "  'maiden': '0',\n",
              "  'runs': '34',\n",
              "  'wickets': '1',\n",
              "  'economy': '8.50',\n",
              "  '0s': '9',\n",
              "  '4s': '1',\n",
              "  '6s': '2',\n",
              "  'wides': '0',\n",
              "  'noBalls': '0'},\n",
              " {'match': 'Sri Lanka Vs Netherlands',\n",
              "  'bowlingTeam': 'Netherlands',\n",
              "  'bowlerName': 'Paul van Meekeren',\n",
              "  'overs': '4',\n",
              "  'maiden': '0',\n",
              "  'runs': '25',\n",
              "  'wickets': '2',\n",
              "  'economy': '6.25',\n",
              "  '0s': '11',\n",
              "  '4s': '3',\n",
              "  '6s': '0',\n",
              "  'wides': '1',\n",
              "  'noBalls': '0'},\n",
              " {'match': 'Sri Lanka Vs Netherlands',\n",
              "  'bowlingTeam': 'Sri Lanka',\n",
              "  'bowlerName': 'Dhananjaya de Silva',\n",
              "  'overs': '1',\n",
              "  'maiden': '0',\n",
              "  'runs': '5',\n",
              "  'wickets': '0',\n",
              "  'economy': '5.00',\n",
              "  '0s': '1',\n",
              "  '4s': '0',\n",
              "  '6s': '0',\n",
              "  'wides': '0',\n",
              "  'noBalls': '0'},\n",
              " {'match': 'Sri Lanka Vs Netherlands',\n",
              "  'bowlingTeam': 'Sri Lanka',\n",
              "  'bowlerName': 'Maheesh Theekshana',\n",
              "  'overs': '4',\n",
              "  'maiden': '0',\n",
              "  'runs': '32',\n",
              "  'wickets': '2',\n",
              "  'economy': '8.00',\n",
              "  '0s': '12',\n",
              "  '4s': '1',\n",
              "  '6s': '2',\n",
              "  'wides': '2',\n",
              "  'noBalls': '1'},\n",
              " {'match': 'Sri Lanka Vs Netherlands',\n",
              "  'bowlingTeam': 'Sri Lanka',\n",
              "  'bowlerName': 'Dasun Shanaka',\n",
              "  'overs': '1',\n",
              "  'maiden': '0',\n",
              "  'runs': '7',\n",
              "  'wickets': '0',\n",
              "  'economy': '7.00',\n",
              "  '0s': '3',\n",
              "  '4s': '1',\n",
              "  '6s': '0',\n",
              "  'wides': '0',\n",
              "  'noBalls': '0'},\n",
              " {'match': 'U.A.E. Vs Namibia',\n",
              "  'bowlingTeam': 'Namibia',\n",
              "  'bowlerName': 'Bernard Scholtz',\n",
              "  'overs': '4',\n",
              "  'maiden': '0',\n",
              "  'runs': '22',\n",
              "  'wickets': '1',\n",
              "  'economy': '5.50',\n",
              "  '0s': '11',\n",
              "  '4s': '1',\n",
              "  '6s': '1',\n",
              "  'wides': '0',\n",
              "  'noBalls': '0'},\n",
              " {'match': 'U.A.E. Vs Namibia',\n",
              "  'bowlingTeam': 'Namibia',\n",
              "  'bowlerName': 'Ben Shikongo',\n",
              "  'overs': '1',\n",
              "  'maiden': '0',\n",
              "  'runs': '8',\n",
              "  'wickets': '1',\n",
              "  'economy': '8.00',\n",
              "  '0s': '1',\n",
              "  '4s': '1',\n",
              "  '6s': '0',\n",
              "  'wides': '0',\n",
              "  'noBalls': '0'},\n",
              " {'match': 'U.A.E. Vs Namibia',\n",
              "  'bowlingTeam': 'U.A.E.',\n",
              "  'bowlerName': 'Zahoor Khan',\n",
              "  'overs': '4',\n",
              "  'maiden': '0',\n",
              "  'runs': '20',\n",
              "  'wickets': '2',\n",
              "  'economy': '5.00',\n",
              "  '0s': '15',\n",
              "  '4s': '1',\n",
              "  '6s': '0',\n",
              "  'wides': '2',\n",
              "  'noBalls': '2'},\n",
              " {'match': 'U.A.E. Vs Namibia',\n",
              "  'bowlingTeam': 'U.A.E.',\n",
              "  'bowlerName': 'Aayan Afzal Khan',\n",
              "  'overs': '2',\n",
              "  'maiden': '0',\n",
              "  'runs': '7',\n",
              "  'wickets': '0',\n",
              "  'economy': '3.50',\n",
              "  '0s': '5',\n",
              "  '4s': '0',\n",
              "  '6s': '0',\n",
              "  'wides': '0',\n",
              "  'noBalls': '0'},\n",
              " {'match': 'West Indies Vs Ireland',\n",
              "  'bowlingTeam': 'Ireland',\n",
              "  'bowlerName': 'Mark Adair',\n",
              "  'overs': '4',\n",
              "  'maiden': '0',\n",
              "  'runs': '26',\n",
              "  'wickets': '0',\n",
              "  'economy': '6.50',\n",
              "  '0s': '12',\n",
              "  '4s': '1',\n",
              "  '6s': '1',\n",
              "  'wides': '4',\n",
              "  'noBalls': '0'},\n",
              " {'match': 'West Indies Vs Ireland',\n",
              "  'bowlingTeam': 'Ireland',\n",
              "  'bowlerName': 'Simi Singh',\n",
              "  'overs': '2',\n",
              "  'maiden': '0',\n",
              "  'runs': '11',\n",
              "  'wickets': '1',\n",
              "  'economy': '5.50',\n",
              "  '0s': '4',\n",
              "  '4s': '1',\n",
              "  '6s': '0',\n",
              "  'wides': '0',\n",
              "  'noBalls': '0'},\n",
              " {'match': 'West Indies Vs Ireland',\n",
              "  'bowlingTeam': 'West Indies',\n",
              "  'bowlerName': 'Akeal Hosein',\n",
              "  'overs': '4',\n",
              "  'maiden': '0',\n",
              "  'runs': '38',\n",
              "  'wickets': '1',\n",
              "  'economy': '9.50',\n",
              "  '0s': '5',\n",
              "  '4s': '2',\n",
              "  '6s': '2',\n",
              "  'wides': '0',\n",
              "  'noBalls': '0'},\n",
              " {'match': 'West Indies Vs Ireland',\n",
              "  'bowlingTeam': 'West Indies',\n",
              "  'bowlerName': 'Jason Holder',\n",
              "  'overs': '4',\n",
              "  'maiden': '0',\n",
              "  'runs': '23',\n",
              "  'wickets': '0',\n",
              "  'economy': '5.75',\n",
              "  '0s': '7',\n",
              "  '4s': '1',\n",
              "  '6s': '0',\n",
              "  'wides': '0',\n",
              "  'noBalls': '0'},\n",
              " {'match': 'Scotland Vs Zimbabwe',\n",
              "  'bowlingTeam': 'Zimbabwe',\n",
              "  'bowlerName': 'Blessing Muzarabani',\n",
              "  'overs': '4',\n",
              "  'maiden': '0',\n",
              "  'runs': '34',\n",
              "  'wickets': '1',\n",
              "  'economy': '8.50',\n",
              "  '0s': '9',\n",
              "  '4s': '5',\n",
              "  '6s': '0',\n",
              "  'wides': '0',\n",
              "  'noBalls': '2'},\n",
              " {'match': 'Scotland Vs Zimbabwe',\n",
              "  'bowlingTeam': 'Zimbabwe',\n",
              "  'bowlerName': 'Wessly Madhevere',\n",
              "  'overs': '1',\n",
              "  'maiden': '0',\n",
              "  'runs': '7',\n",
              "  'wickets': '0',\n",
              "  'economy': '7.00',\n",
              "  '0s': '1',\n",
              "  '4s': '0',\n",
              "  '6s': '0',\n",
              "  'wides': '0',\n",
              "  'noBalls': '0'},\n",
              " {'match': 'Scotland Vs Zimbabwe',\n",
              "  'bowlingTeam': 'Scotland',\n",
              "  'bowlerName': 'Safyaan Sharif',\n",
              "  'overs': '2.3',\n",
              "  'maiden': '0',\n",
              "  'runs': '23',\n",
              "  'wickets': '0',\n",
              "  'economy': '9.20',\n",
              "  '0s': '4',\n",
              "  '4s': '3',\n",
              "  '6s': '0',\n",
              "  'wides': '0',\n",
              "  'noBalls': '1'},\n",
              " {'match': 'Scotland Vs Zimbabwe',\n",
              "  'bowlingTeam': 'Scotland',\n",
              "  'bowlerName': 'Calum MacLeod',\n",
              "  'overs': '1',\n",
              "  'maiden': '0',\n",
              "  'runs': '11',\n",
              "  'wickets': '0',\n",
              "  'economy': '11.00',\n",
              "  '0s': '0',\n",
              "  '4s': '0',\n",
              "  '6s': '1',\n",
              "  'wides': '0',\n",
              "  'noBalls': '0'},\n",
              " {'match': 'New Zealand Vs Australia',\n",
              "  'bowlingTeam': 'Australia',\n",
              "  'bowlerName': 'Pat Cummins',\n",
              "  'overs': '4',\n",
              "  'maiden': '0',\n",
              "  'runs': '46',\n",
              "  'wickets': '0',\n",
              "  'economy': '11.50',\n",
              "  '0s': '8',\n",
              "  '4s': '4',\n",
              "  '6s': '2',\n",
              "  'wides': '2',\n",
              "  'noBalls': '0'},\n",
              " {'match': 'New Zealand Vs Australia',\n",
              "  'bowlingTeam': 'New Zealand',\n",
              "  'bowlerName': 'Trent Boult',\n",
              "  'overs': '4',\n",
              "  'maiden': '0',\n",
              "  'runs': '24',\n",
              "  'wickets': '2',\n",
              "  'economy': '6.00',\n",
              "  '0s': '13',\n",
              "  '4s': '2',\n",
              "  '6s': '1',\n",
              "  'wides': '1',\n",
              "  'noBalls': '0'},\n",
              " {'match': 'New Zealand Vs Australia',\n",
              "  'bowlingTeam': 'New Zealand',\n",
              "  'bowlerName': 'Lockie Ferguson',\n",
              "  'overs': '3',\n",
              "  'maiden': '0',\n",
              "  'runs': '20',\n",
              "  'wickets': '1',\n",
              "  'economy': '6.66',\n",
              "  '0s': '9',\n",
              "  '4s': '2',\n",
              "  '6s': '1',\n",
              "  'wides': '0',\n",
              "  'noBalls': '0'},\n",
              " {'match': 'Afghanistan Vs England',\n",
              "  'bowlingTeam': 'England',\n",
              "  'bowlerName': 'Chris Woakes',\n",
              "  'overs': '4',\n",
              "  'maiden': '0',\n",
              "  'runs': '24',\n",
              "  'wickets': '1',\n",
              "  'economy': '6.00',\n",
              "  '0s': '15',\n",
              "  '4s': '2',\n",
              "  '6s': '1',\n",
              "  'wides': '1',\n",
              "  'noBalls': '0'},\n",
              " {'match': 'Afghanistan Vs England',\n",
              "  'bowlingTeam': 'England',\n",
              "  'bowlerName': 'Adil Rashid',\n",
              "  'overs': '4',\n",
              "  'maiden': '0',\n",
              "  'runs': '32',\n",
              "  'wickets': '0',\n",
              "  'economy': '8.00',\n",
              "  '0s': '4',\n",
              "  '4s': '1',\n",
              "  '6s': '1',\n",
              "  'wides': '0',\n",
              "  'noBalls': '0'},\n",
              " {'match': 'Afghanistan Vs England',\n",
              "  'bowlingTeam': 'Afghanistan',\n",
              "  'bowlerName': 'Mujeeb Ur Rahman',\n",
              "  'overs': '4',\n",
              "  'maiden': '0',\n",
              "  'runs': '22',\n",
              "  'wickets': '1',\n",
              "  'economy': '5.50',\n",
              "  '0s': '10',\n",
              "  '4s': '1',\n",
              "  '6s': '0',\n",
              "  'wides': '0',\n",
              "  'noBalls': '0'},\n",
              " {'match': 'Afghanistan Vs England',\n",
              "  'bowlingTeam': 'Afghanistan',\n",
              "  'bowlerName': 'Mohammad Nabi',\n",
              "  'overs': '3',\n",
              "  'maiden': '0',\n",
              "  'runs': '16',\n",
              "  'wickets': '1',\n",
              "  'economy': '5.33',\n",
              "  '0s': '6',\n",
              "  '4s': '0',\n",
              "  '6s': '0',\n",
              "  'wides': '0',\n",
              "  'noBalls': '0'},\n",
              " {'match': 'Ireland Vs Sri Lanka',\n",
              "  'bowlingTeam': 'Sri Lanka',\n",
              "  'bowlerName': 'Maheesh Theekshana',\n",
              "  'overs': '4',\n",
              "  'maiden': '0',\n",
              "  'runs': '19',\n",
              "  'wickets': '2',\n",
              "  'economy': '4.75',\n",
              "  '0s': '8',\n",
              "  '4s': '1',\n",
              "  '6s': '0',\n",
              "  'wides': '0',\n",
              "  'noBalls': '0'},\n",
              " {'match': 'Ireland Vs Sri Lanka',\n",
              "  'bowlingTeam': 'Sri Lanka',\n",
              "  'bowlerName': 'Dhananjaya de Silva',\n",
              "  'overs': '2',\n",
              "  'maiden': '0',\n",
              "  'runs': '13',\n",
              "  'wickets': '1',\n",
              "  'economy': '6.50',\n",
              "  '0s': '3',\n",
              "  '4s': '1',\n",
              "  '6s': '0',\n",
              "  'wides': '0',\n",
              "  'noBalls': '0'},\n",
              " {'match': 'Ireland Vs Sri Lanka',\n",
              "  'bowlingTeam': 'Ireland',\n",
              "  'bowlerName': 'Barry McCarthy',\n",
              "  'overs': '2',\n",
              "  'maiden': '0',\n",
              "  'runs': '16',\n",
              "  'wickets': '0',\n",
              "  'economy': '8.00',\n",
              "  '0s': '4',\n",
              "  '4s': '0',\n",
              "  '6s': '1',\n",
              "  'wides': '0',\n",
              "  'noBalls': '0'},\n",
              " {'match': 'Ireland Vs Sri Lanka',\n",
              "  'bowlingTeam': 'Ireland',\n",
              "  'bowlerName': 'Simi Singh',\n",
              "  'overs': '2',\n",
              "  'maiden': '0',\n",
              "  'runs': '20',\n",
              "  'wickets': '0',\n",
              "  'economy': '10.00',\n",
              "  '0s': '3',\n",
              "  '4s': '0',\n",
              "  '6s': '2',\n",
              "  'wides': '0',\n",
              "  'noBalls': '0'},\n",
              " {'match': 'Pakistan Vs India',\n",
              "  'bowlingTeam': 'India',\n",
              "  'bowlerName': 'Mohammed Shami',\n",
              "  'overs': '4',\n",
              "  'maiden': '0',\n",
              "  'runs': '25',\n",
              "  'wickets': '1',\n",
              "  'economy': '6.25',\n",
              "  '0s': '14',\n",
              "  '4s': '4',\n",
              "  '6s': '0',\n",
              "  'wides': '1',\n",
              "  'noBalls': '0'},\n",
              " {'match': 'Pakistan Vs India',\n",
              "  'bowlingTeam': 'India',\n",
              "  'bowlerName': 'Axar Patel',\n",
              "  'overs': '1',\n",
              "  'maiden': '0',\n",
              "  'runs': '21',\n",
              "  'wickets': '0',\n",
              "  'economy': '21.00',\n",
              "  '0s': '2',\n",
              "  '4s': '0',\n",
              "  '6s': '3',\n",
              "  'wides': '0',\n",
              "  'noBalls': '0'},\n",
              " {'match': 'Pakistan Vs India',\n",
              "  'bowlingTeam': 'Pakistan',\n",
              "  'bowlerName': 'Haris Rauf',\n",
              "  'overs': '4',\n",
              "  'maiden': '0',\n",
              "  'runs': '36',\n",
              "  'wickets': '2',\n",
              "  'economy': '9.00',\n",
              "  '0s': '11',\n",
              "  '4s': '2',\n",
              "  '6s': '2',\n",
              "  'wides': '1',\n",
              "  'noBalls': '0'},\n",
              " {'match': 'Bangladesh Vs Netherlands',\n",
              "  'bowlingTeam': 'Netherlands',\n",
              "  'bowlerName': 'Fred Klaassen',\n",
              "  'overs': '4',\n",
              "  'maiden': '0',\n",
              "  'runs': '33',\n",
              "  'wickets': '1',\n",
              "  'economy': '8.25',\n",
              "  '0s': '10',\n",
              "  '4s': '5',\n",
              "  '6s': '0',\n",
              "  'wides': '3',\n",
              "  'noBalls': '0'},\n",
              " {'match': 'Bangladesh Vs Netherlands',\n",
              "  'bowlingTeam': 'Netherlands',\n",
              "  'bowlerName': 'Bas de Leede',\n",
              "  'overs': '3',\n",
              "  'maiden': '0',\n",
              "  'runs': '29',\n",
              "  'wickets': '2',\n",
              "  'economy': '9.66',\n",
              "  '0s': '9',\n",
              "  '4s': '3',\n",
              "  '6s': '1',\n",
              "  'wides': '3',\n",
              "  'noBalls': '0'},\n",
              " {'match': 'Bangladesh Vs Netherlands',\n",
              "  'bowlingTeam': 'Netherlands',\n",
              "  'bowlerName': 'Logan van Beek',\n",
              "  'overs': '3',\n",
              "  'maiden': '0',\n",
              "  'runs': '12',\n",
              "  'wickets': '1',\n",
              "  'economy': '4.00',\n",
              "  '0s': '7',\n",
              "  '4s': '0',\n",
              "  '6s': '0',\n",
              "  'wides': '1',\n",
              "  'noBalls': '0'},\n",
              " {'match': 'Bangladesh Vs Netherlands',\n",
              "  'bowlingTeam': 'Bangladesh',\n",
              "  'bowlerName': 'Shakib Al Hasan',\n",
              "  'overs': '4',\n",
              "  'maiden': '0',\n",
              "  'runs': '32',\n",
              "  'wickets': '1',\n",
              "  'economy': '8.00',\n",
              "  '0s': '6',\n",
              "  '4s': '0',\n",
              "  '6s': '2',\n",
              "  'wides': '1',\n",
              "  'noBalls': '0'},\n",
              " {'match': 'Bangladesh Vs Netherlands',\n",
              "  'bowlingTeam': 'Bangladesh',\n",
              "  'bowlerName': 'Mosaddek Hossain',\n",
              "  'overs': '1',\n",
              "  'maiden': '0',\n",
              "  'runs': '14',\n",
              "  'wickets': '0',\n",
              "  'economy': '14.00',\n",
              "  '0s': '0',\n",
              "  '4s': '0',\n",
              "  '6s': '1',\n",
              "  'wides': '0',\n",
              "  'noBalls': '1'},\n",
              " {'match': 'Zimbabwe Vs South Africa',\n",
              "  'bowlingTeam': 'South Africa',\n",
              "  'bowlerName': 'Lungi Ngidi',\n",
              "  'overs': '2',\n",
              "  'maiden': '0',\n",
              "  'runs': '20',\n",
              "  'wickets': '2',\n",
              "  'economy': '10.00',\n",
              "  '0s': '6',\n",
              "  '4s': '2',\n",
              "  '6s': '1',\n",
              "  'wides': '2',\n",
              "  'noBalls': '0'},\n",
              " {'match': 'Zimbabwe Vs South Africa',\n",
              "  'bowlingTeam': 'Zimbabwe',\n",
              "  'bowlerName': 'Tendai Chatara',\n",
              "  'overs': '1',\n",
              "  'maiden': '0',\n",
              "  'runs': '23',\n",
              "  'wickets': '0',\n",
              "  'economy': '23.00',\n",
              "  '0s': '0',\n",
              "  '4s': '4',\n",
              "  '6s': '1',\n",
              "  'wides': '0',\n",
              "  'noBalls': '0'},\n",
              " {'match': 'Sri Lanka Vs Australia',\n",
              "  'bowlingTeam': 'Australia',\n",
              "  'bowlerName': 'Josh Hazlewood',\n",
              "  'overs': '4',\n",
              "  'maiden': '0',\n",
              "  'runs': '26',\n",
              "  'wickets': '1',\n",
              "  'economy': '6.50',\n",
              "  '0s': '13',\n",
              "  '4s': '3',\n",
              "  '6s': '0',\n",
              "  'wides': '3',\n",
              "  'noBalls': '0'},\n",
              " {'match': 'Sri Lanka Vs Australia',\n",
              "  'bowlingTeam': 'Australia',\n",
              "  'bowlerName': 'Ashton Agar',\n",
              "  'overs': '4',\n",
              "  'maiden': '0',\n",
              "  'runs': '25',\n",
              "  'wickets': '1',\n",
              "  'economy': '6.25',\n",
              "  '0s': '8',\n",
              "  '4s': '1',\n",
              "  '6s': '0',\n",
              "  'wides': '1',\n",
              "  'noBalls': '0'},\n",
              " {'match': 'Sri Lanka Vs Australia',\n",
              "  'bowlingTeam': 'Australia',\n",
              "  'bowlerName': 'Glenn Maxwell',\n",
              "  'overs': '1',\n",
              "  'maiden': '0',\n",
              "  'runs': '5',\n",
              "  'wickets': '1',\n",
              "  'economy': '5.00',\n",
              "  '0s': '2',\n",
              "  '4s': '0',\n",
              "  '6s': '0',\n",
              "  'wides': '0',\n",
              "  'noBalls': '0'},\n",
              " {'match': 'Sri Lanka Vs Australia',\n",
              "  'bowlingTeam': 'Sri Lanka',\n",
              "  'bowlerName': 'Lahiru Kumara',\n",
              "  'overs': '3.3',\n",
              "  'maiden': '0',\n",
              "  'runs': '22',\n",
              "  'wickets': '0',\n",
              "  'economy': '6.28',\n",
              "  '0s': '15',\n",
              "  '4s': '0',\n",
              "  '6s': '1',\n",
              "  'wides': '3',\n",
              "  'noBalls': '0'},\n",
              " {'match': 'Sri Lanka Vs Australia',\n",
              "  'bowlingTeam': 'Sri Lanka',\n",
              "  'bowlerName': 'Wanindu Hasaranga de Silva',\n",
              "  'overs': '3',\n",
              "  'maiden': '0',\n",
              "  'runs': '53',\n",
              "  'wickets': '0',\n",
              "  'economy': '17.66',\n",
              "  '0s': '0',\n",
              "  '4s': '3',\n",
              "  '6s': '5',\n",
              "  'wides': '0',\n",
              "  'noBalls': '0'},\n",
              " {'match': 'Ireland Vs England',\n",
              "  'bowlingTeam': 'England',\n",
              "  'bowlerName': 'Chris Woakes',\n",
              "  'overs': '3',\n",
              "  'maiden': '0',\n",
              "  'runs': '41',\n",
              "  'wickets': '0',\n",
              "  'economy': '13.66',\n",
              "  '0s': '4',\n",
              "  '4s': '6',\n",
              "  '6s': '1',\n",
              "  'wides': '2',\n",
              "  'noBalls': '0'},\n",
              " {'match': 'Ireland Vs England',\n",
              "  'bowlingTeam': 'England',\n",
              "  'bowlerName': 'Adil Rashid',\n",
              "  'overs': '4',\n",
              "  'maiden': '0',\n",
              "  'runs': '24',\n",
              "  'wickets': '0',\n",
              "  'economy': '6.00',\n",
              "  '0s': '6',\n",
              "  '4s': '1',\n",
              "  '6s': '0',\n",
              "  'wides': '0',\n",
              "  'noBalls': '0'},\n",
              " {'match': 'Ireland Vs England',\n",
              "  'bowlingTeam': 'Ireland',\n",
              "  'bowlerName': 'Mark Adair',\n",
              "  'overs': '2',\n",
              "  'maiden': '0',\n",
              "  'runs': '10',\n",
              "  'wickets': '0',\n",
              "  'economy': '5.00',\n",
              "  '0s': '5',\n",
              "  '4s': '0',\n",
              "  '6s': '0',\n",
              "  'wides': '0',\n",
              "  'noBalls': '0'},\n",
              " {'match': 'Ireland Vs England',\n",
              "  'bowlingTeam': 'Ireland',\n",
              "  'bowlerName': 'Gareth Delany',\n",
              "  'overs': '3.3',\n",
              "  'maiden': '0',\n",
              "  'runs': '33',\n",
              "  'wickets': '0',\n",
              "  'economy': '9.42',\n",
              "  '0s': '5',\n",
              "  '4s': '3',\n",
              "  '6s': '1',\n",
              "  'wides': '1',\n",
              "  'noBalls': '0'},\n",
              " {'match': 'South Africa Vs Bangladesh',\n",
              "  'bowlingTeam': 'Bangladesh',\n",
              "  'bowlerName': 'Mehidy Hasan Miraz',\n",
              "  'overs': '3',\n",
              "  'maiden': '0',\n",
              "  'runs': '32',\n",
              "  'wickets': '0',\n",
              "  'economy': '10.66',\n",
              "  '0s': '4',\n",
              "  '4s': '2',\n",
              "  '6s': '2',\n",
              "  'wides': '0',\n",
              "  'noBalls': '0'},\n",
              " {'match': 'South Africa Vs Bangladesh',\n",
              "  'bowlingTeam': 'Bangladesh',\n",
              "  'bowlerName': 'Mosaddek Hossain',\n",
              "  'overs': '2',\n",
              "  'maiden': '0',\n",
              "  'runs': '16',\n",
              "  'wickets': '0',\n",
              "  'economy': '8.00',\n",
              "  '0s': '5',\n",
              "  '4s': '1',\n",
              "  '6s': '1',\n",
              "  'wides': '0',\n",
              "  'noBalls': '0'},\n",
              " {'match': 'South Africa Vs Bangladesh',\n",
              "  'bowlingTeam': 'South Africa',\n",
              "  'bowlerName': 'Kagiso Rabada',\n",
              "  'overs': '3',\n",
              "  'maiden': '0',\n",
              "  'runs': '24',\n",
              "  'wickets': '1',\n",
              "  'economy': '8.00',\n",
              "  '0s': '8',\n",
              "  '4s': '1',\n",
              "  '6s': '2',\n",
              "  'wides': '1',\n",
              "  'noBalls': '0'},\n",
              " {'match': 'South Africa Vs Bangladesh',\n",
              "  'bowlingTeam': 'South Africa',\n",
              "  'bowlerName': 'Keshav Maharaj',\n",
              "  'overs': '4',\n",
              "  'maiden': '0',\n",
              "  'runs': '24',\n",
              "  'wickets': '1',\n",
              "  'economy': '6.00',\n",
              "  '0s': '6',\n",
              "  '4s': '1',\n",
              "  '6s': '0',\n",
              "  'wides': '0',\n",
              "  'noBalls': '0'},\n",
              " {'match': 'India Vs Netherlands',\n",
              "  'bowlingTeam': 'Netherlands',\n",
              "  'bowlerName': 'Tim Pringle',\n",
              "  'overs': '4',\n",
              "  'maiden': '0',\n",
              "  'runs': '30',\n",
              "  'wickets': '0',\n",
              "  'economy': '7.50',\n",
              "  '0s': '6',\n",
              "  '4s': '3',\n",
              "  '6s': '0',\n",
              "  'wides': '0',\n",
              "  'noBalls': '0'},\n",
              " {'match': 'India Vs Netherlands',\n",
              "  'bowlingTeam': 'Netherlands',\n",
              "  'bowlerName': 'Logan van Beek',\n",
              "  'overs': '4',\n",
              "  'maiden': '0',\n",
              "  'runs': '45',\n",
              "  'wickets': '0',\n",
              "  'economy': '11.25',\n",
              "  '0s': '3',\n",
              "  '4s': '2',\n",
              "  '6s': '3',\n",
              "  'wides': '0',\n",
              "  'noBalls': '0'},\n",
              " {'match': 'India Vs Netherlands',\n",
              "  'bowlingTeam': 'India',\n",
              "  'bowlerName': 'Arshdeep Singh',\n",
              "  'overs': '4',\n",
              "  'maiden': '0',\n",
              "  'runs': '37',\n",
              "  'wickets': '2',\n",
              "  'economy': '9.25',\n",
              "  '0s': '9',\n",
              "  '4s': '6',\n",
              "  '6s': '0',\n",
              "  'wides': '1',\n",
              "  'noBalls': '1'},\n",
              " {'match': 'India Vs Netherlands',\n",
              "  'bowlingTeam': 'India',\n",
              "  'bowlerName': 'Hardik Pandya',\n",
              "  'overs': '1',\n",
              "  'maiden': '0',\n",
              "  'runs': '9',\n",
              "  'wickets': '0',\n",
              "  'economy': '9.00',\n",
              "  '0s': '1',\n",
              "  '4s': '0',\n",
              "  '6s': '0',\n",
              "  'wides': '1',\n",
              "  'noBalls': '0'},\n",
              " {'match': 'Zimbabwe Vs Pakistan',\n",
              "  'bowlingTeam': 'Pakistan',\n",
              "  'bowlerName': 'Naseem Shah',\n",
              "  'overs': '4',\n",
              "  'maiden': '0',\n",
              "  'runs': '34',\n",
              "  'wickets': '0',\n",
              "  'economy': '8.50',\n",
              "  '0s': '7',\n",
              "  '4s': '4',\n",
              "  '6s': '0',\n",
              "  'wides': '2',\n",
              "  'noBalls': '0'},\n",
              " {'match': 'Zimbabwe Vs Pakistan',\n",
              "  'bowlingTeam': 'Pakistan',\n",
              "  'bowlerName': 'Shadab Khan',\n",
              "  'overs': '4',\n",
              "  'maiden': '0',\n",
              "  'runs': '23',\n",
              "  'wickets': '3',\n",
              "  'economy': '5.75',\n",
              "  '0s': '8',\n",
              "  '4s': '1',\n",
              "  '6s': '0',\n",
              "  'wides': '0',\n",
              "  'noBalls': '0'},\n",
              " {'match': 'Zimbabwe Vs Pakistan',\n",
              "  'bowlingTeam': 'Zimbabwe',\n",
              "  'bowlerName': 'Brad Evans',\n",
              "  'overs': '4',\n",
              "  'maiden': '0',\n",
              "  'runs': '25',\n",
              "  'wickets': '2',\n",
              "  'economy': '6.25',\n",
              "  '0s': '12',\n",
              "  '4s': '2',\n",
              "  '6s': '1',\n",
              "  'wides': '0',\n",
              "  'noBalls': '0'},\n",
              " {'match': 'Zimbabwe Vs Pakistan',\n",
              "  'bowlingTeam': 'Zimbabwe',\n",
              "  'bowlerName': 'Sean Williams',\n",
              "  'overs': '2',\n",
              "  'maiden': '0',\n",
              "  'runs': '15',\n",
              "  'wickets': '0',\n",
              "  'economy': '7.50',\n",
              "  '0s': '1',\n",
              "  '4s': '0',\n",
              "  '6s': '0',\n",
              "  'wides': '1',\n",
              "  'noBalls': '0'},\n",
              " {'match': 'New Zealand Vs Sri Lanka',\n",
              "  'bowlingTeam': 'Sri Lanka',\n",
              "  'bowlerName': 'Kasun Rajitha',\n",
              "  'overs': '4',\n",
              "  'maiden': '0',\n",
              "  'runs': '23',\n",
              "  'wickets': '2',\n",
              "  'economy': '5.75',\n",
              "  '0s': '16',\n",
              "  '4s': '3',\n",
              "  '6s': '0',\n",
              "  'wides': '1',\n",
              "  'noBalls': '2'},\n",
              " {'match': 'New Zealand Vs Sri Lanka',\n",
              "  'bowlingTeam': 'Sri Lanka',\n",
              "  'bowlerName': 'Lahiru Kumara',\n",
              "  'overs': '3',\n",
              "  'maiden': '0',\n",
              "  'runs': '37',\n",
              "  'wickets': '1',\n",
              "  'economy': '12.33',\n",
              "  '0s': '2',\n",
              "  '4s': '2',\n",
              "  '6s': '2',\n",
              "  'wides': '2',\n",
              "  'noBalls': '1'},\n",
              " {'match': 'New Zealand Vs Sri Lanka',\n",
              "  'bowlingTeam': 'New Zealand',\n",
              "  'bowlerName': 'Trent Boult',\n",
              "  'overs': '4',\n",
              "  'maiden': '0',\n",
              "  'runs': '13',\n",
              "  'wickets': '4',\n",
              "  'economy': '3.25',\n",
              "  '0s': '18',\n",
              "  '4s': '1',\n",
              "  '6s': '0',\n",
              "  'wides': '1',\n",
              "  'noBalls': '0'},\n",
              " {'match': 'New Zealand Vs Sri Lanka',\n",
              "  'bowlingTeam': 'New Zealand',\n",
              "  'bowlerName': 'Ish Sodhi',\n",
              "  'overs': '3.2',\n",
              "  'maiden': '0',\n",
              "  'runs': '21',\n",
              "  'wickets': '2',\n",
              "  'economy': '6.30',\n",
              "  '0s': '11',\n",
              "  '4s': '2',\n",
              "  '6s': '1',\n",
              "  'wides': '1',\n",
              "  'noBalls': '0'},\n",
              " {'match': 'Bangladesh Vs Zimbabwe',\n",
              "  'bowlingTeam': 'Zimbabwe',\n",
              "  'bowlerName': 'Tendai Chatara',\n",
              "  'overs': '3',\n",
              "  'maiden': '0',\n",
              "  'runs': '18',\n",
              "  'wickets': '0',\n",
              "  'economy': '6.00',\n",
              "  '0s': '7',\n",
              "  '4s': '1',\n",
              "  '6s': '0',\n",
              "  'wides': '0',\n",
              "  'noBalls': '0'},\n",
              " {'match': 'Bangladesh Vs Zimbabwe',\n",
              "  'bowlingTeam': 'Zimbabwe',\n",
              "  'bowlerName': 'Wessly Madhevere',\n",
              "  'overs': '2',\n",
              "  'maiden': '0',\n",
              "  'runs': '18',\n",
              "  'wickets': '0',\n",
              "  'economy': '9.00',\n",
              "  '0s': '0',\n",
              "  '4s': '1',\n",
              "  '6s': '0',\n",
              "  'wides': '0',\n",
              "  'noBalls': '0'},\n",
              " {'match': 'Bangladesh Vs Zimbabwe',\n",
              "  'bowlingTeam': 'Bangladesh',\n",
              "  'bowlerName': 'Hasan Mahmud',\n",
              "  'overs': '4',\n",
              "  'maiden': '0',\n",
              "  'runs': '36',\n",
              "  'wickets': '0',\n",
              "  'economy': '9.00',\n",
              "  '0s': '8',\n",
              "  '4s': '5',\n",
              "  '6s': '0',\n",
              "  'wides': '3',\n",
              "  'noBalls': '0'},\n",
              " {'match': 'Bangladesh Vs Zimbabwe',\n",
              "  'bowlingTeam': 'Bangladesh',\n",
              "  'bowlerName': 'Shakib Al Hasan',\n",
              "  'overs': '4',\n",
              "  'maiden': '0',\n",
              "  'runs': '34',\n",
              "  'wickets': '0',\n",
              "  'economy': '8.50',\n",
              "  '0s': '5',\n",
              "  '4s': '3',\n",
              "  '6s': '0',\n",
              "  'wides': '0',\n",
              "  'noBalls': '0'},\n",
              " {'match': 'Netherlands Vs Pakistan',\n",
              "  'bowlingTeam': 'Pakistan',\n",
              "  'bowlerName': 'Mohammad Wasim',\n",
              "  'overs': '3',\n",
              "  'maiden': '0',\n",
              "  'runs': '15',\n",
              "  'wickets': '2',\n",
              "  'economy': '5.00',\n",
              "  '0s': '10',\n",
              "  '4s': '1',\n",
              "  '6s': '0',\n",
              "  'wides': '1',\n",
              "  'noBalls': '0'},\n",
              " {'match': 'Netherlands Vs Pakistan',\n",
              "  'bowlingTeam': 'Pakistan',\n",
              "  'bowlerName': 'Mohammad Nawaz',\n",
              "  'overs': '2',\n",
              "  'maiden': '0',\n",
              "  'runs': '11',\n",
              "  'wickets': '0',\n",
              "  'economy': '5.50',\n",
              "  '0s': '3',\n",
              "  '4s': '0',\n",
              "  '6s': '0',\n",
              "  'wides': '0',\n",
              "  'noBalls': '0'},\n",
              " {'match': 'Netherlands Vs Pakistan',\n",
              "  'bowlingTeam': 'Netherlands',\n",
              "  'bowlerName': 'Brandon Glover',\n",
              "  'overs': '2.5',\n",
              "  'maiden': '0',\n",
              "  'runs': '22',\n",
              "  'wickets': '2',\n",
              "  'economy': '7.76',\n",
              "  '0s': '9',\n",
              "  '4s': '3',\n",
              "  '6s': '0',\n",
              "  'wides': '0',\n",
              "  'noBalls': '0'},\n",
              " {'match': 'Netherlands Vs Pakistan',\n",
              "  'bowlingTeam': 'Netherlands',\n",
              "  'bowlerName': 'Roelof van der Merwe',\n",
              "  'overs': '1',\n",
              "  'maiden': '0',\n",
              "  'runs': '7',\n",
              "  'wickets': '0',\n",
              "  'economy': '7.00',\n",
              "  '0s': '1',\n",
              "  '4s': '0',\n",
              "  '6s': '0',\n",
              "  'wides': '0',\n",
              "  'noBalls': '0'},\n",
              " {'match': 'India Vs South Africa',\n",
              "  'bowlingTeam': 'South Africa',\n",
              "  'bowlerName': 'Lungi Ngidi',\n",
              "  'overs': '4',\n",
              "  'maiden': '0',\n",
              "  'runs': '29',\n",
              "  'wickets': '4',\n",
              "  'economy': '7.25',\n",
              "  '0s': '10',\n",
              "  '4s': '3',\n",
              "  '6s': '1',\n",
              "  'wides': '0',\n",
              "  'noBalls': '0'},\n",
              " {'match': 'India Vs South Africa',\n",
              "  'bowlingTeam': 'South Africa',\n",
              "  'bowlerName': 'Aiden Markram',\n",
              "  'overs': '1',\n",
              "  'maiden': '0',\n",
              "  'runs': '5',\n",
              "  'wickets': '0',\n",
              "  'economy': '5.00',\n",
              "  '0s': '1',\n",
              "  '4s': '0',\n",
              "  '6s': '0',\n",
              "  'wides': '0',\n",
              "  'noBalls': '0'},\n",
              " {'match': 'India Vs South Africa',\n",
              "  'bowlingTeam': 'India',\n",
              "  'bowlerName': 'Mohammed Shami',\n",
              "  'overs': '4',\n",
              "  'maiden': '0',\n",
              "  'runs': '13',\n",
              "  'wickets': '1',\n",
              "  'economy': '3.25',\n",
              "  '0s': '15',\n",
              "  '4s': '1',\n",
              "  '6s': '0',\n",
              "  'wides': '0',\n",
              "  'noBalls': '0'},\n",
              " {'match': 'Australia Vs Ireland',\n",
              "  'bowlingTeam': 'Ireland',\n",
              "  'bowlerName': 'Josh Little',\n",
              "  'overs': '4',\n",
              "  'maiden': '0',\n",
              "  'runs': '21',\n",
              "  'wickets': '2',\n",
              "  'economy': '5.25',\n",
              "  '0s': '13',\n",
              "  '4s': '2',\n",
              "  '6s': '0',\n",
              "  'wides': '2',\n",
              "  'noBalls': '0'},\n",
              " {'match': 'Australia Vs Ireland',\n",
              "  'bowlingTeam': 'Ireland',\n",
              "  'bowlerName': 'Gareth Delany',\n",
              "  'overs': '3',\n",
              "  'maiden': '0',\n",
              "  'runs': '29',\n",
              "  'wickets': '0',\n",
              "  'economy': '9.66',\n",
              "  '0s': '10',\n",
              "  '4s': '2',\n",
              "  '6s': '2',\n",
              "  'wides': '2',\n",
              "  'noBalls': '0'},\n",
              " {'match': 'Australia Vs Ireland',\n",
              "  'bowlingTeam': 'Australia',\n",
              "  'bowlerName': 'Josh Hazlewood',\n",
              "  'overs': '3',\n",
              "  'maiden': '0',\n",
              "  'runs': '24',\n",
              "  'wickets': '0',\n",
              "  'economy': '8.00',\n",
              "  '0s': '8',\n",
              "  '4s': '1',\n",
              "  '6s': '2',\n",
              "  'wides': '1',\n",
              "  'noBalls': '0'},\n",
              " {'match': 'Australia Vs Ireland',\n",
              "  'bowlingTeam': 'Australia',\n",
              "  'bowlerName': 'Mitchell Starc',\n",
              "  'overs': '4',\n",
              "  'maiden': '1',\n",
              "  'runs': '43',\n",
              "  'wickets': '2',\n",
              "  'economy': '10.75',\n",
              "  '0s': '11',\n",
              "  '4s': '8',\n",
              "  '6s': '0',\n",
              "  'wides': '2',\n",
              "  'noBalls': '1'},\n",
              " {'match': 'Afghanistan Vs Sri Lanka',\n",
              "  'bowlingTeam': 'Sri Lanka',\n",
              "  'bowlerName': 'Kasun Rajitha',\n",
              "  'overs': '4',\n",
              "  'maiden': '0',\n",
              "  'runs': '31',\n",
              "  'wickets': '1',\n",
              "  'economy': '7.75',\n",
              "  '0s': '11',\n",
              "  '4s': '2',\n",
              "  '6s': '1',\n",
              "  'wides': '1',\n",
              "  'noBalls': '1'},\n",
              " {'match': 'Afghanistan Vs Sri Lanka',\n",
              "  'bowlingTeam': 'Sri Lanka',\n",
              "  'bowlerName': 'Maheesh Theekshana',\n",
              "  'overs': '4',\n",
              "  'maiden': '0',\n",
              "  'runs': '33',\n",
              "  'wickets': '0',\n",
              "  'economy': '8.25',\n",
              "  '0s': '5',\n",
              "  '4s': '1',\n",
              "  '6s': '1',\n",
              "  'wides': '1',\n",
              "  'noBalls': '0'},\n",
              " {'match': 'Afghanistan Vs Sri Lanka',\n",
              "  'bowlingTeam': 'Afghanistan',\n",
              "  'bowlerName': 'Fazalhaq Farooqi',\n",
              "  'overs': '3.3',\n",
              "  'maiden': '1',\n",
              "  'runs': '22',\n",
              "  'wickets': '0',\n",
              "  'economy': '6.28',\n",
              "  '0s': '11',\n",
              "  '4s': '3',\n",
              "  '6s': '0',\n",
              "  'wides': '1',\n",
              "  'noBalls': '0'},\n",
              " {'match': 'Afghanistan Vs Sri Lanka',\n",
              "  'bowlingTeam': 'Afghanistan',\n",
              "  'bowlerName': 'Rashid Khan',\n",
              "  'overs': '4',\n",
              "  'maiden': '0',\n",
              "  'runs': '31',\n",
              "  'wickets': '2',\n",
              "  'economy': '7.75',\n",
              "  '0s': '10',\n",
              "  '4s': '2',\n",
              "  '6s': '1',\n",
              "  'wides': '1',\n",
              "  'noBalls': '0'},\n",
              " {'match': 'Afghanistan Vs Sri Lanka',\n",
              "  'bowlingTeam': 'Afghanistan',\n",
              "  'bowlerName': 'Gulbadin Naib',\n",
              "  'overs': '1',\n",
              "  'maiden': '0',\n",
              "  'runs': '12',\n",
              "  'wickets': '0',\n",
              "  'economy': '12.00',\n",
              "  '0s': '1',\n",
              "  '4s': '2',\n",
              "  '6s': '0',\n",
              "  'wides': '0',\n",
              "  'noBalls': '0'},\n",
              " {'match': 'England Vs New Zealand',\n",
              "  'bowlingTeam': 'New Zealand',\n",
              "  'bowlerName': 'Mitchell Santner',\n",
              "  'overs': '4',\n",
              "  'maiden': '0',\n",
              "  'runs': '25',\n",
              "  'wickets': '1',\n",
              "  'economy': '6.25',\n",
              "  '0s': '8',\n",
              "  '4s': '2',\n",
              "  '6s': '0',\n",
              "  'wides': '0',\n",
              "  'noBalls': '0'},\n",
              " {'match': 'England Vs New Zealand',\n",
              "  'bowlingTeam': 'England',\n",
              "  'bowlerName': 'Moeen Ali',\n",
              "  'overs': '1',\n",
              "  'maiden': '0',\n",
              "  'runs': '4',\n",
              "  'wickets': '0',\n",
              "  'economy': '4.00',\n",
              "  '0s': '3',\n",
              "  '4s': '0',\n",
              "  '6s': '0',\n",
              "  'wides': '0',\n",
              "  'noBalls': '0'},\n",
              " {'match': 'England Vs New Zealand',\n",
              "  'bowlingTeam': 'England',\n",
              "  'bowlerName': 'Sam Curran',\n",
              "  'overs': '4',\n",
              "  'maiden': '0',\n",
              "  'runs': '26',\n",
              "  'wickets': '2',\n",
              "  'economy': '6.50',\n",
              "  '0s': '9',\n",
              "  '4s': '0',\n",
              "  '6s': '0',\n",
              "  'wides': '2',\n",
              "  'noBalls': '0'},\n",
              " {'match': 'England Vs New Zealand',\n",
              "  'bowlingTeam': 'England',\n",
              "  'bowlerName': 'Ben Stokes',\n",
              "  'overs': '1',\n",
              "  'maiden': '0',\n",
              "  'runs': '10',\n",
              "  'wickets': '1',\n",
              "  'economy': '10.00',\n",
              "  '0s': '2',\n",
              "  '4s': '2',\n",
              "  '6s': '0',\n",
              "  'wides': '0',\n",
              "  'noBalls': '0'},\n",
              " {'match': 'Zimbabwe Vs Netherlands',\n",
              "  'bowlingTeam': 'Netherlands',\n",
              "  'bowlerName': 'Brandon Glover',\n",
              "  'overs': '4',\n",
              "  'maiden': '1',\n",
              "  'runs': '29',\n",
              "  'wickets': '2',\n",
              "  'economy': '7.25',\n",
              "  '0s': '15',\n",
              "  '4s': '2',\n",
              "  '6s': '2',\n",
              "  'wides': '2',\n",
              "  'noBalls': '0'},\n",
              " {'match': 'Zimbabwe Vs Netherlands',\n",
              "  'bowlingTeam': 'Netherlands',\n",
              "  'bowlerName': 'Roelof van der Merwe',\n",
              "  'overs': '1',\n",
              "  'maiden': '0',\n",
              "  'runs': '8',\n",
              "  'wickets': '0',\n",
              "  'economy': '8.00',\n",
              "  '0s': '2',\n",
              "  '4s': '1',\n",
              "  '6s': '0',\n",
              "  'wides': '0',\n",
              "  'noBalls': '0'},\n",
              " {'match': 'Zimbabwe Vs Netherlands',\n",
              "  'bowlingTeam': 'Zimbabwe',\n",
              "  'bowlerName': 'Blessing Muzarabani',\n",
              "  'overs': '4',\n",
              "  'maiden': '0',\n",
              "  'runs': '23',\n",
              "  'wickets': '2',\n",
              "  'economy': '5.75',\n",
              "  '0s': '14',\n",
              "  '4s': '2',\n",
              "  '6s': '1',\n",
              "  'wides': '1',\n",
              "  'noBalls': '0'},\n",
              " {'match': 'Zimbabwe Vs Netherlands',\n",
              "  'bowlingTeam': 'Zimbabwe',\n",
              "  'bowlerName': 'Luke Jongwe',\n",
              "  'overs': '2',\n",
              "  'maiden': '0',\n",
              "  'runs': '25',\n",
              "  'wickets': '1',\n",
              "  'economy': '12.50',\n",
              "  '0s': '3',\n",
              "  '4s': '4',\n",
              "  '6s': '0',\n",
              "  'wides': '3',\n",
              "  'noBalls': '1'},\n",
              " {'match': 'India Vs Bangladesh',\n",
              "  'bowlingTeam': 'Bangladesh',\n",
              "  'bowlerName': 'Hasan Mahmud',\n",
              "  'overs': '4',\n",
              "  'maiden': '0',\n",
              "  'runs': '47',\n",
              "  'wickets': '3',\n",
              "  'economy': '11.75',\n",
              "  '0s': '7',\n",
              "  '4s': '6',\n",
              "  '6s': '2',\n",
              "  'wides': '0',\n",
              "  'noBalls': '1'},\n",
              " {'match': 'India Vs Bangladesh',\n",
              "  'bowlingTeam': 'India',\n",
              "  'bowlerName': 'Bhuvneshwar Kumar',\n",
              "  'overs': '3',\n",
              "  'maiden': '0',\n",
              "  'runs': '27',\n",
              "  'wickets': '0',\n",
              "  'economy': '9.00',\n",
              "  '0s': '7',\n",
              "  '4s': '2',\n",
              "  '6s': '2',\n",
              "  'wides': '0',\n",
              "  'noBalls': '0'},\n",
              " {'match': 'India Vs Bangladesh',\n",
              "  'bowlingTeam': 'India',\n",
              "  'bowlerName': 'Axar Patel',\n",
              "  'overs': '1',\n",
              "  'maiden': '0',\n",
              "  'runs': '6',\n",
              "  'wickets': '0',\n",
              "  'economy': '6.00',\n",
              "  '0s': '2',\n",
              "  '4s': '0',\n",
              "  '6s': '0',\n",
              "  'wides': '0',\n",
              "  'noBalls': '0'},\n",
              " {'match': 'Pakistan Vs South Africa',\n",
              "  'bowlingTeam': 'South Africa',\n",
              "  'bowlerName': 'Wayne Parnell',\n",
              "  'overs': '4',\n",
              "  'maiden': '0',\n",
              "  'runs': '31',\n",
              "  'wickets': '1',\n",
              "  'economy': '7.75',\n",
              "  '0s': '10',\n",
              "  '4s': '3',\n",
              "  '6s': '1',\n",
              "  'wides': '0',\n",
              "  'noBalls': '0'},\n",
              " {'match': 'Pakistan Vs South Africa',\n",
              "  'bowlingTeam': 'South Africa',\n",
              "  'bowlerName': 'Anrich Nortje',\n",
              "  'overs': '4',\n",
              "  'maiden': '0',\n",
              "  'runs': '41',\n",
              "  'wickets': '4',\n",
              "  'economy': '10.25',\n",
              "  '0s': '11',\n",
              "  '4s': '1',\n",
              "  '6s': '4',\n",
              "  'wides': '0',\n",
              "  'noBalls': '1'},\n",
              " {'match': 'Pakistan Vs South Africa',\n",
              "  'bowlingTeam': 'Pakistan',\n",
              "  'bowlerName': 'Naseem Shah',\n",
              "  'overs': '3',\n",
              "  'maiden': '0',\n",
              "  'runs': '19',\n",
              "  'wickets': '1',\n",
              "  'economy': '6.33',\n",
              "  '0s': '10',\n",
              "  '4s': '1',\n",
              "  '6s': '1',\n",
              "  'wides': '1',\n",
              "  'noBalls': '0'},\n",
              " {'match': 'Pakistan Vs South Africa',\n",
              "  'bowlingTeam': 'Pakistan',\n",
              "  'bowlerName': 'Shadab Khan',\n",
              "  'overs': '2',\n",
              "  'maiden': '0',\n",
              "  'runs': '16',\n",
              "  'wickets': '2',\n",
              "  'economy': '8.00',\n",
              "  '0s': '5',\n",
              "  '4s': '1',\n",
              "  '6s': '1',\n",
              "  'wides': '0',\n",
              "  'noBalls': '0'},\n",
              " {'match': 'New Zealand Vs Ireland',\n",
              "  'bowlingTeam': 'Ireland',\n",
              "  'bowlerName': 'Mark Adair',\n",
              "  'overs': '4',\n",
              "  'maiden': '0',\n",
              "  'runs': '39',\n",
              "  'wickets': '1',\n",
              "  'economy': '9.75',\n",
              "  '0s': '9',\n",
              "  '4s': '3',\n",
              "  '6s': '1',\n",
              "  'wides': '3',\n",
              "  'noBalls': '0'},\n",
              " {'match': 'New Zealand Vs Ireland',\n",
              "  'bowlingTeam': 'Ireland',\n",
              "  'bowlerName': 'Fionn Hand',\n",
              "  'overs': '2',\n",
              "  'maiden': '0',\n",
              "  'runs': '22',\n",
              "  'wickets': '0',\n",
              "  'economy': '11.00',\n",
              "  '0s': '2',\n",
              "  '4s': '2',\n",
              "  '6s': '1',\n",
              "  'wides': '0',\n",
              "  'noBalls': '0'},\n",
              " {'match': 'New Zealand Vs Ireland',\n",
              "  'bowlingTeam': 'New Zealand',\n",
              "  'bowlerName': 'Tim Southee',\n",
              "  'overs': '4',\n",
              "  'maiden': '0',\n",
              "  'runs': '29',\n",
              "  'wickets': '2',\n",
              "  'economy': '7.25',\n",
              "  '0s': '8',\n",
              "  '4s': '2',\n",
              "  '6s': '1',\n",
              "  'wides': '0',\n",
              "  'noBalls': '0'},\n",
              " {'match': 'New Zealand Vs Ireland',\n",
              "  'bowlingTeam': 'New Zealand',\n",
              "  'bowlerName': 'Ish Sodhi',\n",
              "  'overs': '4',\n",
              "  'maiden': '0',\n",
              "  'runs': '31',\n",
              "  'wickets': '2',\n",
              "  'economy': '7.75',\n",
              "  '0s': '10',\n",
              "  '4s': '0',\n",
              "  '6s': '2',\n",
              "  'wides': '1',\n",
              "  'noBalls': '0'},\n",
              " {'match': 'Australia Vs Afghanistan',\n",
              "  'bowlingTeam': 'Afghanistan',\n",
              "  'bowlerName': 'Naveen-ul-Haq',\n",
              "  'overs': '4',\n",
              "  'maiden': '0',\n",
              "  'runs': '21',\n",
              "  'wickets': '3',\n",
              "  'economy': '5.25',\n",
              "  '0s': '11',\n",
              "  '4s': '2',\n",
              "  '6s': '0',\n",
              "  'wides': '0',\n",
              "  'noBalls': '0'},\n",
              " {'match': 'Australia Vs Afghanistan',\n",
              "  'bowlingTeam': 'Afghanistan',\n",
              "  'bowlerName': 'Mohammad Nabi',\n",
              "  'overs': '1',\n",
              "  'maiden': '0',\n",
              "  'runs': '14',\n",
              "  'wickets': '0',\n",
              "  'economy': '14.00',\n",
              "  '0s': '1',\n",
              "  '4s': '1',\n",
              "  '6s': '1',\n",
              "  'wides': '0',\n",
              "  'noBalls': '0'},\n",
              " {'match': 'Australia Vs Afghanistan',\n",
              "  'bowlingTeam': 'Australia',\n",
              "  'bowlerName': 'Marcus Stoinis',\n",
              "  'overs': '2',\n",
              "  'maiden': '0',\n",
              "  'runs': '26',\n",
              "  'wickets': '0',\n",
              "  'economy': '13.00',\n",
              "  '0s': '2',\n",
              "  '4s': '2',\n",
              "  '6s': '1',\n",
              "  'wides': '2',\n",
              "  'noBalls': '0'},\n",
              " {'match': 'Australia Vs Afghanistan',\n",
              "  'bowlingTeam': 'Australia',\n",
              "  'bowlerName': 'Cameron Green',\n",
              "  'overs': '2',\n",
              "  'maiden': '0',\n",
              "  'runs': '13',\n",
              "  'wickets': '0',\n",
              "  'economy': '6.50',\n",
              "  '0s': '7',\n",
              "  '4s': '1',\n",
              "  '6s': '1',\n",
              "  'wides': '0',\n",
              "  'noBalls': '0'},\n",
              " {'match': 'Sri Lanka Vs England',\n",
              "  'bowlingTeam': 'England',\n",
              "  'bowlerName': 'Mark Wood',\n",
              "  'overs': '3',\n",
              "  'maiden': '0',\n",
              "  'runs': '26',\n",
              "  'wickets': '3',\n",
              "  'economy': '8.66',\n",
              "  '0s': '8',\n",
              "  '4s': '1',\n",
              "  '6s': '2',\n",
              "  'wides': '1',\n",
              "  'noBalls': '0'},\n",
              " {'match': 'Sri Lanka Vs England',\n",
              "  'bowlingTeam': 'England',\n",
              "  'bowlerName': 'Liam Livingstone',\n",
              "  'overs': '2',\n",
              "  'maiden': '0',\n",
              "  'runs': '16',\n",
              "  'wickets': '0',\n",
              "  'economy': '8.00',\n",
              "  '0s': '2',\n",
              "  '4s': '0',\n",
              "  '6s': '1',\n",
              "  'wides': '0',\n",
              "  'noBalls': '0'},\n",
              " {'match': 'Sri Lanka Vs England',\n",
              "  'bowlingTeam': 'Sri Lanka',\n",
              "  'bowlerName': 'Kasun Rajitha',\n",
              "  'overs': '3',\n",
              "  'maiden': '0',\n",
              "  'runs': '40',\n",
              "  'wickets': '0',\n",
              "  'economy': '13.33',\n",
              "  '0s': '4',\n",
              "  '4s': '5',\n",
              "  '6s': '1',\n",
              "  'wides': '2',\n",
              "  'noBalls': '0'},\n",
              " {'match': 'Sri Lanka Vs England',\n",
              "  'bowlingTeam': 'Sri Lanka',\n",
              "  'bowlerName': 'Dhananjaya de Silva',\n",
              "  'overs': '4',\n",
              "  'maiden': '0',\n",
              "  'runs': '24',\n",
              "  'wickets': '2',\n",
              "  'economy': '6.00',\n",
              "  '0s': '7',\n",
              "  '4s': '1',\n",
              "  '6s': '0',\n",
              "  'wides': '0',\n",
              "  'noBalls': '0'},\n",
              " {'match': 'Netherlands Vs South Africa',\n",
              "  'bowlingTeam': 'South Africa',\n",
              "  'bowlerName': 'Kagiso Rabada',\n",
              "  'overs': '3',\n",
              "  'maiden': '0',\n",
              "  'runs': '37',\n",
              "  'wickets': '0',\n",
              "  'economy': '12.33',\n",
              "  '0s': '6',\n",
              "  '4s': '7',\n",
              "  '6s': '0',\n",
              "  'wides': '0',\n",
              "  'noBalls': '0'},\n",
              " {'match': 'Netherlands Vs South Africa',\n",
              "  'bowlingTeam': 'South Africa',\n",
              "  'bowlerName': 'Keshav Maharaj',\n",
              "  'overs': '4',\n",
              "  'maiden': '0',\n",
              "  'runs': '27',\n",
              "  'wickets': '2',\n",
              "  'economy': '6.75',\n",
              "  '0s': '12',\n",
              "  '4s': '1',\n",
              "  '6s': '2',\n",
              "  'wides': '0',\n",
              "  'noBalls': '0'},\n",
              " {'match': 'Netherlands Vs South Africa',\n",
              "  'bowlingTeam': 'Netherlands',\n",
              "  'bowlerName': 'Paul van Meekeren',\n",
              "  'overs': '3',\n",
              "  'maiden': '0',\n",
              "  'runs': '33',\n",
              "  'wickets': '1',\n",
              "  'economy': '11.00',\n",
              "  '0s': '5',\n",
              "  '4s': '1',\n",
              "  '6s': '2',\n",
              "  'wides': '1',\n",
              "  'noBalls': '1'},\n",
              " {'match': 'Netherlands Vs South Africa',\n",
              "  'bowlingTeam': 'Netherlands',\n",
              "  'bowlerName': 'Brandon Glover',\n",
              "  'overs': '2',\n",
              "  'maiden': '0',\n",
              "  'runs': '9',\n",
              "  'wickets': '3',\n",
              "  'economy': '4.50',\n",
              "  '0s': '5',\n",
              "  '4s': '0',\n",
              "  '6s': '0',\n",
              "  'wides': '1',\n",
              "  'noBalls': '0'},\n",
              " {'match': 'Bangladesh Vs Pakistan',\n",
              "  'bowlingTeam': 'Pakistan',\n",
              "  'bowlerName': 'Shaheen Shah Afridi',\n",
              "  'overs': '4',\n",
              "  'maiden': '0',\n",
              "  'runs': '22',\n",
              "  'wickets': '4',\n",
              "  'economy': '5.50',\n",
              "  '0s': '13',\n",
              "  '4s': '2',\n",
              "  '6s': '1',\n",
              "  'wides': '0',\n",
              "  'noBalls': '0'},\n",
              " {'match': 'Bangladesh Vs Pakistan',\n",
              "  'bowlingTeam': 'Pakistan',\n",
              "  'bowlerName': 'Haris Rauf',\n",
              "  'overs': '4',\n",
              "  'maiden': '0',\n",
              "  'runs': '21',\n",
              "  'wickets': '1',\n",
              "  'economy': '5.25',\n",
              "  '0s': '11',\n",
              "  '4s': '2',\n",
              "  '6s': '0',\n",
              "  'wides': '0',\n",
              "  'noBalls': '0'},\n",
              " {'match': 'Bangladesh Vs Pakistan',\n",
              "  'bowlingTeam': 'Bangladesh',\n",
              "  'bowlerName': 'Taskin Ahmed',\n",
              "  'overs': '3',\n",
              "  'maiden': '0',\n",
              "  'runs': '26',\n",
              "  'wickets': '0',\n",
              "  'economy': '8.66',\n",
              "  '0s': '10',\n",
              "  '4s': '1',\n",
              "  '6s': '2',\n",
              "  'wides': '0',\n",
              "  'noBalls': '1'},\n",
              " {'match': 'Bangladesh Vs Pakistan',\n",
              "  'bowlingTeam': 'Bangladesh',\n",
              "  'bowlerName': 'Mustafizur Rahman',\n",
              "  'overs': '4',\n",
              "  'maiden': '0',\n",
              "  'runs': '21',\n",
              "  'wickets': '1',\n",
              "  'economy': '5.25',\n",
              "  '0s': '8',\n",
              "  '4s': '0',\n",
              "  '6s': '0',\n",
              "  'wides': '0',\n",
              "  'noBalls': '0'},\n",
              " {'match': 'India Vs Zimbabwe',\n",
              "  'bowlingTeam': 'Zimbabwe',\n",
              "  'bowlerName': 'Tendai Chatara',\n",
              "  'overs': '4',\n",
              "  'maiden': '0',\n",
              "  'runs': '34',\n",
              "  'wickets': '0',\n",
              "  'economy': '8.50',\n",
              "  '0s': '5',\n",
              "  '4s': '3',\n",
              "  '6s': '1',\n",
              "  'wides': '0',\n",
              "  'noBalls': '0'},\n",
              " {'match': 'India Vs Zimbabwe',\n",
              "  'bowlingTeam': 'Zimbabwe',\n",
              "  'bowlerName': 'Ryan Burl',\n",
              "  'overs': '1',\n",
              "  'maiden': '0',\n",
              "  'runs': '14',\n",
              "  'wickets': '0',\n",
              "  'economy': '14.00',\n",
              "  '0s': '1',\n",
              "  '4s': '1',\n",
              "  '6s': '1',\n",
              "  'wides': '0',\n",
              "  'noBalls': '0'},\n",
              " {'match': 'India Vs Zimbabwe',\n",
              "  'bowlingTeam': 'India',\n",
              "  'bowlerName': 'Bhuvneshwar Kumar',\n",
              "  'overs': '3',\n",
              "  'maiden': '1',\n",
              "  'runs': '11',\n",
              "  'wickets': '1',\n",
              "  'economy': '3.66',\n",
              "  '0s': '14',\n",
              "  '4s': '1',\n",
              "  '6s': '0',\n",
              "  'wides': '1',\n",
              "  'noBalls': '0'},\n",
              " {'match': 'India Vs Zimbabwe',\n",
              "  'bowlingTeam': 'India',\n",
              "  'bowlerName': 'Hardik Pandya',\n",
              "  'overs': '3',\n",
              "  'maiden': '0',\n",
              "  'runs': '16',\n",
              "  'wickets': '2',\n",
              "  'economy': '5.33',\n",
              "  '0s': '10',\n",
              "  '4s': '1',\n",
              "  '6s': '0',\n",
              "  'wides': '2',\n",
              "  'noBalls': '1'},\n",
              " {'match': 'New Zealand Vs Pakistan',\n",
              "  'bowlingTeam': 'Pakistan',\n",
              "  'bowlerName': 'Shaheen Shah Afridi',\n",
              "  'overs': '4',\n",
              "  'maiden': '0',\n",
              "  'runs': '24',\n",
              "  'wickets': '2',\n",
              "  'economy': '6.00',\n",
              "  '0s': '11',\n",
              "  '4s': '2',\n",
              "  '6s': '0',\n",
              "  'wides': '0',\n",
              "  'noBalls': '0'},\n",
              " {'match': 'New Zealand Vs Pakistan',\n",
              "  'bowlingTeam': 'Pakistan',\n",
              "  'bowlerName': 'Mohammad Wasim',\n",
              "  'overs': '2',\n",
              "  'maiden': '0',\n",
              "  'runs': '15',\n",
              "  'wickets': '0',\n",
              "  'economy': '7.50',\n",
              "  '0s': '3',\n",
              "  '4s': '0',\n",
              "  '6s': '1',\n",
              "  'wides': '0',\n",
              "  'noBalls': '0'},\n",
              " {'match': 'New Zealand Vs Pakistan',\n",
              "  'bowlingTeam': 'New Zealand',\n",
              "  'bowlerName': 'Trent Boult',\n",
              "  'overs': '4',\n",
              "  'maiden': '0',\n",
              "  'runs': '33',\n",
              "  'wickets': '2',\n",
              "  'economy': '8.25',\n",
              "  '0s': '9',\n",
              "  '4s': '5',\n",
              "  '6s': '0',\n",
              "  'wides': '0',\n",
              "  'noBalls': '0'},\n",
              " {'match': 'New Zealand Vs Pakistan',\n",
              "  'bowlingTeam': 'New Zealand',\n",
              "  'bowlerName': 'Mitchell Santner',\n",
              "  'overs': '4',\n",
              "  'maiden': '0',\n",
              "  'runs': '26',\n",
              "  'wickets': '1',\n",
              "  'economy': '6.50',\n",
              "  '0s': '6',\n",
              "  '4s': '1',\n",
              "  '6s': '0',\n",
              "  'wides': '0',\n",
              "  'noBalls': '0'},\n",
              " {'match': 'India Vs England',\n",
              "  'bowlingTeam': 'England',\n",
              "  'bowlerName': 'Chris Woakes',\n",
              "  'overs': '3',\n",
              "  'maiden': '0',\n",
              "  'runs': '24',\n",
              "  'wickets': '1',\n",
              "  'economy': '8.00',\n",
              "  '0s': '5',\n",
              "  '4s': '1',\n",
              "  '6s': '1',\n",
              "  'wides': '2',\n",
              "  'noBalls': '0'},\n",
              " {'match': 'India Vs England',\n",
              "  'bowlingTeam': 'England',\n",
              "  'bowlerName': 'Liam Livingstone',\n",
              "  'overs': '3',\n",
              "  'maiden': '0',\n",
              "  'runs': '21',\n",
              "  'wickets': '0',\n",
              "  'economy': '7.00',\n",
              "  '0s': '7',\n",
              "  '4s': '3',\n",
              "  '6s': '0',\n",
              "  'wides': '0',\n",
              "  'noBalls': '0'},\n",
              " {'match': 'India Vs England',\n",
              "  'bowlingTeam': 'India',\n",
              "  'bowlerName': 'Arshdeep Singh',\n",
              "  'overs': '2',\n",
              "  'maiden': '0',\n",
              "  'runs': '15',\n",
              "  'wickets': '0',\n",
              "  'economy': '7.50',\n",
              "  '0s': '4',\n",
              "  '4s': '2',\n",
              "  '6s': '0',\n",
              "  'wides': '1',\n",
              "  'noBalls': '0'},\n",
              " {'match': 'India Vs England',\n",
              "  'bowlingTeam': 'India',\n",
              "  'bowlerName': 'Ravichandran Ashwin',\n",
              "  'overs': '2',\n",
              "  'maiden': '0',\n",
              "  'runs': '27',\n",
              "  'wickets': '0',\n",
              "  'economy': '13.50',\n",
              "  '0s': '1',\n",
              "  '4s': '1',\n",
              "  '6s': '2',\n",
              "  'wides': '1',\n",
              "  'noBalls': '0'},\n",
              " {'match': 'Pakistan Vs England',\n",
              "  'bowlingTeam': 'England',\n",
              "  'bowlerName': 'Chris Woakes',\n",
              "  'overs': '3',\n",
              "  'maiden': '0',\n",
              "  'runs': '26',\n",
              "  'wickets': '0',\n",
              "  'economy': '8.66',\n",
              "  '0s': '7',\n",
              "  '4s': '2',\n",
              "  '6s': '1',\n",
              "  'wides': '2',\n",
              "  'noBalls': '0'},\n",
              " {'match': 'Pakistan Vs England',\n",
              "  'bowlingTeam': 'England',\n",
              "  'bowlerName': 'Chris Jordan',\n",
              "  'overs': '4',\n",
              "  'maiden': '0',\n",
              "  'runs': '27',\n",
              "  'wickets': '2',\n",
              "  'economy': '6.75',\n",
              "  '0s': '9',\n",
              "  '4s': '3',\n",
              "  '6s': '0',\n",
              "  'wides': '0',\n",
              "  'noBalls': '0'},\n",
              " {'match': 'Pakistan Vs England',\n",
              "  'bowlingTeam': 'Pakistan',\n",
              "  'bowlerName': 'Naseem Shah',\n",
              "  'overs': '4',\n",
              "  'maiden': '0',\n",
              "  'runs': '30',\n",
              "  'wickets': '0',\n",
              "  'economy': '7.50',\n",
              "  '0s': '15',\n",
              "  '4s': '3',\n",
              "  '6s': '1',\n",
              "  'wides': '1',\n",
              "  'noBalls': '0'},\n",
              " {'match': 'Pakistan Vs England',\n",
              "  'bowlingTeam': 'Pakistan',\n",
              "  'bowlerName': 'Mohammad Wasim',\n",
              "  'overs': '4',\n",
              "  'maiden': '0',\n",
              "  'runs': '38',\n",
              "  'wickets': '1',\n",
              "  'economy': '9.50',\n",
              "  '0s': '5',\n",
              "  '4s': '5',\n",
              "  '6s': '0',\n",
              "  'wides': '2',\n",
              "  'noBalls': '0'}]"
            ]
          },
          "metadata": {},
          "execution_count": 22
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df_bowling = pd.DataFrame(all_records)\n",
        "print(df_bowling.shape)\n",
        "df_bowling.head()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 397
        },
        "id": "tQujS9thqpBe",
        "outputId": "cd23a3c4-8a80-49eb-f968-d53c120076f8"
      },
      "execution_count": 24,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "(500, 13)\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "                  match bowlingTeam                  bowlerName overs maiden  \\\n",
              "0  Namibia Vs Sri Lanka   Sri Lanka          Maheesh Theekshana     4      0   \n",
              "1  Namibia Vs Sri Lanka   Sri Lanka         Dushmantha Chameera     4      0   \n",
              "2  Namibia Vs Sri Lanka   Sri Lanka             Pramod Madushan     4      0   \n",
              "3  Namibia Vs Sri Lanka   Sri Lanka         Chamika Karunaratne     4      0   \n",
              "4  Namibia Vs Sri Lanka   Sri Lanka  Wanindu Hasaranga de Silva     4      0   \n",
              "\n",
              "  runs wickets economy 0s 4s 6s wides noBalls  \n",
              "0   23       1    5.75  7  0  0     2       0  \n",
              "1   39       1    9.75  6  3  1     2       0  \n",
              "2   37       2    9.25  6  3  1     0       0  \n",
              "3   36       1    9.00  7  3  1     1       0  \n",
              "4   27       1    6.75  8  1  1     0       0  "
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-7a97c945-b2dd-444a-af61-900f5b376c1c\" class=\"colab-df-container\">\n",
              "    <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",
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              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>match</th>\n",
              "      <th>bowlingTeam</th>\n",
              "      <th>bowlerName</th>\n",
              "      <th>overs</th>\n",
              "      <th>maiden</th>\n",
              "      <th>runs</th>\n",
              "      <th>wickets</th>\n",
              "      <th>economy</th>\n",
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              "      <th>4s</th>\n",
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              "  <tbody>\n",
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              "      <th>0</th>\n",
              "      <td>Namibia Vs Sri Lanka</td>\n",
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              "      <td>0</td>\n",
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              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>Namibia Vs Sri Lanka</td>\n",
              "      <td>Sri Lanka</td>\n",
              "      <td>Pramod Madushan</td>\n",
              "      <td>4</td>\n",
              "      <td>0</td>\n",
              "      <td>37</td>\n",
              "      <td>2</td>\n",
              "      <td>9.25</td>\n",
              "      <td>6</td>\n",
              "      <td>3</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>Namibia Vs Sri Lanka</td>\n",
              "      <td>Sri Lanka</td>\n",
              "      <td>Chamika Karunaratne</td>\n",
              "      <td>4</td>\n",
              "      <td>0</td>\n",
              "      <td>36</td>\n",
              "      <td>1</td>\n",
              "      <td>9.00</td>\n",
              "      <td>7</td>\n",
              "      <td>3</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>Namibia Vs Sri Lanka</td>\n",
              "      <td>Sri Lanka</td>\n",
              "      <td>Wanindu Hasaranga de Silva</td>\n",
              "      <td>4</td>\n",
              "      <td>0</td>\n",
              "      <td>27</td>\n",
              "      <td>1</td>\n",
              "      <td>6.75</td>\n",
              "      <td>8</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
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            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe",
              "variable_name": "df_bowling",
              "summary": "{\n  \"name\": \"df_bowling\",\n  \"rows\": 500,\n  \"fields\": [\n    {\n      \"column\": \"match\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"samples\": [\n          \"Netherlands Vs Pakistan\",\n          \"Afghanistan Vs England\",\n          \"Sri Lanka Vs Netherlands\"\n        ],\n        \"num_unique_values\": 42,\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"bowlingTeam\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"samples\": [\n          \"Sri Lanka\",\n          \"Namibia\",\n          \"Scotland\"\n        ],\n        \"num_unique_values\": 16,\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"bowlerName\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"samples\": [\n          \"Lahiru Kumara\",\n          \"Mohammad Nabi\",\n          \"Aayan Afzal Khan\"\n        ],\n        \"num_unique_values\": 132,\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"overs\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"samples\": [\n          \"1.1\",\n          \"2.1\",\n          \"4\"\n        ],\n        \"num_unique_values\": 15,\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"maiden\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"samples\": [\n          \"0\",\n          \"1\",\n          \"2\"\n        ],\n        \"num_unique_values\": 3,\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"runs\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"samples\": [\n          \"24\",\n          \"42\",\n          \"59\"\n        ],\n        \"num_unique_values\": 50,\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"wickets\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"samples\": [\n          \"1\",\n          \"2\",\n          \"5\"\n        ],\n        \"num_unique_values\": 6,\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"economy\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"samples\": [\n          \"15.00\",\n          \"10.00\",\n          \"6.28\"\n        ],\n        \"num_unique_values\": 100,\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"0s\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"samples\": [\n          \"7\",\n          \"10\",\n          \"14\"\n        ],\n        \"num_unique_values\": 19,\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"4s\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"samples\": [\n          \"8\",\n          \"3\",\n          \"4\"\n        ],\n        \"num_unique_values\": 9,\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"6s\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"samples\": [\n          \"0\",\n          \"1\",\n          \"5\"\n        ],\n        \"num_unique_values\": 6,\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"wides\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"samples\": [\n          \"2\",\n          \"0\",\n          \"6\"\n        ],\n        \"num_unique_values\": 6,\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"noBalls\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"samples\": [\n          \"1\",\n          \"3\",\n          \"0\"\n        ],\n        \"num_unique_values\": 4,\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {},
          "execution_count": 24
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df_bowling['match_id'] = df_bowling['match'].map(match_ids_dict)\n",
        "df_bowling"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 790
        },
        "id": "K9lobNFxsLBE",
        "outputId": "085cf22c-d973-495d-a8e9-560f8cc45ff6"
      },
      "execution_count": 26,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "                    match bowlingTeam                  bowlerName overs  \\\n",
              "0    Namibia Vs Sri Lanka   Sri Lanka          Maheesh Theekshana     4   \n",
              "1    Namibia Vs Sri Lanka   Sri Lanka         Dushmantha Chameera     4   \n",
              "2    Namibia Vs Sri Lanka   Sri Lanka             Pramod Madushan     4   \n",
              "3    Namibia Vs Sri Lanka   Sri Lanka         Chamika Karunaratne     4   \n",
              "4    Namibia Vs Sri Lanka   Sri Lanka  Wanindu Hasaranga de Silva     4   \n",
              "..                    ...         ...                         ...   ...   \n",
              "495   Pakistan Vs England    Pakistan                 Naseem Shah     4   \n",
              "496   Pakistan Vs England    Pakistan                  Haris Rauf     4   \n",
              "497   Pakistan Vs England    Pakistan                 Shadab Khan     4   \n",
              "498   Pakistan Vs England    Pakistan              Mohammad Wasim     4   \n",
              "499   Pakistan Vs England    Pakistan              Iftikhar Ahmed   0.5   \n",
              "\n",
              "    maiden runs wickets economy  0s 4s 6s wides noBalls     match_id  \n",
              "0        0   23       1    5.75   7  0  0     2       0  T20I # 1823  \n",
              "1        0   39       1    9.75   6  3  1     2       0  T20I # 1823  \n",
              "2        0   37       2    9.25   6  3  1     0       0  T20I # 1823  \n",
              "3        0   36       1    9.00   7  3  1     1       0  T20I # 1823  \n",
              "4        0   27       1    6.75   8  1  1     0       0  T20I # 1823  \n",
              "..     ...  ...     ...     ...  .. .. ..   ...     ...          ...  \n",
              "495      0   30       0    7.50  15  3  1     1       0  T20I # 1879  \n",
              "496      0   23       2    5.75  13  3  0     1       0  T20I # 1879  \n",
              "497      0   20       1    5.00  10  1  0     0       0  T20I # 1879  \n",
              "498      0   38       1    9.50   5  5  0     2       0  T20I # 1879  \n",
              "499      0   13       0   15.60   0  1  1     0       0  T20I # 1879  \n",
              "\n",
              "[500 rows x 14 columns]"
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-23421a89-8b7d-45dc-8336-b001fa6aef35\" class=\"colab-df-container\">\n",
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              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>match</th>\n",
              "      <th>bowlingTeam</th>\n",
              "      <th>bowlerName</th>\n",
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              "      <th>match_id</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>Namibia Vs Sri Lanka</td>\n",
              "      <td>Sri Lanka</td>\n",
              "      <td>Maheesh Theekshana</td>\n",
              "      <td>4</td>\n",
              "      <td>0</td>\n",
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              "      <td>1</td>\n",
              "      <td>5.75</td>\n",
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              "      <td>0</td>\n",
              "      <td>T20I # 1823</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>Namibia Vs Sri Lanka</td>\n",
              "      <td>Sri Lanka</td>\n",
              "      <td>Dushmantha Chameera</td>\n",
              "      <td>4</td>\n",
              "      <td>0</td>\n",
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              "      <td>1</td>\n",
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              "      <td>0</td>\n",
              "      <td>T20I # 1823</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>Namibia Vs Sri Lanka</td>\n",
              "      <td>Sri Lanka</td>\n",
              "      <td>Pramod Madushan</td>\n",
              "      <td>4</td>\n",
              "      <td>0</td>\n",
              "      <td>37</td>\n",
              "      <td>2</td>\n",
              "      <td>9.25</td>\n",
              "      <td>6</td>\n",
              "      <td>3</td>\n",
              "      <td>1</td>\n",
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              "      <td>0</td>\n",
              "      <td>T20I # 1823</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>Namibia Vs Sri Lanka</td>\n",
              "      <td>Sri Lanka</td>\n",
              "      <td>Chamika Karunaratne</td>\n",
              "      <td>4</td>\n",
              "      <td>0</td>\n",
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              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>T20I # 1823</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>Namibia Vs Sri Lanka</td>\n",
              "      <td>Sri Lanka</td>\n",
              "      <td>Wanindu Hasaranga de Silva</td>\n",
              "      <td>4</td>\n",
              "      <td>0</td>\n",
              "      <td>27</td>\n",
              "      <td>1</td>\n",
              "      <td>6.75</td>\n",
              "      <td>8</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>T20I # 1823</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
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              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>495</th>\n",
              "      <td>Pakistan Vs England</td>\n",
              "      <td>Pakistan</td>\n",
              "      <td>Naseem Shah</td>\n",
              "      <td>4</td>\n",
              "      <td>0</td>\n",
              "      <td>30</td>\n",
              "      <td>0</td>\n",
              "      <td>7.50</td>\n",
              "      <td>15</td>\n",
              "      <td>3</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>T20I # 1879</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>496</th>\n",
              "      <td>Pakistan Vs England</td>\n",
              "      <td>Pakistan</td>\n",
              "      <td>Haris Rauf</td>\n",
              "      <td>4</td>\n",
              "      <td>0</td>\n",
              "      <td>23</td>\n",
              "      <td>2</td>\n",
              "      <td>5.75</td>\n",
              "      <td>13</td>\n",
              "      <td>3</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
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              "      <td>T20I # 1879</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>497</th>\n",
              "      <td>Pakistan Vs England</td>\n",
              "      <td>Pakistan</td>\n",
              "      <td>Shadab Khan</td>\n",
              "      <td>4</td>\n",
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              "      <td>20</td>\n",
              "      <td>1</td>\n",
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              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>T20I # 1879</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>498</th>\n",
              "      <td>Pakistan Vs England</td>\n",
              "      <td>Pakistan</td>\n",
              "      <td>Mohammad Wasim</td>\n",
              "      <td>4</td>\n",
              "      <td>0</td>\n",
              "      <td>38</td>\n",
              "      <td>1</td>\n",
              "      <td>9.50</td>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>T20I # 1879</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>499</th>\n",
              "      <td>Pakistan Vs England</td>\n",
              "      <td>Pakistan</td>\n",
              "      <td>Iftikhar Ahmed</td>\n",
              "      <td>0.5</td>\n",
              "      <td>0</td>\n",
              "      <td>13</td>\n",
              "      <td>0</td>\n",
              "      <td>15.60</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>T20I # 1879</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>500 rows × 14 columns</p>\n",
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              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
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              "    animation:\n",
              "      spin 1s steps(1) infinite;\n",
              "  }\n",
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              "  @keyframes spin {\n",
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              "    async function quickchart(key) {\n",
              "      const quickchartButtonEl =\n",
              "        document.querySelector('#' + key + ' button');\n",
              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
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              "        const charts = await google.colab.kernel.invokeFunction(\n",
              "            'suggestCharts', [key], {});\n",
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            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe",
              "variable_name": "df_bowling",
              "summary": "{\n  \"name\": \"df_bowling\",\n  \"rows\": 500,\n  \"fields\": [\n    {\n      \"column\": \"match\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"samples\": [\n          \"Netherlands Vs Pakistan\",\n          \"Afghanistan Vs England\",\n          \"Sri Lanka Vs Netherlands\"\n        ],\n        \"num_unique_values\": 42,\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"bowlingTeam\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"samples\": [\n          \"Sri Lanka\",\n          \"Namibia\",\n          \"Scotland\"\n        ],\n        \"num_unique_values\": 16,\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"bowlerName\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"samples\": [\n          \"Lahiru Kumara\",\n          \"Mohammad Nabi\",\n          \"Aayan Afzal Khan\"\n        ],\n        \"num_unique_values\": 132,\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"overs\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"samples\": [\n          \"1.1\",\n          \"2.1\",\n          \"4\"\n        ],\n        \"num_unique_values\": 15,\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"maiden\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"samples\": [\n          \"0\",\n          \"1\",\n          \"2\"\n        ],\n        \"num_unique_values\": 3,\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"runs\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"samples\": [\n          \"24\",\n          \"42\",\n          \"59\"\n        ],\n        \"num_unique_values\": 50,\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"wickets\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"samples\": [\n          \"1\",\n          \"2\",\n          \"5\"\n        ],\n        \"num_unique_values\": 6,\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"economy\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"samples\": [\n          \"15.00\",\n          \"10.00\",\n          \"6.28\"\n        ],\n        \"num_unique_values\": 100,\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"0s\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"samples\": [\n          \"7\",\n          \"10\",\n          \"14\"\n        ],\n        \"num_unique_values\": 19,\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"4s\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"samples\": [\n          \"8\",\n          \"3\",\n          \"4\"\n        ],\n        \"num_unique_values\": 9,\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"6s\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"samples\": [\n          \"0\",\n          \"1\",\n          \"5\"\n        ],\n        \"num_unique_values\": 6,\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"wides\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"samples\": [\n          \"2\",\n          \"0\",\n          \"6\"\n        ],\n        \"num_unique_values\": 6,\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"noBalls\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"samples\": [\n          \"1\",\n          \"3\",\n          \"0\"\n        ],\n        \"num_unique_values\": 4,\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"match_id\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"samples\": [\n          \"T20I # 1852\",\n          \"T20I # 1840\",\n          \"T20I # 1835\"\n        ],\n        \"num_unique_values\": 42,\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {},
          "execution_count": 26
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df_bowling.to_csv('/fact_bowling_summary.csv',index=False)"
      ],
      "metadata": {
        "id": "ItlMPr3ZuAeY"
      },
      "execution_count": 27,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "with open('/t20_wc_player_info.json') as f:\n",
        "  data = json.load(f)"
      ],
      "metadata": {
        "id": "rmfwt3utuo-O"
      },
      "execution_count": 30,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "df_players = pd.DataFrame(data)\n",
        "\n",
        "print(df_players.shape)\n",
        "df_players.head(10)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 519
        },
        "id": "LGPPoCPSvade",
        "outputId": "87a1d002-4a2b-4af2-af1e-cf98e0a31de9"
      },
      "execution_count": 31,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "(219, 6)\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "                     name       team    battingStyle  \\\n",
              "0      Michael van Lingen    Namibia   Left hand Bat   \n",
              "1           Divan la Cock    Namibia  Right hand Bat   \n",
              "2  Jan Nicol Loftie-Eaton    Namibia   Left hand Bat   \n",
              "3           Stephan Baard    Namibia  Right hand Bat   \n",
              "4      Gerhard Erasmus(c)    Namibia  Right hand Bat   \n",
              "5            Jan Frylinck    Namibia   Left hand Bat   \n",
              "6             David Wiese    Namibia  Right hand Bat   \n",
              "7                 JJ Smit    Namibia  Right hand Bat   \n",
              "8         Pathum Nissanka  Sri Lanka  Right hand Bat   \n",
              "9           Kusal Mendis†  Sri Lanka  Right hand Bat   \n",
              "\n",
              "                 bowlingStyle          playingRole  \\\n",
              "0             Left arm Medium   Bowling Allrounder   \n",
              "1                    Legbreak       Opening Batter   \n",
              "2  Right arm Medium, Legbreak               Batter   \n",
              "3       Right arm Medium fast               Batter   \n",
              "4          Right arm Offbreak           Allrounder   \n",
              "5        Left arm Fast medium           Allrounder   \n",
              "6       Right arm Medium fast           Allrounder   \n",
              "7        Left arm Medium fast   Bowling Allrounder   \n",
              "8                                 Top order Batter   \n",
              "9                    Legbreak  Wicketkeeper Batter   \n",
              "\n",
              "                                         description  \n",
              "0                                                     \n",
              "1                                                     \n",
              "2                                                     \n",
              "3                                                     \n",
              "4                                                     \n",
              "5                                                     \n",
              "6  David Wiese joined a marked outflow of South A...  \n",
              "7                                                     \n",
              "8                                                     \n",
              "9  Blessed with a compact technique, an aggressiv...  "
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-17f27de3-5c31-4531-8f29-2e7885d603d7\" class=\"colab-df-container\">\n",
              "    <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>name</th>\n",
              "      <th>team</th>\n",
              "      <th>battingStyle</th>\n",
              "      <th>bowlingStyle</th>\n",
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              "      <th>description</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>Michael van Lingen</td>\n",
              "      <td>Namibia</td>\n",
              "      <td>Left hand Bat</td>\n",
              "      <td>Left arm Medium</td>\n",
              "      <td>Bowling Allrounder</td>\n",
              "      <td></td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>Divan la Cock</td>\n",
              "      <td>Namibia</td>\n",
              "      <td>Right hand Bat</td>\n",
              "      <td>Legbreak</td>\n",
              "      <td>Opening Batter</td>\n",
              "      <td></td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>Jan Nicol Loftie-Eaton</td>\n",
              "      <td>Namibia</td>\n",
              "      <td>Left hand Bat</td>\n",
              "      <td>Right arm Medium, Legbreak</td>\n",
              "      <td>Batter</td>\n",
              "      <td></td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>Stephan Baard</td>\n",
              "      <td>Namibia</td>\n",
              "      <td>Right hand Bat</td>\n",
              "      <td>Right arm Medium fast</td>\n",
              "      <td>Batter</td>\n",
              "      <td></td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>Gerhard Erasmus(c)</td>\n",
              "      <td>Namibia</td>\n",
              "      <td>Right hand Bat</td>\n",
              "      <td>Right arm Offbreak</td>\n",
              "      <td>Allrounder</td>\n",
              "      <td></td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>Jan Frylinck</td>\n",
              "      <td>Namibia</td>\n",
              "      <td>Left hand Bat</td>\n",
              "      <td>Left arm Fast medium</td>\n",
              "      <td>Allrounder</td>\n",
              "      <td></td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>David Wiese</td>\n",
              "      <td>Namibia</td>\n",
              "      <td>Right hand Bat</td>\n",
              "      <td>Right arm Medium fast</td>\n",
              "      <td>Allrounder</td>\n",
              "      <td>David Wiese joined a marked outflow of South A...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>JJ Smit</td>\n",
              "      <td>Namibia</td>\n",
              "      <td>Right hand Bat</td>\n",
              "      <td>Left arm Medium fast</td>\n",
              "      <td>Bowling Allrounder</td>\n",
              "      <td></td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>Pathum Nissanka</td>\n",
              "      <td>Sri Lanka</td>\n",
              "      <td>Right hand Bat</td>\n",
              "      <td></td>\n",
              "      <td>Top order Batter</td>\n",
              "      <td></td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>Kusal Mendis†</td>\n",
              "      <td>Sri Lanka</td>\n",
              "      <td>Right hand Bat</td>\n",
              "      <td>Legbreak</td>\n",
              "      <td>Wicketkeeper Batter</td>\n",
              "      <td>Blessed with a compact technique, an aggressiv...</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "    <div class=\"colab-df-buttons\">\n",
              "\n",
              "  <div class=\"colab-df-container\">\n",
              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-17f27de3-5c31-4531-8f29-2e7885d603d7')\"\n",
              "            title=\"Convert this dataframe to an interactive table.\"\n",
              "            style=\"display:none;\">\n",
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              "                                                    [key], {});\n",
              "        if (!dataTable) return;\n",
              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
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              "\n",
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              "    fill: var(--button-hover-fill-color);\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart-complete:disabled,\n",
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              "\n",
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              "    async function quickchart(key) {\n",
              "      const quickchartButtonEl =\n",
              "        document.querySelector('#' + key + ' button');\n",
              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
              "      try {\n",
              "        const charts = await google.colab.kernel.invokeFunction(\n",
              "            'suggestCharts', [key], {});\n",
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              "        console.error('Error during call to suggestCharts:', error);\n",
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              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
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              "</div>\n",
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            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe",
              "variable_name": "df_players",
              "summary": "{\n  \"name\": \"df_players\",\n  \"rows\": 219,\n  \"fields\": [\n    {\n      \"column\": \"name\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"samples\": [\n          \"Michael Jones\",\n          \"Kashif Daud\",\n          \"Chris Jordan\"\n        ],\n        \"num_unique_values\": 219,\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"team\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"samples\": [\n          \"Namibia\",\n          \"Sri Lanka\",\n          \"Afghanistan\"\n        ],\n        \"num_unique_values\": 16,\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"battingStyle\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"samples\": [\n          \"Right hand Bat\",\n          \"Left hand Bat\"\n        ],\n        \"num_unique_values\": 2,\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"bowlingStyle\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"samples\": [\n          \"Left arm Medium\",\n          \"Legbreak\"\n        ],\n        \"num_unique_values\": 18,\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"playingRole\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"samples\": [\n          \"Middle order Batter\",\n          \"Opening Batter\"\n        ],\n        \"num_unique_values\": 10,\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"description\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"samples\": [\n          \"A right-arm quick with a good bouncer, it is Lockie Ferguson's speed that made a breakout star at the 2019 World Cup in England. Regularly hitting 150kph, Ferguson's raw speed bowling first change yielded 21 wickets at just 19.47 and an economy rate of 4.88. He finished second on the tournament wicket tally behind Mitchell Starc. He was rewarded with being named in the ICC's team of the tournament alongside skipper Kane Williamson. \",\n          \"Adil Rashid did much to set right English cricket's troubled relationship with legspin when he established himself as the country's leading white-ball spinner in 2015 and four years later was a key part of their World Cup-winning side. At the time of Rashid's recall to the limited-overs set-up in 2015, no legspinner had taken more than five white-ball wickets for England; over the next six years, Rashid took more than 200.\"\n        ],\n        \"num_unique_values\": 147,\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {},
          "execution_count": 31
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df_players['name'] = df_players['name'].apply(lambda x: x.replace('â€',''))\n",
        "df_players['name'] = df_players['name'].apply(lambda x: x.replace('†',''))\n",
        "df_players['name'] = df_players['name'].apply(lambda x: x.replace('\\xa0',''))\n",
        "df_players.head(10)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 501
        },
        "id": "0pi6liuFwTrQ",
        "outputId": "34a93c06-8980-476c-e8bc-0fbaf5c6799d"
      },
      "execution_count": 32,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "                     name       team    battingStyle  \\\n",
              "0      Michael van Lingen    Namibia   Left hand Bat   \n",
              "1           Divan la Cock    Namibia  Right hand Bat   \n",
              "2  Jan Nicol Loftie-Eaton    Namibia   Left hand Bat   \n",
              "3           Stephan Baard    Namibia  Right hand Bat   \n",
              "4      Gerhard Erasmus(c)    Namibia  Right hand Bat   \n",
              "5            Jan Frylinck    Namibia   Left hand Bat   \n",
              "6             David Wiese    Namibia  Right hand Bat   \n",
              "7                 JJ Smit    Namibia  Right hand Bat   \n",
              "8         Pathum Nissanka  Sri Lanka  Right hand Bat   \n",
              "9            Kusal Mendis  Sri Lanka  Right hand Bat   \n",
              "\n",
              "                 bowlingStyle          playingRole  \\\n",
              "0             Left arm Medium   Bowling Allrounder   \n",
              "1                    Legbreak       Opening Batter   \n",
              "2  Right arm Medium, Legbreak               Batter   \n",
              "3       Right arm Medium fast               Batter   \n",
              "4          Right arm Offbreak           Allrounder   \n",
              "5        Left arm Fast medium           Allrounder   \n",
              "6       Right arm Medium fast           Allrounder   \n",
              "7        Left arm Medium fast   Bowling Allrounder   \n",
              "8                                 Top order Batter   \n",
              "9                    Legbreak  Wicketkeeper Batter   \n",
              "\n",
              "                                         description  \n",
              "0                                                     \n",
              "1                                                     \n",
              "2                                                     \n",
              "3                                                     \n",
              "4                                                     \n",
              "5                                                     \n",
              "6  David Wiese joined a marked outflow of South A...  \n",
              "7                                                     \n",
              "8                                                     \n",
              "9  Blessed with a compact technique, an aggressiv...  "
            ],
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              "      <th>0</th>\n",
              "      <td>Michael van Lingen</td>\n",
              "      <td>Namibia</td>\n",
              "      <td>Left hand Bat</td>\n",
              "      <td>Left arm Medium</td>\n",
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              "      <td>Divan la Cock</td>\n",
              "      <td>Namibia</td>\n",
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              "      <td>Legbreak</td>\n",
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              "      <td></td>\n",
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              "      <th>2</th>\n",
              "      <td>Jan Nicol Loftie-Eaton</td>\n",
              "      <td>Namibia</td>\n",
              "      <td>Left hand Bat</td>\n",
              "      <td>Right arm Medium, Legbreak</td>\n",
              "      <td>Batter</td>\n",
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              "      <th>3</th>\n",
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              "      <td>Right arm Offbreak</td>\n",
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              "      <td>Jan Frylinck</td>\n",
              "      <td>Namibia</td>\n",
              "      <td>Left hand Bat</td>\n",
              "      <td>Left arm Fast medium</td>\n",
              "      <td>Allrounder</td>\n",
              "      <td></td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>David Wiese</td>\n",
              "      <td>Namibia</td>\n",
              "      <td>Right hand Bat</td>\n",
              "      <td>Right arm Medium fast</td>\n",
              "      <td>Allrounder</td>\n",
              "      <td>David Wiese joined a marked outflow of South A...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>JJ Smit</td>\n",
              "      <td>Namibia</td>\n",
              "      <td>Right hand Bat</td>\n",
              "      <td>Left arm Medium fast</td>\n",
              "      <td>Bowling Allrounder</td>\n",
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              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>Pathum Nissanka</td>\n",
              "      <td>Sri Lanka</td>\n",
              "      <td>Right hand Bat</td>\n",
              "      <td></td>\n",
              "      <td>Top order Batter</td>\n",
              "      <td></td>\n",
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              "      <td>Sri Lanka</td>\n",
              "      <td>Right hand Bat</td>\n",
              "      <td>Legbreak</td>\n",
              "      <td>Wicketkeeper Batter</td>\n",
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              "    </button>\n",
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              "      buttonEl.style.display =\n",
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              "        const element = document.querySelector('#df-2bab0f04-2504-4831-bea2-94263d35d8be');\n",
              "        const dataTable =\n",
              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                    [key], {});\n",
              "        if (!dataTable) return;\n",
              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "          + ' to learn more about interactive tables.';\n",
              "        element.innerHTML = '';\n",
              "        dataTable['output_type'] = 'display_data';\n",
              "        await google.colab.output.renderOutput(dataTable, element);\n",
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              "        element.appendChild(docLink);\n",
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            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe",
              "variable_name": "df_players",
              "summary": "{\n  \"name\": \"df_players\",\n  \"rows\": 219,\n  \"fields\": [\n    {\n      \"column\": \"name\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"samples\": [\n          \"Michael Jones\",\n          \"Kashif Daud\",\n          \"Chris Jordan\"\n        ],\n        \"num_unique_values\": 219,\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"team\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"samples\": [\n          \"Namibia\",\n          \"Sri Lanka\",\n          \"Afghanistan\"\n        ],\n        \"num_unique_values\": 16,\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"battingStyle\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"samples\": [\n          \"Right hand Bat\",\n          \"Left hand Bat\"\n        ],\n        \"num_unique_values\": 2,\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"bowlingStyle\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"samples\": [\n          \"Left arm Medium\",\n          \"Legbreak\"\n        ],\n        \"num_unique_values\": 18,\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"playingRole\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"samples\": [\n          \"Middle order Batter\",\n          \"Opening Batter\"\n        ],\n        \"num_unique_values\": 10,\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"description\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"samples\": [\n          \"A right-arm quick with a good bouncer, it is Lockie Ferguson's speed that made a breakout star at the 2019 World Cup in England. Regularly hitting 150kph, Ferguson's raw speed bowling first change yielded 21 wickets at just 19.47 and an economy rate of 4.88. He finished second on the tournament wicket tally behind Mitchell Starc. He was rewarded with being named in the ICC's team of the tournament alongside skipper Kane Williamson. \",\n          \"Adil Rashid did much to set right English cricket's troubled relationship with legspin when he established himself as the country's leading white-ball spinner in 2015 and four years later was a key part of their World Cup-winning side. At the time of Rashid's recall to the limited-overs set-up in 2015, no legspinner had taken more than five white-ball wickets for England; over the next six years, Rashid took more than 200.\"\n        ],\n        \"num_unique_values\": 147,\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {},
          "execution_count": 32
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df_players[df_players['team'] == 'India']"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 682
        },
        "id": "jOivzTwZyNrV",
        "outputId": "e1985a67-bdda-4775-908d-15cbf71e44df"
      },
      "execution_count": 33,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "                    name   team    battingStyle  \\\n",
              "127             KL Rahul  India  Right hand Bat   \n",
              "128      Rohit Sharma(c)  India  Right hand Bat   \n",
              "129          Virat Kohli  India  Right hand Bat   \n",
              "130     Suryakumar Yadav  India  Right hand Bat   \n",
              "131           Axar Patel  India   Left hand Bat   \n",
              "132        Hardik Pandya  India  Right hand Bat   \n",
              "133       Dinesh Karthik  India  Right hand Bat   \n",
              "134  Ravichandran Ashwin  India  Right hand Bat   \n",
              "135    Bhuvneshwar Kumar  India  Right hand Bat   \n",
              "136       Arshdeep Singh  India   Left hand Bat   \n",
              "137       Mohammed Shami  India  Right hand Bat   \n",
              "192         Deepak Hooda  India  Right hand Bat   \n",
              "211         Rishabh Pant  India   Left hand Bat   \n",
              "\n",
              "                             bowlingStyle          playingRole  \\\n",
              "127                                             Opening Batter   \n",
              "128                    Right arm Offbreak     Top order Batter   \n",
              "129                      Right arm Medium     Top order Batter   \n",
              "130  Right arm Medium, Right arm Offbreak               Batter   \n",
              "131                Slow Left arm Orthodox   Bowling Allrounder   \n",
              "132                 Right arm Medium fast           Allrounder   \n",
              "133                    Right arm Offbreak  Wicketkeeper Batter   \n",
              "134                    Right arm Offbreak   Bowling Allrounder   \n",
              "135                      Right arm Medium               Bowler   \n",
              "136                  Left arm Medium fast               Bowler   \n",
              "137                        Right arm Fast               Bowler   \n",
              "192                    Right arm Offbreak           Allrounder   \n",
              "211                                        Wicketkeeper Batter   \n",
              "\n",
              "                                           description  \n",
              "127  A tall, elegant right-hand batsman who can kee...  \n",
              "128  Languid and easy on the eye, Rohit Sharma owne...  \n",
              "129  India has given to the world many a great cric...  \n",
              "130  Hard-hitting 360-degree batter Suryakumar Yada...  \n",
              "131  Left-arm spinner Axar Patel has been increasin...  \n",
              "132  Hardik Pandya swears by living life king size ...  \n",
              "133  Not many would forget the sight of Dinesh Kart...  \n",
              "134  R Ashwin took the tricks and skills he learned...  \n",
              "135  At the time of his India debut in 2012, Bhuvne...  \n",
              "136                                                     \n",
              "137  Mohammed Shami was India's leading fast bowler...  \n",
              "192  An allrounder who can bat in any position, Dee...  \n",
              "211  A match-turning, swashbuckling batter-keeper i...  "
            ],
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              "      <td>KL Rahul</td>\n",
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              "      --hover-fill-color: #FFFFFF;\n",
              "      --disabled-bg-color: #3B4455;\n",
              "      --disabled-fill-color: #666;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart {\n",
              "    background-color: var(--bg-color);\n",
              "    border: none;\n",
              "    border-radius: 50%;\n",
              "    cursor: pointer;\n",
              "    display: none;\n",
              "    fill: var(--fill-color);\n",
              "    height: 32px;\n",
              "    padding: 0;\n",
              "    width: 32px;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart:hover {\n",
              "    background-color: var(--hover-bg-color);\n",
              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "    fill: var(--button-hover-fill-color);\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart-complete:disabled,\n",
              "  .colab-df-quickchart-complete:disabled:hover {\n",
              "    background-color: var(--disabled-bg-color);\n",
              "    fill: var(--disabled-fill-color);\n",
              "    box-shadow: none;\n",
              "  }\n",
              "\n",
              "  .colab-df-spinner {\n",
              "    border: 2px solid var(--fill-color);\n",
              "    border-color: transparent;\n",
              "    border-bottom-color: var(--fill-color);\n",
              "    animation:\n",
              "      spin 1s steps(1) infinite;\n",
              "  }\n",
              "\n",
              "  @keyframes spin {\n",
              "    0% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "      border-left-color: var(--fill-color);\n",
              "    }\n",
              "    20% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    30% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    40% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    60% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    80% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "    90% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "  }\n",
              "</style>\n",
              "\n",
              "  <script>\n",
              "    async function quickchart(key) {\n",
              "      const quickchartButtonEl =\n",
              "        document.querySelector('#' + key + ' button');\n",
              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
              "      try {\n",
              "        const charts = await google.colab.kernel.invokeFunction(\n",
              "            'suggestCharts', [key], {});\n",
              "      } catch (error) {\n",
              "        console.error('Error during call to suggestCharts:', error);\n",
              "      }\n",
              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
              "    }\n",
              "    (() => {\n",
              "      let quickchartButtonEl =\n",
              "        document.querySelector('#df-41048d84-28be-40e0-9bed-41c6883014b2 button');\n",
              "      quickchartButtonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "    })();\n",
              "  </script>\n",
              "</div>\n",
              "    </div>\n",
              "  </div>\n"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe",
              "summary": "{\n  \"name\": \"df_players[df_players['team'] == 'India']\",\n  \"rows\": 13,\n  \"fields\": [\n    {\n      \"column\": \"name\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"samples\": [\n          \"Deepak Hooda\",\n          \"Arshdeep Singh\",\n          \"KL Rahul\"\n        ],\n        \"num_unique_values\": 13,\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"team\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"samples\": [\n          \"India\"\n        ],\n        \"num_unique_values\": 1,\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"battingStyle\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"samples\": [\n          \"Left hand Bat\"\n        ],\n        \"num_unique_values\": 2,\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"bowlingStyle\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"samples\": [\n          \"Right arm Offbreak\"\n        ],\n        \"num_unique_values\": 8,\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"playingRole\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"samples\": [\n          \"Opening Batter\"\n        ],\n        \"num_unique_values\": 7,\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"description\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"samples\": [\n          \"An allrounder who can bat in any position, Deepak Hooda also bowls offbreaks, offers plenty of athleticism as a boundary fielder, and is an asset in any T20 side. His big hitting as a 19-year-old in his debut IPL season, in 2015, earned with the nickname \\\"Hurricane Hooda\\\", but more importantly, got him a Rs 4.2 crore (US$ 622,000 approx) contract with Sunrisers Hyderabad at the next auction. \"\n        ],\n        \"num_unique_values\": 13,\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {},
          "execution_count": 33
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df_players.to_csv('/dim_players_no_images.csv', index = False)"
      ],
      "metadata": {
        "id": "i43STo0IynJT"
      },
      "execution_count": 34,
      "outputs": []
    }
  ]
}