weekly_results.ipynb

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  "metadata": {
    "colab": {
      "provenance": [],
      "mount_file_id": "1vm2ANoJlK32N0NC9vs5tZ_Nf-8wSxxLL",
      "authorship_tag": "ABX9TyMa4iWro4BiBpZkhbe9Yw7G",
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/saheedniyi02/fpl-ai/blob/master/weekly_results.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import requests\n",
        "import pandas as pd"
      ],
      "metadata": {
        "id": "SSv0OkcNIy67"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "hkiAnsS1BPZP",
        "outputId": "eff8a995-91f9-453d-c4b3-fc0e45525e97"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
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'2023-10-21T16:30:00Z', 'team_h_score': 2, 'team_a_score': 2, 'round': 9, 'minutes': 0, 'goals_scored': 0, 'assists': 0, 'clean_sheets': 0, 'goals_conceded': 0, 'own_goals': 0, 'penalties_saved': 0, 'penalties_missed': 0, 'yellow_cards': 0, 'red_cards': 0, 'saves': 0, 'bonus': 0, 'bps': 0, 'influence': '0.0', 'creativity': '0.0', 'threat': '0.0', 'ict_index': '0.0', 'starts': 0, 'expected_goals': '0.00', 'expected_assists': '0.00', 'expected_goal_involvements': '0.00', 'expected_goals_conceded': '0.00', 'value': 39, 'transfers_balance': 1172, 'selected': 42211, 'transfers_in': 2986, 'transfers_out': 1814, 'id': 2, 'name': 'Cédric Alves Soares', 'cost': 39, 'position': 'DEF', 'home_team': 'Chelsea', 'away_team': 'Arsenal', 'team_x': 'Arsenal'}, {'element': 3, 'fixture': 84, 'opponent_team': 'Chelsea', 'total_points': 0, 'was_home': False, 'kickoff_time': '2023-10-21T16:30:00Z', 'team_h_score': 2, 'team_a_score': 2, 'round': 9, 'minutes': 0, 'goals_scored': 0, 'assists': 0, 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0, 'penalties_missed': 0, 'yellow_cards': 1, 'red_cards': 0, 'saves': 0, 'bonus': 0, 'bps': 18, 'influence': '22.4', 'creativity': '62.8', 'threat': '28.0', 'ict_index': '11.3', 'starts': 1, 'expected_goals': '0.27', 'expected_assists': '0.27', 'expected_goal_involvements': '0.54', 'expected_goals_conceded': '0.61', 'value': 58, 'transfers_balance': 275499, 'selected': 1069520, 'transfers_in': 315689, 'transfers_out': 40190, 'id': 567, 'name': 'Pedro Lomba Neto', 'cost': 58, 'position': 'MID', 'home_team': 'Bournemouth', 'away_team': 'Wolves', 'team_x': 'Wolves'}, {'element': 568, 'fixture': 82, 'opponent_team': 'Bournemouth', 'total_points': 0, 'was_home': False, 'kickoff_time': '2023-10-21T14:00:00Z', 'team_h_score': 1, 'team_a_score': 2, 'round': 9, 'minutes': 0, 'goals_scored': 0, 'assists': 0, 'clean_sheets': 0, 'goals_conceded': 0, 'own_goals': 0, 'penalties_saved': 0, 'penalties_missed': 0, 'yellow_cards': 0, 'red_cards': 0, 'saves': 0, 'bonus': 0, 'bps': 0, 'influence': '0.0', 'creativity': '0.0', 'threat': '0.0', 'ict_index': '0.0', 'starts': 0, 'expected_goals': '0.00', 'expected_assists': '0.00', 'expected_goal_involvements': '0.00', 'expected_goals_conceded': '0.00', 'value': 53, 'transfers_balance': -216, 'selected': 4964, 'transfers_in': 0, 'transfers_out': 216, 'id': 568, 'name': 'Daniel Castelo Podence', 'cost': 53, 'position': 'MID', 'home_team': 'Bournemouth', 'away_team': 'Wolves', 'team_x': 'Wolves'}, {'element': 569, 'fixture': 82, 'opponent_team': 'Bournemouth', 'total_points': 3, 'was_home': False, 'kickoff_time': '2023-10-21T14:00:00Z', 'team_h_score': 1, 'team_a_score': 2, 'round': 9, 'minutes': 90, 'goals_scored': 0, 'assists': 0, 'clean_sheets': 0, 'goals_conceded': 1, 'own_goals': 0, 'penalties_saved': 0, 'penalties_missed': 0, 'yellow_cards': 0, 'red_cards': 0, 'saves': 3, 'bonus': 0, 'bps': 15, 'influence': '18.2', 'creativity': '0.0', 'threat': '0.0', 'ict_index': '1.8', 'starts': 1, 'expected_goals': '0.00', 'expected_assists': '0.00', 'expected_goal_involvements': '0.00', 'expected_goals_conceded': '0.61', 'value': 50, 'transfers_balance': 9881, 'selected': 166445, 'transfers_in': 16441, 'transfers_out': 6560, 'id': 569, 'name': 'José Malheiro de Sá', 'cost': 50, 'position': 'GKP', 'home_team': 'Bournemouth', 'away_team': 'Wolves', 'team_x': 'Wolves'}, {'element': 570, 'fixture': 82, 'opponent_team': 'Bournemouth', 'total_points': 0, 'was_home': False, 'kickoff_time': '2023-10-21T14:00:00Z', 'team_h_score': 1, 'team_a_score': 2, 'round': 9, 'minutes': 15, 'goals_scored': 0, 'assists': 0, 'clean_sheets': 0, 'goals_conceded': 0, 'own_goals': 0, 'penalties_saved': 0, 'penalties_missed': 0, 'yellow_cards': 1, 'red_cards': 0, 'saves': 0, 'bonus': 0, 'bps': -2, 'influence': '0.2', 'creativity': '11.3', 'threat': '9.0', 'ict_index': '2.1', 'starts': 0, 'expected_goals': '0.07', 'expected_assists': '0.03', 'expected_goal_involvements': '0.10', 'expected_goals_conceded': '0.04', 'value': 48, 'transfers_balance': -639, 'selected': 10282, 'transfers_in': 267, 'transfers_out': 906, 'id': 570, 'name': 'Pablo Sarabia', 'cost': 48, 'position': 'MID', 'home_team': 'Bournemouth', 'away_team': 'Wolves', 'team_x': 'Wolves'}, {'element': 571, 'fixture': 82, 'opponent_team': 'Bournemouth', 'total_points': 0, 'was_home': False, 'kickoff_time': '2023-10-21T14:00:00Z', 'team_h_score': 1, 'team_a_score': 2, 'round': 9, 'minutes': 0, 'goals_scored': 0, 'assists': 0, 'clean_sheets': 0, 'goals_conceded': 0, 'own_goals': 0, 'penalties_saved': 0, 'penalties_missed': 0, 'yellow_cards': 0, 'red_cards': 0, 'saves': 0, 'bonus': 0, 'bps': 0, 'influence': '0.0', 'creativity': '0.0', 'threat': '0.0', 'ict_index': '0.0', 'starts': 0, 'expected_goals': '0.00', 'expected_assists': '0.00', 'expected_goal_involvements': '0.00', 'expected_goals_conceded': '0.00', 'value': 40, 'transfers_balance': -1051, 'selected': 36650, 'transfers_in': 0, 'transfers_out': 1051, 'id': 571, 'name': 'Matija Šarkić', 'cost': 40, 'position': 'GKP', 'home_team': 'Bournemouth', 'away_team': 'Wolves', 'team_x': 'Wolves'}, {'element': 572, 'fixture': 82, 'opponent_team': 'Bournemouth', 'total_points': 0, 'was_home': False, 'kickoff_time': '2023-10-21T14:00:00Z', 'team_h_score': 1, 'team_a_score': 2, 'round': 9, 'minutes': 0, 'goals_scored': 0, 'assists': 0, 'clean_sheets': 0, 'goals_conceded': 0, 'own_goals': 0, 'penalties_saved': 0, 'penalties_missed': 0, 'yellow_cards': 0, 'red_cards': 0, 'saves': 0, 'bonus': 0, 'bps': 0, 'influence': '0.0', 'creativity': '0.0', 'threat': '0.0', 'ict_index': '0.0', 'starts': 0, 'expected_goals': '0.00', 'expected_assists': '0.00', 'expected_goal_involvements': '0.00', 'expected_goals_conceded': '0.00', 'value': 45, 'transfers_balance': -3800, 'selected': 39501, 'transfers_in': 2854, 'transfers_out': 6654, 'id': 572, 'name': 'Nélson Cabral Semedo', 'cost': 45, 'position': 'DEF', 'home_team': 'Bournemouth', 'away_team': 'Wolves', 'team_x': 'Wolves'}, {'element': 573, 'fixture': 82, 'opponent_team': 'Bournemouth', 'total_points': 2, 'was_home': False, 'kickoff_time': '2023-10-21T14:00:00Z', 'team_h_score': 1, 'team_a_score': 2, 'round': 9, 'minutes': 74, 'goals_scored': 0, 'assists': 0, 'clean_sheets': 0, 'goals_conceded': 1, 'own_goals': 0, 'penalties_saved': 0, 'penalties_missed': 0, 'yellow_cards': 0, 'red_cards': 0, 'saves': 0, 'bonus': 0, 'bps': 14, 'influence': '6.4', 'creativity': '2.3', 'threat': '2.0', 'ict_index': '1.1', 'starts': 1, 'expected_goals': '0.00', 'expected_assists': '0.01', 'expected_goal_involvements': '0.01', 'expected_goals_conceded': '0.57', 'value': 44, 'transfers_balance': 770, 'selected': 8879, 'transfers_in': 1147, 'transfers_out': 377, 'id': 573, 'name': 'Toti António Gomes', 'cost': 44, 'position': 'DEF', 'home_team': 'Bournemouth', 'away_team': 'Wolves', 'team_x': 'Wolves'}, {'element': 574, 'fixture': 82, 'opponent_team': 'Bournemouth', 'total_points': 1, 'was_home': False, 'kickoff_time': '2023-10-21T14:00:00Z', 'team_h_score': 1, 'team_a_score': 2, 'round': 9, 'minutes': 90, 'goals_scored': 0, 'assists': 0, 'clean_sheets': 0, 'goals_conceded': 1, 'own_goals': 0, 'penalties_saved': 0, 'penalties_missed': 0, 'yellow_cards': 1, 'red_cards': 0, 'saves': 0, 'bonus': 0, 'bps': 12, 'influence': '12.4', 'creativity': '4.4', 'threat': '4.0', 'ict_index': '2.1', 'starts': 1, 'expected_goals': '0.01', 'expected_assists': '0.09', 'expected_goal_involvements': '0.10', 'expected_goals_conceded': '0.61', 'value': 44, 'transfers_balance': -909, 'selected': 47642, 'transfers_in': 2132, 'transfers_out': 3041, 'id': 574, 'name': 'Boubacar Traoré', 'cost': 44, 'position': 'MID', 'home_team': 'Bournemouth', 'away_team': 'Wolves', 'team_x': 'Wolves'}, {'element': 590, 'fixture': 82, 'opponent_team': 'Bournemouth', 'total_points': 7, 'was_home': False, 'kickoff_time': '2023-10-21T14:00:00Z', 'team_h_score': 1, 'team_a_score': 2, 'round': 9, 'minutes': 81, 'goals_scored': 1, 'assists': 0, 'clean_sheets': 0, 'goals_conceded': 1, 'own_goals': 0, 'penalties_saved': 0, 'penalties_missed': 0, 'yellow_cards': 1, 'red_cards': 0, 'saves': 0, 'bonus': 2, 'bps': 28, 'influence': '49.0', 'creativity': '25.4', 'threat': '70.0', 'ict_index': '14.4', 'starts': 1, 'expected_goals': '0.45', 'expected_assists': '0.07', 'expected_goal_involvements': '0.52', 'expected_goals_conceded': '0.57', 'value': 55, 'transfers_balance': 8980, 'selected': 75828, 'transfers_in': 15978, 'transfers_out': 6998, 'id': 590, 'name': 'Matheus Santos Carneiro Da Cunha', 'cost': 55, 'position': 'FWD', 'home_team': 'Bournemouth', 'away_team': 'Wolves', 'team_x': 'Wolves'}, {'element': 598, 'fixture': 82, 'opponent_team': 'Bournemouth', 'total_points': 2, 'was_home': False, 'kickoff_time': '2023-10-21T14:00:00Z', 'team_h_score': 1, 'team_a_score': 2, 'round': 9, 'minutes': 90, 'goals_scored': 0, 'assists': 0, 'clean_sheets': 0, 'goals_conceded': 1, 'own_goals': 0, 'penalties_saved': 0, 'penalties_missed': 0, 'yellow_cards': 0, 'red_cards': 0, 'saves': 0, 'bonus': 0, 'bps': 13, 'influence': '18.4', 'creativity': '38.9', 'threat': '12.0', 'ict_index': '6.9', 'starts': 1, 'expected_goals': '0.00', 'expected_assists': '0.28', 'expected_goal_involvements': '0.28', 'expected_goals_conceded': '0.61', 'value': 43, 'transfers_balance': 993, 'selected': 20352, 'transfers_in': 1966, 'transfers_out': 973, 'id': 598, 'name': 'Matt Doherty', 'cost': 43, 'position': 'DEF', 'home_team': 'Bournemouth', 'away_team': 'Wolves', 'team_x': 'Wolves'}]\n",
            "     element  fixture opponent_team  total_points  was_home  \\\n",
            "0          1       84       Chelsea             0     False   \n",
            "1          2       84       Chelsea             0     False   \n",
            "2          3       84       Chelsea             0     False   \n",
            "3          4       84       Chelsea             0     False   \n",
            "4          5       84       Chelsea             1     False   \n",
            "..       ...      ...           ...           ...       ...   \n",
            "653      572       82   Bournemouth             0     False   \n",
            "654      573       82   Bournemouth             2     False   \n",
            "655      574       82   Bournemouth             1     False   \n",
            "656      590       82   Bournemouth             7     False   \n",
            "657      598       82   Bournemouth             2     False   \n",
            "\n",
            "             kickoff_time  team_h_score  team_a_score  round  minutes  ...  \\\n",
            "0    2023-10-21T16:30:00Z             2             2      9        0  ...   \n",
            "1    2023-10-21T16:30:00Z             2             2      9        0  ...   \n",
            "2    2023-10-21T16:30:00Z             2             2      9        0  ...   \n",
            "3    2023-10-21T16:30:00Z             2             2      9        0  ...   \n",
            "4    2023-10-21T16:30:00Z             2             2      9       90  ...   \n",
            "..                    ...           ...           ...    ...      ...  ...   \n",
            "653  2023-10-21T14:00:00Z             1             2      9        0  ...   \n",
            "654  2023-10-21T14:00:00Z             1             2      9       74  ...   \n",
            "655  2023-10-21T14:00:00Z             1             2      9       90  ...   \n",
            "656  2023-10-21T14:00:00Z             1             2      9       81  ...   \n",
            "657  2023-10-21T14:00:00Z             1             2      9       90  ...   \n",
            "\n",
            "     selected  transfers_in  transfers_out   id  \\\n",
            "0       26039             0           1453    1   \n",
            "1       42211          2986           1814    2   \n",
            "2        8786          1006            682    3   \n",
            "3       12793           313           1175    4   \n",
            "4     1303504        106197          44609    5   \n",
            "..        ...           ...            ...  ...   \n",
            "653     39501          2854           6654  572   \n",
            "654      8879          1147            377  573   \n",
            "655     47642          2132           3041  574   \n",
            "656     75828         15978           6998  590   \n",
            "657     20352          1966            973  598   \n",
            "\n",
            "                                 name  cost  position    home_team  away_team  \\\n",
            "0                     Folarin Balogun    44       FWD      Chelsea    Arsenal   \n",
            "1                 Cédric Alves Soares    39       DEF      Chelsea    Arsenal   \n",
            "2                      Mohamed Elneny    44       MID      Chelsea    Arsenal   \n",
            "3               Fábio Ferreira Vieira    54       MID      Chelsea    Arsenal   \n",
            "4        Gabriel dos Santos Magalhães    47       DEF      Chelsea    Arsenal   \n",
            "..                                ...   ...       ...          ...        ...   \n",
            "653              Nélson Cabral Semedo    45       DEF  Bournemouth     Wolves   \n",
            "654                Toti António Gomes    44       DEF  Bournemouth     Wolves   \n",
            "655                   Boubacar Traoré    44       MID  Bournemouth     Wolves   \n",
            "656  Matheus Santos Carneiro Da Cunha    55       FWD  Bournemouth     Wolves   \n",
            "657                      Matt Doherty    43       DEF  Bournemouth     Wolves   \n",
            "\n",
            "      team_x  \n",
            "0    Arsenal  \n",
            "1    Arsenal  \n",
            "2    Arsenal  \n",
            "3    Arsenal  \n",
            "4    Arsenal  \n",
            "..       ...  \n",
            "653   Wolves  \n",
            "654   Wolves  \n",
            "655   Wolves  \n",
            "656   Wolves  \n",
            "657   Wolves  \n",
            "\n",
            "[658 rows x 43 columns]\n"
          ]
        }
      ],
      "source": [
        "\n",
        "\n",
        "\n",
        "def get_team_name(id):\n",
        "    general_information = requests.get(\n",
        "        \"https://fantasy.premierleague.com/api/bootstrap-static/\"\n",
        "    ).json()\n",
        "    teams = general_information[\"teams\"]\n",
        "    for team in teams:\n",
        "        if team[\"id\"] == id:\n",
        "            return team[\"name\"]\n",
        "\n",
        "\n",
        "def get_player_fixture_info(id):\n",
        "    player_info = requests.get(\n",
        "        f\"https://fantasy.premierleague.com/api/element-summary/{id}/\"\n",
        "    ).json()\n",
        "    fixture = player_info[\"fixtures\"][0]\n",
        "    home_team = get_team_name(fixture[\"team_h\"])\n",
        "    away_team = get_team_name(fixture[\"team_a\"])\n",
        "    kickoff_time = fixture[\"kickoff_time\"]\n",
        "    is_home = fixture[\"is_home\"]\n",
        "    return home_team, away_team, kickoff_time, is_home\n",
        "\n",
        "\n",
        "def get_gameweek_result(id, gameweek):\n",
        "    \"returns a dictionary of the statistics from the gameweek\"\n",
        "    gameweek_results = requests.get(\n",
        "        f\"https://fantasy.premierleague.com/api/element-summary/{id}/\"\n",
        "    ).json()\n",
        "    return gameweek_results[\"history\"][gameweek - 1]\n",
        "\n",
        "\n",
        "def get_player_position(element_type):\n",
        "    general_information = requests.get(\n",
        "        \"https://fantasy.premierleague.com/api/bootstrap-static/\"\n",
        "    ).json()\n",
        "    positions = general_information[\"element_types\"]\n",
        "    for position in positions:\n",
        "        if position[\"id\"] == element_type:\n",
        "            return position[\"singular_name_short\"]\n",
        "\n",
        "\n",
        "general_info = requests.get(\n",
        "    f\"https://fantasy.premierleague.com/api/bootstrap-static/\"\n",
        ").json()\n",
        "player_infos = general_info[\"elements\"]\n",
        "gameweek = 9\n",
        "\n",
        "\"\"\"gameweek_fixture = pd.read_csv(f\"datasets/gw4.csv\")\n",
        "gameweek_fixture = pd.read_csv(\n",
        "       f\"https://raw.githubusercontent.com/vaastav/Fantasy-Premier-League/master/data/2023-24/gws/gw4.csv\"\n",
        "    )\n",
        "\n",
        "print(gameweek_fixture.columns)\n",
        "\n",
        "def get_fixture(matchday, name):\n",
        "    # load week's fixture\n",
        "    global gameweek_fixture\n",
        "    gameweek_fixture_ = gameweek_fixture[gameweek_fixture[\"name\"] == name]\n",
        "    #print(gameweek_fixture_[\"kickoff_time\"].iloc[0])\n",
        "    kickoff_time=gameweek_fixture_[\"kickoff_time\"].iloc[0]\n",
        "    team=gameweek_fixture_[\"team\"].iloc[0]\n",
        "    is_home=gameweek_fixture_[\"was_home\"].iloc[0]\n",
        "    opponent_team=get_team_name(gameweek_fixture_[\"opponent_team\"].iloc[0])\n",
        "    if is_home:\n",
        "        home_team,away_team=team,opponent_team\n",
        "    else:\n",
        "        home_team,away_team=opponent_team,team\n",
        "\n",
        "    return (\n",
        "        home_team,\n",
        "        away_team,\n",
        "        kickoff_time,\n",
        "        is_home\n",
        "    )\"\"\"\n",
        "\n",
        "\n",
        "gameweek_fixture = pd.read_csv(f\"/content/drive/MyDrive/Fplpredict /datasets/2023-24/fixtures/GW{gameweek}.csv\")\n",
        "\n",
        "\n",
        "def get_fixture(matchday, name):\n",
        "    # load week's fixture\n",
        "    global gameweek_fixture\n",
        "    gameweek_fixture_ = gameweek_fixture[gameweek_fixture[\"name\"] == name]\n",
        "    return (\n",
        "        gameweek_fixture_[\"home_team\"].iloc[0],\n",
        "        gameweek_fixture_[\"away_team\"].iloc[0],\n",
        "        gameweek_fixture_[\"kickoff_time\"].iloc[0],\n",
        "        gameweek_fixture_[\"is_home\"].iloc[0],\n",
        "    )\n",
        "\n",
        "# week 6 results\n",
        "all_players = []\n",
        "for player_info in player_infos:\n",
        "    try:\n",
        "        #print(all_players)\n",
        "        id = player_info[\"id\"]\n",
        "        print(id)\n",
        "        name = player_info[\"first_name\"] + \" \" + player_info[\"second_name\"]\n",
        "        team_id = player_info[\"team\"]\n",
        "        cost = player_info[\"now_cost\"]\n",
        "        element_type = player_info[\"element_type\"]\n",
        "        my_team = get_team_name(team_id)\n",
        "        position = get_player_position(element_type)\n",
        "        gameweek_result = get_gameweek_result(id, gameweek)\n",
        "        home_team, away_team, kickoff_time, is_home = get_fixture(gameweek, name)\n",
        "        #print(gameweek_result)\n",
        "        gameweek_result[\"id\"] = id\n",
        "        gameweek_result[\"name\"] = name\n",
        "        gameweek_result[\"cost\"] = cost\n",
        "        gameweek_result[\"position\"] = position\n",
        "        gameweek_result[\"home_team\"] = home_team\n",
        "        gameweek_result[\"away_team\"] = away_team\n",
        "        gameweek_result[\"team_x\"] = my_team\n",
        "        gameweek_result[\"opponent_team\"] = get_team_name(\n",
        "            gameweek_result[\"opponent_team\"]\n",
        "        )\n",
        "        all_players.append(gameweek_result)\n",
        "\n",
        "    except IndexError:\n",
        "        continue\n",
        "\n",
        "# get x week result\n",
        "print(all_players)\n",
        "df = pd.DataFrame(all_players)\n",
        "print(df)"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df"
      ],
      "metadata": {
        "id": "tiTbcwhQfCK8",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 756
        },
        "outputId": "36ea7161-f2b3-4dbd-e532-5348d69a7c8c"
      },
      "execution_count": null,
      "outputs": [
        {
          "data": {
            "text/html": [
              "\n",
              "  <div id=\"df-5ab85d8c-ecfd-4ab5-8179-f19d7b2f0085\" 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",
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              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>element</th>\n",
              "      <th>fixture</th>\n",
              "      <th>opponent_team</th>\n",
              "      <th>total_points</th>\n",
              "      <th>was_home</th>\n",
              "      <th>kickoff_time</th>\n",
              "      <th>team_h_score</th>\n",
              "      <th>team_a_score</th>\n",
              "      <th>round</th>\n",
              "      <th>minutes</th>\n",
              "      <th>...</th>\n",
              "      <th>selected</th>\n",
              "      <th>transfers_in</th>\n",
              "      <th>transfers_out</th>\n",
              "      <th>id</th>\n",
              "      <th>name</th>\n",
              "      <th>cost</th>\n",
              "      <th>position</th>\n",
              "      <th>home_team</th>\n",
              "      <th>away_team</th>\n",
              "      <th>team_x</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>1</td>\n",
              "      <td>84</td>\n",
              "      <td>Chelsea</td>\n",
              "      <td>0</td>\n",
              "      <td>False</td>\n",
              "      <td>2023-10-21T16:30:00Z</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>9</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>26039</td>\n",
              "      <td>0</td>\n",
              "      <td>1453</td>\n",
              "      <td>1</td>\n",
              "      <td>Folarin Balogun</td>\n",
              "      <td>44</td>\n",
              "      <td>FWD</td>\n",
              "      <td>Chelsea</td>\n",
              "      <td>Arsenal</td>\n",
              "      <td>Arsenal</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>2</td>\n",
              "      <td>84</td>\n",
              "      <td>Chelsea</td>\n",
              "      <td>0</td>\n",
              "      <td>False</td>\n",
              "      <td>2023-10-21T16:30:00Z</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>9</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>42211</td>\n",
              "      <td>2986</td>\n",
              "      <td>1814</td>\n",
              "      <td>2</td>\n",
              "      <td>Cédric Alves Soares</td>\n",
              "      <td>39</td>\n",
              "      <td>DEF</td>\n",
              "      <td>Chelsea</td>\n",
              "      <td>Arsenal</td>\n",
              "      <td>Arsenal</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>3</td>\n",
              "      <td>84</td>\n",
              "      <td>Chelsea</td>\n",
              "      <td>0</td>\n",
              "      <td>False</td>\n",
              "      <td>2023-10-21T16:30:00Z</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>9</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>8786</td>\n",
              "      <td>1006</td>\n",
              "      <td>682</td>\n",
              "      <td>3</td>\n",
              "      <td>Mohamed Elneny</td>\n",
              "      <td>44</td>\n",
              "      <td>MID</td>\n",
              "      <td>Chelsea</td>\n",
              "      <td>Arsenal</td>\n",
              "      <td>Arsenal</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>4</td>\n",
              "      <td>84</td>\n",
              "      <td>Chelsea</td>\n",
              "      <td>0</td>\n",
              "      <td>False</td>\n",
              "      <td>2023-10-21T16:30:00Z</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>9</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>12793</td>\n",
              "      <td>313</td>\n",
              "      <td>1175</td>\n",
              "      <td>4</td>\n",
              "      <td>Fábio Ferreira Vieira</td>\n",
              "      <td>54</td>\n",
              "      <td>MID</td>\n",
              "      <td>Chelsea</td>\n",
              "      <td>Arsenal</td>\n",
              "      <td>Arsenal</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>5</td>\n",
              "      <td>84</td>\n",
              "      <td>Chelsea</td>\n",
              "      <td>1</td>\n",
              "      <td>False</td>\n",
              "      <td>2023-10-21T16:30:00Z</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>9</td>\n",
              "      <td>90</td>\n",
              "      <td>...</td>\n",
              "      <td>1303504</td>\n",
              "      <td>106197</td>\n",
              "      <td>44609</td>\n",
              "      <td>5</td>\n",
              "      <td>Gabriel dos Santos Magalhães</td>\n",
              "      <td>47</td>\n",
              "      <td>DEF</td>\n",
              "      <td>Chelsea</td>\n",
              "      <td>Arsenal</td>\n",
              "      <td>Arsenal</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",
              "      <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>653</th>\n",
              "      <td>572</td>\n",
              "      <td>82</td>\n",
              "      <td>Bournemouth</td>\n",
              "      <td>0</td>\n",
              "      <td>False</td>\n",
              "      <td>2023-10-21T14:00:00Z</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>9</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>39501</td>\n",
              "      <td>2854</td>\n",
              "      <td>6654</td>\n",
              "      <td>572</td>\n",
              "      <td>Nélson Cabral Semedo</td>\n",
              "      <td>45</td>\n",
              "      <td>DEF</td>\n",
              "      <td>Bournemouth</td>\n",
              "      <td>Wolves</td>\n",
              "      <td>Wolves</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>654</th>\n",
              "      <td>573</td>\n",
              "      <td>82</td>\n",
              "      <td>Bournemouth</td>\n",
              "      <td>2</td>\n",
              "      <td>False</td>\n",
              "      <td>2023-10-21T14:00:00Z</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>9</td>\n",
              "      <td>74</td>\n",
              "      <td>...</td>\n",
              "      <td>8879</td>\n",
              "      <td>1147</td>\n",
              "      <td>377</td>\n",
              "      <td>573</td>\n",
              "      <td>Toti António Gomes</td>\n",
              "      <td>44</td>\n",
              "      <td>DEF</td>\n",
              "      <td>Bournemouth</td>\n",
              "      <td>Wolves</td>\n",
              "      <td>Wolves</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>655</th>\n",
              "      <td>574</td>\n",
              "      <td>82</td>\n",
              "      <td>Bournemouth</td>\n",
              "      <td>1</td>\n",
              "      <td>False</td>\n",
              "      <td>2023-10-21T14:00:00Z</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>9</td>\n",
              "      <td>90</td>\n",
              "      <td>...</td>\n",
              "      <td>47642</td>\n",
              "      <td>2132</td>\n",
              "      <td>3041</td>\n",
              "      <td>574</td>\n",
              "      <td>Boubacar Traoré</td>\n",
              "      <td>44</td>\n",
              "      <td>MID</td>\n",
              "      <td>Bournemouth</td>\n",
              "      <td>Wolves</td>\n",
              "      <td>Wolves</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>656</th>\n",
              "      <td>590</td>\n",
              "      <td>82</td>\n",
              "      <td>Bournemouth</td>\n",
              "      <td>7</td>\n",
              "      <td>False</td>\n",
              "      <td>2023-10-21T14:00:00Z</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>9</td>\n",
              "      <td>81</td>\n",
              "      <td>...</td>\n",
              "      <td>75828</td>\n",
              "      <td>15978</td>\n",
              "      <td>6998</td>\n",
              "      <td>590</td>\n",
              "      <td>Matheus Santos Carneiro Da Cunha</td>\n",
              "      <td>55</td>\n",
              "      <td>FWD</td>\n",
              "      <td>Bournemouth</td>\n",
              "      <td>Wolves</td>\n",
              "      <td>Wolves</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>657</th>\n",
              "      <td>598</td>\n",
              "      <td>82</td>\n",
              "      <td>Bournemouth</td>\n",
              "      <td>2</td>\n",
              "      <td>False</td>\n",
              "      <td>2023-10-21T14:00:00Z</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>9</td>\n",
              "      <td>90</td>\n",
              "      <td>...</td>\n",
              "      <td>20352</td>\n",
              "      <td>1966</td>\n",
              "      <td>973</td>\n",
              "      <td>598</td>\n",
              "      <td>Matt Doherty</td>\n",
              "      <td>43</td>\n",
              "      <td>DEF</td>\n",
              "      <td>Bournemouth</td>\n",
              "      <td>Wolves</td>\n",
              "      <td>Wolves</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>658 rows × 43 columns</p>\n",
              "</div>\n",
              "    <div class=\"colab-df-buttons\">\n",
              "\n",
              "  <div class=\"colab-df-container\">\n",
              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-5ab85d8c-ecfd-4ab5-8179-f19d7b2f0085')\"\n",
              "            title=\"Convert this dataframe to an interactive table.\"\n",
              "            style=\"display:none;\">\n",
              "\n",
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              "  </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",
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              "\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",
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              "  </style>\n",
              "\n",
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              "        document.querySelector('#df-5ab85d8c-ecfd-4ab5-8179-f19d7b2f0085 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-5ab85d8c-ecfd-4ab5-8179-f19d7b2f0085');\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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              "        docLink.innerHTML = docLinkHtml;\n",
              "        element.appendChild(docLink);\n",
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              "  </div>\n",
              "\n",
              "\n",
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              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-b4556631-d6be-4960-ba5e-2ee1359ee08c')\"\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",
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              "    </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-b4556631-d6be-4960-ba5e-2ee1359ee08c button');\n",
              "      quickchartButtonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "    })();\n",
              "  </script>\n",
              "</div>\n",
              "    </div>\n",
              "  </div>\n"
            ],
            "text/plain": [
              "     element  fixture opponent_team  total_points  was_home  \\\n",
              "0          1       84       Chelsea             0     False   \n",
              "1          2       84       Chelsea             0     False   \n",
              "2          3       84       Chelsea             0     False   \n",
              "3          4       84       Chelsea             0     False   \n",
              "4          5       84       Chelsea             1     False   \n",
              "..       ...      ...           ...           ...       ...   \n",
              "653      572       82   Bournemouth             0     False   \n",
              "654      573       82   Bournemouth             2     False   \n",
              "655      574       82   Bournemouth             1     False   \n",
              "656      590       82   Bournemouth             7     False   \n",
              "657      598       82   Bournemouth             2     False   \n",
              "\n",
              "             kickoff_time  team_h_score  team_a_score  round  minutes  ...  \\\n",
              "0    2023-10-21T16:30:00Z             2             2      9        0  ...   \n",
              "1    2023-10-21T16:30:00Z             2             2      9        0  ...   \n",
              "2    2023-10-21T16:30:00Z             2             2      9        0  ...   \n",
              "3    2023-10-21T16:30:00Z             2             2      9        0  ...   \n",
              "4    2023-10-21T16:30:00Z             2             2      9       90  ...   \n",
              "..                    ...           ...           ...    ...      ...  ...   \n",
              "653  2023-10-21T14:00:00Z             1             2      9        0  ...   \n",
              "654  2023-10-21T14:00:00Z             1             2      9       74  ...   \n",
              "655  2023-10-21T14:00:00Z             1             2      9       90  ...   \n",
              "656  2023-10-21T14:00:00Z             1             2      9       81  ...   \n",
              "657  2023-10-21T14:00:00Z             1             2      9       90  ...   \n",
              "\n",
              "     selected  transfers_in  transfers_out   id  \\\n",
              "0       26039             0           1453    1   \n",
              "1       42211          2986           1814    2   \n",
              "2        8786          1006            682    3   \n",
              "3       12793           313           1175    4   \n",
              "4     1303504        106197          44609    5   \n",
              "..        ...           ...            ...  ...   \n",
              "653     39501          2854           6654  572   \n",
              "654      8879          1147            377  573   \n",
              "655     47642          2132           3041  574   \n",
              "656     75828         15978           6998  590   \n",
              "657     20352          1966            973  598   \n",
              "\n",
              "                                 name  cost  position    home_team  away_team  \\\n",
              "0                     Folarin Balogun    44       FWD      Chelsea    Arsenal   \n",
              "1                 Cédric Alves Soares    39       DEF      Chelsea    Arsenal   \n",
              "2                      Mohamed Elneny    44       MID      Chelsea    Arsenal   \n",
              "3               Fábio Ferreira Vieira    54       MID      Chelsea    Arsenal   \n",
              "4        Gabriel dos Santos Magalhães    47       DEF      Chelsea    Arsenal   \n",
              "..                                ...   ...       ...          ...        ...   \n",
              "653              Nélson Cabral Semedo    45       DEF  Bournemouth     Wolves   \n",
              "654                Toti António Gomes    44       DEF  Bournemouth     Wolves   \n",
              "655                   Boubacar Traoré    44       MID  Bournemouth     Wolves   \n",
              "656  Matheus Santos Carneiro Da Cunha    55       FWD  Bournemouth     Wolves   \n",
              "657                      Matt Doherty    43       DEF  Bournemouth     Wolves   \n",
              "\n",
              "      team_x  \n",
              "0    Arsenal  \n",
              "1    Arsenal  \n",
              "2    Arsenal  \n",
              "3    Arsenal  \n",
              "4    Arsenal  \n",
              "..       ...  \n",
              "653   Wolves  \n",
              "654   Wolves  \n",
              "655   Wolves  \n",
              "656   Wolves  \n",
              "657   Wolves  \n",
              "\n",
              "[658 rows x 43 columns]"
            ]
          },
          "execution_count": 3,
          "metadata": {},
          "output_type": "execute_result"
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df[df[\"team_x\"]==\"Man City\"]"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "BhoWy3rOMlxZ",
        "outputId": "708ad55a-e0ec-4da2-b8d4-67c6f40d40bf"
      },
      "execution_count": null,
      "outputs": [
        {
          "data": {
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              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>element</th>\n",
              "      <th>fixture</th>\n",
              "      <th>opponent_team</th>\n",
              "      <th>total_points</th>\n",
              "      <th>was_home</th>\n",
              "      <th>kickoff_time</th>\n",
              "      <th>team_h_score</th>\n",
              "      <th>team_a_score</th>\n",
              "      <th>round</th>\n",
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              "      <th>...</th>\n",
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              "      <th>transfers_in</th>\n",
              "      <th>transfers_out</th>\n",
              "      <th>id</th>\n",
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              "      <th>cost</th>\n",
              "      <th>position</th>\n",
              "      <th>home_team</th>\n",
              "      <th>away_team</th>\n",
              "      <th>team_x</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>392</th>\n",
              "      <td>341</td>\n",
              "      <td>86</td>\n",
              "      <td>Brighton</td>\n",
              "      <td>-1</td>\n",
              "      <td>True</td>\n",
              "      <td>2023-10-21T14:00:00Z</td>\n",
              "      <td>2</td>\n",
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              "      <td>10173</td>\n",
              "      <td>59847</td>\n",
              "      <td>341</td>\n",
              "      <td>Manuel Akanji</td>\n",
              "      <td>50</td>\n",
              "      <td>DEF</td>\n",
              "      <td>Man City</td>\n",
              "      <td>Brighton</td>\n",
              "      <td>Man City</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>393</th>\n",
              "      <td>342</td>\n",
              "      <td>86</td>\n",
              "      <td>Brighton</td>\n",
              "      <td>1</td>\n",
              "      <td>True</td>\n",
              "      <td>2023-10-21T14:00:00Z</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>9</td>\n",
              "      <td>1</td>\n",
              "      <td>...</td>\n",
              "      <td>628213</td>\n",
              "      <td>14983</td>\n",
              "      <td>31082</td>\n",
              "      <td>342</td>\n",
              "      <td>Nathan Aké</td>\n",
              "      <td>51</td>\n",
              "      <td>DEF</td>\n",
              "      <td>Man City</td>\n",
              "      <td>Brighton</td>\n",
              "      <td>Man City</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>394</th>\n",
              "      <td>343</td>\n",
              "      <td>86</td>\n",
              "      <td>Brighton</td>\n",
              "      <td>9</td>\n",
              "      <td>True</td>\n",
              "      <td>2023-10-21T14:00:00Z</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>9</td>\n",
              "      <td>90</td>\n",
              "      <td>...</td>\n",
              "      <td>3332646</td>\n",
              "      <td>214415</td>\n",
              "      <td>163939</td>\n",
              "      <td>343</td>\n",
              "      <td>Julián Álvarez</td>\n",
              "      <td>71</td>\n",
              "      <td>FWD</td>\n",
              "      <td>Man City</td>\n",
              "      <td>Brighton</td>\n",
              "      <td>Man City</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>395</th>\n",
              "      <td>344</td>\n",
              "      <td>86</td>\n",
              "      <td>Brighton</td>\n",
              "      <td>2</td>\n",
              "      <td>True</td>\n",
              "      <td>2023-10-21T14:00:00Z</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>9</td>\n",
              "      <td>90</td>\n",
              "      <td>...</td>\n",
              "      <td>135308</td>\n",
              "      <td>11121</td>\n",
              "      <td>5042</td>\n",
              "      <td>344</td>\n",
              "      <td>Bernardo Veiga de Carvalho e Silva</td>\n",
              "      <td>63</td>\n",
              "      <td>MID</td>\n",
              "      <td>Man City</td>\n",
              "      <td>Brighton</td>\n",
              "      <td>Man City</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>396</th>\n",
              "      <td>345</td>\n",
              "      <td>86</td>\n",
              "      <td>Brighton</td>\n",
              "      <td>0</td>\n",
              "      <td>True</td>\n",
              "      <td>2023-10-21T14:00:00Z</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>9</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>5477</td>\n",
              "      <td>738</td>\n",
              "      <td>520</td>\n",
              "      <td>345</td>\n",
              "      <td>Oscar Bobb</td>\n",
              "      <td>44</td>\n",
              "      <td>MID</td>\n",
              "      <td>Man City</td>\n",
              "      <td>Brighton</td>\n",
              "      <td>Man City</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>397</th>\n",
              "      <td>346</td>\n",
              "      <td>86</td>\n",
              "      <td>Brighton</td>\n",
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              "      <td>True</td>\n",
              "      <td>2023-10-21T14:00:00Z</td>\n",
              "      <td>2</td>\n",
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              "      <td>116480</td>\n",
              "      <td>0</td>\n",
              "      <td>3049</td>\n",
              "      <td>346</td>\n",
              "      <td>João Cancelo</td>\n",
              "      <td>58</td>\n",
              "      <td>DEF</td>\n",
              "      <td>Man City</td>\n",
              "      <td>Brighton</td>\n",
              "      <td>Man City</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>398</th>\n",
              "      <td>347</td>\n",
              "      <td>86</td>\n",
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              "      <td>2023-10-21T14:00:00Z</td>\n",
              "      <td>2</td>\n",
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              "      <td>435</td>\n",
              "      <td>315</td>\n",
              "      <td>347</td>\n",
              "      <td>Scott Carson</td>\n",
              "      <td>39</td>\n",
              "      <td>GKP</td>\n",
              "      <td>Man City</td>\n",
              "      <td>Brighton</td>\n",
              "      <td>Man City</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>399</th>\n",
              "      <td>348</td>\n",
              "      <td>86</td>\n",
              "      <td>Brighton</td>\n",
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              "      <td>True</td>\n",
              "      <td>2023-10-21T14:00:00Z</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
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              "      <td>37</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>348</td>\n",
              "      <td>Shea Charles</td>\n",
              "      <td>45</td>\n",
              "      <td>MID</td>\n",
              "      <td>Man City</td>\n",
              "      <td>Brighton</td>\n",
              "      <td>Man City</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>400</th>\n",
              "      <td>349</td>\n",
              "      <td>86</td>\n",
              "      <td>Brighton</td>\n",
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              "      <td>2023-10-21T14:00:00Z</td>\n",
              "      <td>2</td>\n",
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              "      <td>168263</td>\n",
              "      <td>492</td>\n",
              "      <td>3452</td>\n",
              "      <td>349</td>\n",
              "      <td>Kevin De Bruyne</td>\n",
              "      <td>102</td>\n",
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              "      <td>Man City</td>\n",
              "      <td>Brighton</td>\n",
              "      <td>Man City</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>401</th>\n",
              "      <td>350</td>\n",
              "      <td>86</td>\n",
              "      <td>Brighton</td>\n",
              "      <td>1</td>\n",
              "      <td>True</td>\n",
              "      <td>2023-10-21T14:00:00Z</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>9</td>\n",
              "      <td>15</td>\n",
              "      <td>...</td>\n",
              "      <td>824475</td>\n",
              "      <td>19195</td>\n",
              "      <td>32912</td>\n",
              "      <td>350</td>\n",
              "      <td>Rúben Gato Alves Dias</td>\n",
              "      <td>55</td>\n",
              "      <td>DEF</td>\n",
              "      <td>Man City</td>\n",
              "      <td>Brighton</td>\n",
              "      <td>Man City</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>402</th>\n",
              "      <td>352</td>\n",
              "      <td>86</td>\n",
              "      <td>Brighton</td>\n",
              "      <td>0</td>\n",
              "      <td>True</td>\n",
              "      <td>2023-10-21T14:00:00Z</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>9</td>\n",
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              "      <td>...</td>\n",
              "      <td>1927616</td>\n",
              "      <td>17069</td>\n",
              "      <td>75998</td>\n",
              "      <td>352</td>\n",
              "      <td>Ederson Santana de Moraes</td>\n",
              "      <td>56</td>\n",
              "      <td>GKP</td>\n",
              "      <td>Man City</td>\n",
              "      <td>Brighton</td>\n",
              "      <td>Man City</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>403</th>\n",
              "      <td>353</td>\n",
              "      <td>86</td>\n",
              "      <td>Brighton</td>\n",
              "      <td>2</td>\n",
              "      <td>True</td>\n",
              "      <td>2023-10-21T14:00:00Z</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>9</td>\n",
              "      <td>90</td>\n",
              "      <td>...</td>\n",
              "      <td>1196690</td>\n",
              "      <td>38958</td>\n",
              "      <td>110289</td>\n",
              "      <td>353</td>\n",
              "      <td>Phil Foden</td>\n",
              "      <td>76</td>\n",
              "      <td>MID</td>\n",
              "      <td>Man City</td>\n",
              "      <td>Brighton</td>\n",
              "      <td>Man City</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>404</th>\n",
              "      <td>354</td>\n",
              "      <td>86</td>\n",
              "      <td>Brighton</td>\n",
              "      <td>0</td>\n",
              "      <td>True</td>\n",
              "      <td>2023-10-21T14:00:00Z</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>9</td>\n",
              "      <td>15</td>\n",
              "      <td>...</td>\n",
              "      <td>180600</td>\n",
              "      <td>2351</td>\n",
              "      <td>8543</td>\n",
              "      <td>354</td>\n",
              "      <td>Jack Grealish</td>\n",
              "      <td>73</td>\n",
              "      <td>MID</td>\n",
              "      <td>Man City</td>\n",
              "      <td>Brighton</td>\n",
              "      <td>Man City</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>405</th>\n",
              "      <td>355</td>\n",
              "      <td>86</td>\n",
              "      <td>Brighton</td>\n",
              "      <td>8</td>\n",
              "      <td>True</td>\n",
              "      <td>2023-10-21T14:00:00Z</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>9</td>\n",
              "      <td>90</td>\n",
              "      <td>...</td>\n",
              "      <td>8880074</td>\n",
              "      <td>40373</td>\n",
              "      <td>236128</td>\n",
              "      <td>355</td>\n",
              "      <td>Erling Haaland</td>\n",
              "      <td>140</td>\n",
              "      <td>FWD</td>\n",
              "      <td>Man City</td>\n",
              "      <td>Brighton</td>\n",
              "      <td>Man City</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>406</th>\n",
              "      <td>356</td>\n",
              "      <td>86</td>\n",
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              "      <td>2023-10-21T14:00:00Z</td>\n",
              "      <td>2</td>\n",
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              "      <td>0</td>\n",
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              "      <td>49289</td>\n",
              "      <td>1412</td>\n",
              "      <td>2938</td>\n",
              "      <td>356</td>\n",
              "      <td>Mateo Kovačić</td>\n",
              "      <td>49</td>\n",
              "      <td>MID</td>\n",
              "      <td>Man City</td>\n",
              "      <td>Brighton</td>\n",
              "      <td>Man City</td>\n",
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              "    <tr>\n",
              "      <th>407</th>\n",
              "      <td>357</td>\n",
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              "      <td>2023-10-21T14:00:00Z</td>\n",
              "      <td>2</td>\n",
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              "      <td>0</td>\n",
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              "      <td>11994</td>\n",
              "      <td>0</td>\n",
              "      <td>315</td>\n",
              "      <td>357</td>\n",
              "      <td>Aymeric Laporte</td>\n",
              "      <td>49</td>\n",
              "      <td>DEF</td>\n",
              "      <td>Man City</td>\n",
              "      <td>Brighton</td>\n",
              "      <td>Man City</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>408</th>\n",
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              "      <td>2023-10-21T14:00:00Z</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
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              "      <td>...</td>\n",
              "      <td>37485</td>\n",
              "      <td>9649</td>\n",
              "      <td>2788</td>\n",
              "      <td>358</td>\n",
              "      <td>Rico Lewis</td>\n",
              "      <td>43</td>\n",
              "      <td>DEF</td>\n",
              "      <td>Man City</td>\n",
              "      <td>Brighton</td>\n",
              "      <td>Man City</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>409</th>\n",
              "      <td>359</td>\n",
              "      <td>86</td>\n",
              "      <td>Brighton</td>\n",
              "      <td>0</td>\n",
              "      <td>True</td>\n",
              "      <td>2023-10-21T14:00:00Z</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>9</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>4479</td>\n",
              "      <td>0</td>\n",
              "      <td>57</td>\n",
              "      <td>359</td>\n",
              "      <td>Riyad Mahrez</td>\n",
              "      <td>75</td>\n",
              "      <td>MID</td>\n",
              "      <td>Man City</td>\n",
              "      <td>Brighton</td>\n",
              "      <td>Man City</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>410</th>\n",
              "      <td>361</td>\n",
              "      <td>86</td>\n",
              "      <td>Brighton</td>\n",
              "      <td>2</td>\n",
              "      <td>True</td>\n",
              "      <td>2023-10-21T14:00:00Z</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>9</td>\n",
              "      <td>90</td>\n",
              "      <td>...</td>\n",
              "      <td>71313</td>\n",
              "      <td>2293</td>\n",
              "      <td>2751</td>\n",
              "      <td>361</td>\n",
              "      <td>Stefan Ortega Moreno</td>\n",
              "      <td>39</td>\n",
              "      <td>GKP</td>\n",
              "      <td>Man City</td>\n",
              "      <td>Brighton</td>\n",
              "      <td>Man City</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>411</th>\n",
              "      <td>363</td>\n",
              "      <td>86</td>\n",
              "      <td>Brighton</td>\n",
              "      <td>0</td>\n",
              "      <td>True</td>\n",
              "      <td>2023-10-21T14:00:00Z</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>9</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>1166</td>\n",
              "      <td>0</td>\n",
              "      <td>39</td>\n",
              "      <td>363</td>\n",
              "      <td>Máximo Perrone</td>\n",
              "      <td>44</td>\n",
              "      <td>MID</td>\n",
              "      <td>Man City</td>\n",
              "      <td>Brighton</td>\n",
              "      <td>Man City</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>412</th>\n",
              "      <td>364</td>\n",
              "      <td>86</td>\n",
              "      <td>Brighton</td>\n",
              "      <td>0</td>\n",
              "      <td>True</td>\n",
              "      <td>2023-10-21T14:00:00Z</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>9</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>4159</td>\n",
              "      <td>119</td>\n",
              "      <td>256</td>\n",
              "      <td>364</td>\n",
              "      <td>Kalvin Phillips</td>\n",
              "      <td>48</td>\n",
              "      <td>MID</td>\n",
              "      <td>Man City</td>\n",
              "      <td>Brighton</td>\n",
              "      <td>Man City</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>413</th>\n",
              "      <td>365</td>\n",
              "      <td>86</td>\n",
              "      <td>Brighton</td>\n",
              "      <td>1</td>\n",
              "      <td>True</td>\n",
              "      <td>2023-10-21T14:00:00Z</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>9</td>\n",
              "      <td>90</td>\n",
              "      <td>...</td>\n",
              "      <td>598920</td>\n",
              "      <td>26616</td>\n",
              "      <td>27305</td>\n",
              "      <td>365</td>\n",
              "      <td>Rodrigo Hernandez</td>\n",
              "      <td>56</td>\n",
              "      <td>MID</td>\n",
              "      <td>Man City</td>\n",
              "      <td>Brighton</td>\n",
              "      <td>Man City</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>414</th>\n",
              "      <td>366</td>\n",
              "      <td>86</td>\n",
              "      <td>Brighton</td>\n",
              "      <td>0</td>\n",
              "      <td>True</td>\n",
              "      <td>2023-10-21T14:00:00Z</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>9</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>120319</td>\n",
              "      <td>8580</td>\n",
              "      <td>7030</td>\n",
              "      <td>366</td>\n",
              "      <td>Sergio Gómez</td>\n",
              "      <td>39</td>\n",
              "      <td>DEF</td>\n",
              "      <td>Man City</td>\n",
              "      <td>Brighton</td>\n",
              "      <td>Man City</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>415</th>\n",
              "      <td>367</td>\n",
              "      <td>86</td>\n",
              "      <td>Brighton</td>\n",
              "      <td>0</td>\n",
              "      <td>True</td>\n",
              "      <td>2023-10-21T14:00:00Z</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>9</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>20826</td>\n",
              "      <td>1231</td>\n",
              "      <td>840</td>\n",
              "      <td>367</td>\n",
              "      <td>Zack Steffen</td>\n",
              "      <td>39</td>\n",
              "      <td>GKP</td>\n",
              "      <td>Man City</td>\n",
              "      <td>Brighton</td>\n",
              "      <td>Man City</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>416</th>\n",
              "      <td>368</td>\n",
              "      <td>86</td>\n",
              "      <td>Brighton</td>\n",
              "      <td>2</td>\n",
              "      <td>True</td>\n",
              "      <td>2023-10-21T14:00:00Z</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>9</td>\n",
              "      <td>74</td>\n",
              "      <td>...</td>\n",
              "      <td>323289</td>\n",
              "      <td>10125</td>\n",
              "      <td>7055</td>\n",
              "      <td>368</td>\n",
              "      <td>John Stones</td>\n",
              "      <td>53</td>\n",
              "      <td>DEF</td>\n",
              "      <td>Man City</td>\n",
              "      <td>Brighton</td>\n",
              "      <td>Man City</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>417</th>\n",
              "      <td>369</td>\n",
              "      <td>86</td>\n",
              "      <td>Brighton</td>\n",
              "      <td>2</td>\n",
              "      <td>True</td>\n",
              "      <td>2023-10-21T14:00:00Z</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>9</td>\n",
              "      <td>90</td>\n",
              "      <td>...</td>\n",
              "      <td>1669338</td>\n",
              "      <td>85548</td>\n",
              "      <td>65455</td>\n",
              "      <td>369</td>\n",
              "      <td>Kyle Walker</td>\n",
              "      <td>53</td>\n",
              "      <td>DEF</td>\n",
              "      <td>Man City</td>\n",
              "      <td>Brighton</td>\n",
              "      <td>Man City</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>418</th>\n",
              "      <td>566</td>\n",
              "      <td>86</td>\n",
              "      <td>Brighton</td>\n",
              "      <td>0</td>\n",
              "      <td>True</td>\n",
              "      <td>2023-10-21T14:00:00Z</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>9</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>17661</td>\n",
              "      <td>1069</td>\n",
              "      <td>2635</td>\n",
              "      <td>566</td>\n",
              "      <td>Matheus Luiz Nunes</td>\n",
              "      <td>50</td>\n",
              "      <td>MID</td>\n",
              "      <td>Man City</td>\n",
              "      <td>Brighton</td>\n",
              "      <td>Man City</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>419</th>\n",
              "      <td>616</td>\n",
              "      <td>86</td>\n",
              "      <td>Brighton</td>\n",
              "      <td>2</td>\n",
              "      <td>True</td>\n",
              "      <td>2023-10-21T14:00:00Z</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>9</td>\n",
              "      <td>90</td>\n",
              "      <td>...</td>\n",
              "      <td>467479</td>\n",
              "      <td>16552</td>\n",
              "      <td>31515</td>\n",
              "      <td>616</td>\n",
              "      <td>Joško Gvardiol</td>\n",
              "      <td>50</td>\n",
              "      <td>DEF</td>\n",
              "      <td>Man City</td>\n",
              "      <td>Brighton</td>\n",
              "      <td>Man City</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>28 rows × 43 columns</p>\n",
              "</div>\n",
              "    <div class=\"colab-df-buttons\">\n",
              "\n",
              "  <div class=\"colab-df-container\">\n",
              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-fd606df5-b7f4-42a8-a8d4-d66812881c52')\"\n",
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              "            style=\"display:none;\">\n",
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              "\n",
              "  <style>\n",
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              "      display:flex;\n",
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              "      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",
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              "\n",
              "    .colab-df-buttons div {\n",
              "      margin-bottom: 4px;\n",
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              "\n",
              "    [theme=dark] .colab-df-convert {\n",
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              "\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",
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              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      async function convertToInteractive(key) {\n",
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              "          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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              "        docLink.innerHTML = docLinkHtml;\n",
              "        element.appendChild(docLink);\n",
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              "\n",
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              "            style=\"display:none;\">\n",
              "\n",
              "<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
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              "    </g>\n",
              "</svg>\n",
              "  </button>\n",
              "\n",
              "<style>\n",
              "  .colab-df-quickchart {\n",
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              "      --fill-color: #1967D2;\n",
              "      --hover-bg-color: #E2EBFA;\n",
              "      --hover-fill-color: #174EA6;\n",
              "      --disabled-fill-color: #AAA;\n",
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              "  }\n",
              "\n",
              "  [theme=dark] .colab-df-quickchart {\n",
              "      --bg-color: #3B4455;\n",
              "      --fill-color: #D2E3FC;\n",
              "      --hover-bg-color: #434B5C;\n",
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              "      --disabled-fill-color: #666;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart {\n",
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              "    border-radius: 50%;\n",
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              "    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",
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              "      border-left-color: var(--fill-color);\n",
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              "    }\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",
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              "      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",
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              "    (() => {\n",
              "      let quickchartButtonEl =\n",
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              "      quickchartButtonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "    })();\n",
              "  </script>\n",
              "</div>\n",
              "    </div>\n",
              "  </div>\n"
            ],
            "text/plain": [
              "     element  fixture opponent_team  total_points  was_home  \\\n",
              "392      341       86      Brighton            -1      True   \n",
              "393      342       86      Brighton             1      True   \n",
              "394      343       86      Brighton             9      True   \n",
              "395      344       86      Brighton             2      True   \n",
              "396      345       86      Brighton             0      True   \n",
              "397      346       86      Brighton             0      True   \n",
              "398      347       86      Brighton             0      True   \n",
              "399      348       86      Brighton             0      True   \n",
              "400      349       86      Brighton             0      True   \n",
              "401      350       86      Brighton             1      True   \n",
              "402      352       86      Brighton             0      True   \n",
              "403      353       86      Brighton             2      True   \n",
              "404      354       86      Brighton             0      True   \n",
              "405      355       86      Brighton             8      True   \n",
              "406      356       86      Brighton             0      True   \n",
              "407      357       86      Brighton             0      True   \n",
              "408      358       86      Brighton             0      True   \n",
              "409      359       86      Brighton             0      True   \n",
              "410      361       86      Brighton             2      True   \n",
              "411      363       86      Brighton             0      True   \n",
              "412      364       86      Brighton             0      True   \n",
              "413      365       86      Brighton             1      True   \n",
              "414      366       86      Brighton             0      True   \n",
              "415      367       86      Brighton             0      True   \n",
              "416      368       86      Brighton             2      True   \n",
              "417      369       86      Brighton             2      True   \n",
              "418      566       86      Brighton             0      True   \n",
              "419      616       86      Brighton             2      True   \n",
              "\n",
              "             kickoff_time  team_h_score  team_a_score  round  minutes  ...  \\\n",
              "392  2023-10-21T14:00:00Z             2             1      9       90  ...   \n",
              "393  2023-10-21T14:00:00Z             2             1      9        1  ...   \n",
              "394  2023-10-21T14:00:00Z             2             1      9       90  ...   \n",
              "395  2023-10-21T14:00:00Z             2             1      9       90  ...   \n",
              "396  2023-10-21T14:00:00Z             2             1      9        0  ...   \n",
              "397  2023-10-21T14:00:00Z             2             1      9        0  ...   \n",
              "398  2023-10-21T14:00:00Z             2             1      9        0  ...   \n",
              "399  2023-10-21T14:00:00Z             2             1      9        0  ...   \n",
              "400  2023-10-21T14:00:00Z             2             1      9        0  ...   \n",
              "401  2023-10-21T14:00:00Z             2             1      9       15  ...   \n",
              "402  2023-10-21T14:00:00Z             2             1      9        0  ...   \n",
              "403  2023-10-21T14:00:00Z             2             1      9       90  ...   \n",
              "404  2023-10-21T14:00:00Z             2             1      9       15  ...   \n",
              "405  2023-10-21T14:00:00Z             2             1      9       90  ...   \n",
              "406  2023-10-21T14:00:00Z             2             1      9        0  ...   \n",
              "407  2023-10-21T14:00:00Z             2             1      9        0  ...   \n",
              "408  2023-10-21T14:00:00Z             2             1      9        0  ...   \n",
              "409  2023-10-21T14:00:00Z             2             1      9        0  ...   \n",
              "410  2023-10-21T14:00:00Z             2             1      9       90  ...   \n",
              "411  2023-10-21T14:00:00Z             2             1      9        0  ...   \n",
              "412  2023-10-21T14:00:00Z             2             1      9        0  ...   \n",
              "413  2023-10-21T14:00:00Z             2             1      9       90  ...   \n",
              "414  2023-10-21T14:00:00Z             2             1      9        0  ...   \n",
              "415  2023-10-21T14:00:00Z             2             1      9        0  ...   \n",
              "416  2023-10-21T14:00:00Z             2             1      9       74  ...   \n",
              "417  2023-10-21T14:00:00Z             2             1      9       90  ...   \n",
              "418  2023-10-21T14:00:00Z             2             1      9        0  ...   \n",
              "419  2023-10-21T14:00:00Z             2             1      9       90  ...   \n",
              "\n",
              "     selected  transfers_in  transfers_out   id  \\\n",
              "392    720853         10173          59847  341   \n",
              "393    628213         14983          31082  342   \n",
              "394   3332646        214415         163939  343   \n",
              "395    135308         11121           5042  344   \n",
              "396      5477           738            520  345   \n",
              "397    116480             0           3049  346   \n",
              "398      9098           435            315  347   \n",
              "399        37             0              1  348   \n",
              "400    168263           492           3452  349   \n",
              "401    824475         19195          32912  350   \n",
              "402   1927616         17069          75998  352   \n",
              "403   1196690         38958         110289  353   \n",
              "404    180600          2351           8543  354   \n",
              "405   8880074         40373         236128  355   \n",
              "406     49289          1412           2938  356   \n",
              "407     11994             0            315  357   \n",
              "408     37485          9649           2788  358   \n",
              "409      4479             0             57  359   \n",
              "410     71313          2293           2751  361   \n",
              "411      1166             0             39  363   \n",
              "412      4159           119            256  364   \n",
              "413    598920         26616          27305  365   \n",
              "414    120319          8580           7030  366   \n",
              "415     20826          1231            840  367   \n",
              "416    323289         10125           7055  368   \n",
              "417   1669338         85548          65455  369   \n",
              "418     17661          1069           2635  566   \n",
              "419    467479         16552          31515  616   \n",
              "\n",
              "                                   name  cost  position  home_team  away_team  \\\n",
              "392                       Manuel Akanji    50       DEF   Man City   Brighton   \n",
              "393                          Nathan Aké    51       DEF   Man City   Brighton   \n",
              "394                      Julián Álvarez    71       FWD   Man City   Brighton   \n",
              "395  Bernardo Veiga de Carvalho e Silva    63       MID   Man City   Brighton   \n",
              "396                          Oscar Bobb    44       MID   Man City   Brighton   \n",
              "397                        João Cancelo    58       DEF   Man City   Brighton   \n",
              "398                        Scott Carson    39       GKP   Man City   Brighton   \n",
              "399                        Shea Charles    45       MID   Man City   Brighton   \n",
              "400                     Kevin De Bruyne   102       MID   Man City   Brighton   \n",
              "401               Rúben Gato Alves Dias    55       DEF   Man City   Brighton   \n",
              "402           Ederson Santana de Moraes    56       GKP   Man City   Brighton   \n",
              "403                          Phil Foden    76       MID   Man City   Brighton   \n",
              "404                       Jack Grealish    73       MID   Man City   Brighton   \n",
              "405                      Erling Haaland   140       FWD   Man City   Brighton   \n",
              "406                       Mateo Kovačić    49       MID   Man City   Brighton   \n",
              "407                     Aymeric Laporte    49       DEF   Man City   Brighton   \n",
              "408                          Rico Lewis    43       DEF   Man City   Brighton   \n",
              "409                        Riyad Mahrez    75       MID   Man City   Brighton   \n",
              "410                Stefan Ortega Moreno    39       GKP   Man City   Brighton   \n",
              "411                      Máximo Perrone    44       MID   Man City   Brighton   \n",
              "412                     Kalvin Phillips    48       MID   Man City   Brighton   \n",
              "413                   Rodrigo Hernandez    56       MID   Man City   Brighton   \n",
              "414                        Sergio Gómez    39       DEF   Man City   Brighton   \n",
              "415                        Zack Steffen    39       GKP   Man City   Brighton   \n",
              "416                         John Stones    53       DEF   Man City   Brighton   \n",
              "417                         Kyle Walker    53       DEF   Man City   Brighton   \n",
              "418                  Matheus Luiz Nunes    50       MID   Man City   Brighton   \n",
              "419                      Joško Gvardiol    50       DEF   Man City   Brighton   \n",
              "\n",
              "       team_x  \n",
              "392  Man City  \n",
              "393  Man City  \n",
              "394  Man City  \n",
              "395  Man City  \n",
              "396  Man City  \n",
              "397  Man City  \n",
              "398  Man City  \n",
              "399  Man City  \n",
              "400  Man City  \n",
              "401  Man City  \n",
              "402  Man City  \n",
              "403  Man City  \n",
              "404  Man City  \n",
              "405  Man City  \n",
              "406  Man City  \n",
              "407  Man City  \n",
              "408  Man City  \n",
              "409  Man City  \n",
              "410  Man City  \n",
              "411  Man City  \n",
              "412  Man City  \n",
              "413  Man City  \n",
              "414  Man City  \n",
              "415  Man City  \n",
              "416  Man City  \n",
              "417  Man City  \n",
              "418  Man City  \n",
              "419  Man City  \n",
              "\n",
              "[28 rows x 43 columns]"
            ]
          },
          "execution_count": 4,
          "metadata": {},
          "output_type": "execute_result"
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df[df[\"team_x\"]==\"Burnley\"]"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "OqFJgdbHhWjT",
        "outputId": "c531e80a-bc19-405a-f309-5555896038d9"
      },
      "execution_count": null,
      "outputs": [
        {
          "data": {
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              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>element</th>\n",
              "      <th>fixture</th>\n",
              "      <th>opponent_team</th>\n",
              "      <th>total_points</th>\n",
              "      <th>was_home</th>\n",
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              "      <th>cost</th>\n",
              "      <th>position</th>\n",
              "      <th>home_team</th>\n",
              "      <th>away_team</th>\n",
              "      <th>team_x</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>162</th>\n",
              "      <td>156</td>\n",
              "      <td>83</td>\n",
              "      <td>Brentford</td>\n",
              "      <td>0</td>\n",
              "      <td>False</td>\n",
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              "      <td>369</td>\n",
              "      <td>650</td>\n",
              "      <td>156</td>\n",
              "      <td>Enock Agyei</td>\n",
              "      <td>44</td>\n",
              "      <td>MID</td>\n",
              "      <td>Brentford</td>\n",
              "      <td>Burnley</td>\n",
              "      <td>Burnley</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>163</th>\n",
              "      <td>157</td>\n",
              "      <td>83</td>\n",
              "      <td>Brentford</td>\n",
              "      <td>1</td>\n",
              "      <td>False</td>\n",
              "      <td>2023-10-21T14:00:00Z</td>\n",
              "      <td>3</td>\n",
              "      <td>0</td>\n",
              "      <td>9</td>\n",
              "      <td>90</td>\n",
              "      <td>...</td>\n",
              "      <td>78714</td>\n",
              "      <td>3832</td>\n",
              "      <td>9270</td>\n",
              "      <td>157</td>\n",
              "      <td>Ameen Al-Dakhil</td>\n",
              "      <td>40</td>\n",
              "      <td>DEF</td>\n",
              "      <td>Brentford</td>\n",
              "      <td>Burnley</td>\n",
              "      <td>Burnley</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>164</th>\n",
              "      <td>158</td>\n",
              "      <td>83</td>\n",
              "      <td>Brentford</td>\n",
              "      <td>0</td>\n",
              "      <td>False</td>\n",
              "      <td>2023-10-21T14:00:00Z</td>\n",
              "      <td>3</td>\n",
              "      <td>0</td>\n",
              "      <td>9</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>1661</td>\n",
              "      <td>0</td>\n",
              "      <td>98</td>\n",
              "      <td>158</td>\n",
              "      <td>Samuel Bastien</td>\n",
              "      <td>49</td>\n",
              "      <td>MID</td>\n",
              "      <td>Brentford</td>\n",
              "      <td>Burnley</td>\n",
              "      <td>Burnley</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>165</th>\n",
              "      <td>159</td>\n",
              "      <td>83</td>\n",
              "      <td>Brentford</td>\n",
              "      <td>0</td>\n",
              "      <td>False</td>\n",
              "      <td>2023-10-21T14:00:00Z</td>\n",
              "      <td>3</td>\n",
              "      <td>0</td>\n",
              "      <td>9</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>7563</td>\n",
              "      <td>40</td>\n",
              "      <td>616</td>\n",
              "      <td>159</td>\n",
              "      <td>Manuel Benson Hedilazio</td>\n",
              "      <td>52</td>\n",
              "      <td>MID</td>\n",
              "      <td>Brentford</td>\n",
              "      <td>Burnley</td>\n",
              "      <td>Burnley</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>166</th>\n",
              "      <td>160</td>\n",
              "      <td>83</td>\n",
              "      <td>Brentford</td>\n",
              "      <td>0</td>\n",
              "      <td>False</td>\n",
              "      <td>2023-10-21T14:00:00Z</td>\n",
              "      <td>3</td>\n",
              "      <td>0</td>\n",
              "      <td>9</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>211111</td>\n",
              "      <td>655</td>\n",
              "      <td>41754</td>\n",
              "      <td>160</td>\n",
              "      <td>Jordan Beyer</td>\n",
              "      <td>40</td>\n",
              "      <td>DEF</td>\n",
              "      <td>Brentford</td>\n",
              "      <td>Burnley</td>\n",
              "      <td>Burnley</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>167</th>\n",
              "      <td>161</td>\n",
              "      <td>83</td>\n",
              "      <td>Brentford</td>\n",
              "      <td>1</td>\n",
              "      <td>False</td>\n",
              "      <td>2023-10-21T14:00:00Z</td>\n",
              "      <td>3</td>\n",
              "      <td>0</td>\n",
              "      <td>9</td>\n",
              "      <td>24</td>\n",
              "      <td>...</td>\n",
              "      <td>18627</td>\n",
              "      <td>1190</td>\n",
              "      <td>2269</td>\n",
              "      <td>161</td>\n",
              "      <td>Josh Brownhill</td>\n",
              "      <td>48</td>\n",
              "      <td>MID</td>\n",
              "      <td>Brentford</td>\n",
              "      <td>Burnley</td>\n",
              "      <td>Burnley</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>168</th>\n",
              "      <td>162</td>\n",
              "      <td>83</td>\n",
              "      <td>Brentford</td>\n",
              "      <td>0</td>\n",
              "      <td>False</td>\n",
              "      <td>2023-10-21T14:00:00Z</td>\n",
              "      <td>3</td>\n",
              "      <td>0</td>\n",
              "      <td>9</td>\n",
              "      <td>0</td>\n",
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              "      <td>2060</td>\n",
              "      <td>192</td>\n",
              "      <td>118</td>\n",
              "      <td>162</td>\n",
              "      <td>Darko Churlinov</td>\n",
              "      <td>44</td>\n",
              "      <td>MID</td>\n",
              "      <td>Brentford</td>\n",
              "      <td>Burnley</td>\n",
              "      <td>Burnley</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>169</th>\n",
              "      <td>163</td>\n",
              "      <td>83</td>\n",
              "      <td>Brentford</td>\n",
              "      <td>0</td>\n",
              "      <td>False</td>\n",
              "      <td>2023-10-21T14:00:00Z</td>\n",
              "      <td>3</td>\n",
              "      <td>0</td>\n",
              "      <td>9</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>2297</td>\n",
              "      <td>53</td>\n",
              "      <td>86</td>\n",
              "      <td>163</td>\n",
              "      <td>Jack Cork</td>\n",
              "      <td>48</td>\n",
              "      <td>MID</td>\n",
              "      <td>Brentford</td>\n",
              "      <td>Burnley</td>\n",
              "      <td>Burnley</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>170</th>\n",
              "      <td>164</td>\n",
              "      <td>83</td>\n",
              "      <td>Brentford</td>\n",
              "      <td>0</td>\n",
              "      <td>False</td>\n",
              "      <td>2023-10-21T14:00:00Z</td>\n",
              "      <td>3</td>\n",
              "      <td>0</td>\n",
              "      <td>9</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>1190</td>\n",
              "      <td>0</td>\n",
              "      <td>49</td>\n",
              "      <td>164</td>\n",
              "      <td>Dara Costelloe</td>\n",
              "      <td>45</td>\n",
              "      <td>MID</td>\n",
              "      <td>Brentford</td>\n",
              "      <td>Burnley</td>\n",
              "      <td>Burnley</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>171</th>\n",
              "      <td>165</td>\n",
              "      <td>83</td>\n",
              "      <td>Brentford</td>\n",
              "      <td>1</td>\n",
              "      <td>False</td>\n",
              "      <td>2023-10-21T14:00:00Z</td>\n",
              "      <td>3</td>\n",
              "      <td>0</td>\n",
              "      <td>9</td>\n",
              "      <td>90</td>\n",
              "      <td>...</td>\n",
              "      <td>8697</td>\n",
              "      <td>318</td>\n",
              "      <td>985</td>\n",
              "      <td>165</td>\n",
              "      <td>Josh Cullen</td>\n",
              "      <td>50</td>\n",
              "      <td>MID</td>\n",
              "      <td>Brentford</td>\n",
              "      <td>Burnley</td>\n",
              "      <td>Burnley</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>172</th>\n",
              "      <td>166</td>\n",
              "      <td>83</td>\n",
              "      <td>Brentford</td>\n",
              "      <td>0</td>\n",
              "      <td>False</td>\n",
              "      <td>2023-10-21T14:00:00Z</td>\n",
              "      <td>3</td>\n",
              "      <td>0</td>\n",
              "      <td>9</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>22553</td>\n",
              "      <td>1470</td>\n",
              "      <td>990</td>\n",
              "      <td>166</td>\n",
              "      <td>CJ Egan-Riley</td>\n",
              "      <td>39</td>\n",
              "      <td>DEF</td>\n",
              "      <td>Brentford</td>\n",
              "      <td>Burnley</td>\n",
              "      <td>Burnley</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>173</th>\n",
              "      <td>167</td>\n",
              "      <td>83</td>\n",
              "      <td>Brentford</td>\n",
              "      <td>0</td>\n",
              "      <td>False</td>\n",
              "      <td>2023-10-21T14:00:00Z</td>\n",
              "      <td>3</td>\n",
              "      <td>0</td>\n",
              "      <td>9</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>11985</td>\n",
              "      <td>376</td>\n",
              "      <td>791</td>\n",
              "      <td>167</td>\n",
              "      <td>Hjalmar Ekdal</td>\n",
              "      <td>39</td>\n",
              "      <td>DEF</td>\n",
              "      <td>Brentford</td>\n",
              "      <td>Burnley</td>\n",
              "      <td>Burnley</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>174</th>\n",
              "      <td>168</td>\n",
              "      <td>83</td>\n",
              "      <td>Brentford</td>\n",
              "      <td>2</td>\n",
              "      <td>False</td>\n",
              "      <td>2023-10-21T14:00:00Z</td>\n",
              "      <td>3</td>\n",
              "      <td>0</td>\n",
              "      <td>9</td>\n",
              "      <td>90</td>\n",
              "      <td>...</td>\n",
              "      <td>146586</td>\n",
              "      <td>69983</td>\n",
              "      <td>12884</td>\n",
              "      <td>168</td>\n",
              "      <td>Lyle Foster</td>\n",
              "      <td>50</td>\n",
              "      <td>FWD</td>\n",
              "      <td>Brentford</td>\n",
              "      <td>Burnley</td>\n",
              "      <td>Burnley</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>175</th>\n",
              "      <td>169</td>\n",
              "      <td>83</td>\n",
              "      <td>Brentford</td>\n",
              "      <td>0</td>\n",
              "      <td>False</td>\n",
              "      <td>2023-10-21T14:00:00Z</td>\n",
              "      <td>3</td>\n",
              "      <td>0</td>\n",
              "      <td>9</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>15894</td>\n",
              "      <td>1550</td>\n",
              "      <td>584</td>\n",
              "      <td>169</td>\n",
              "      <td>Denis Franchi</td>\n",
              "      <td>39</td>\n",
              "      <td>GKP</td>\n",
              "      <td>Brentford</td>\n",
              "      <td>Burnley</td>\n",
              "      <td>Burnley</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>176</th>\n",
              "      <td>170</td>\n",
              "      <td>83</td>\n",
              "      <td>Brentford</td>\n",
              "      <td>0</td>\n",
              "      <td>False</td>\n",
              "      <td>2023-10-21T14:00:00Z</td>\n",
              "      <td>3</td>\n",
              "      <td>0</td>\n",
              "      <td>9</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>2411</td>\n",
              "      <td>34</td>\n",
              "      <td>281</td>\n",
              "      <td>170</td>\n",
              "      <td>Jóhann Berg Gudmundsson</td>\n",
              "      <td>48</td>\n",
              "      <td>MID</td>\n",
              "      <td>Brentford</td>\n",
              "      <td>Burnley</td>\n",
              "      <td>Burnley</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>177</th>\n",
              "      <td>171</td>\n",
              "      <td>83</td>\n",
              "      <td>Brentford</td>\n",
              "      <td>0</td>\n",
              "      <td>False</td>\n",
              "      <td>2023-10-21T14:00:00Z</td>\n",
              "      <td>3</td>\n",
              "      <td>0</td>\n",
              "      <td>9</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>1274</td>\n",
              "      <td>0</td>\n",
              "      <td>53</td>\n",
              "      <td>171</td>\n",
              "      <td>Luke McNally</td>\n",
              "      <td>40</td>\n",
              "      <td>DEF</td>\n",
              "      <td>Brentford</td>\n",
              "      <td>Burnley</td>\n",
              "      <td>Burnley</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>178</th>\n",
              "      <td>172</td>\n",
              "      <td>83</td>\n",
              "      <td>Brentford</td>\n",
              "      <td>0</td>\n",
              "      <td>False</td>\n",
              "      <td>2023-10-21T14:00:00Z</td>\n",
              "      <td>3</td>\n",
              "      <td>0</td>\n",
              "      <td>9</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>16551</td>\n",
              "      <td>108</td>\n",
              "      <td>628</td>\n",
              "      <td>172</td>\n",
              "      <td>Arijanet Muric</td>\n",
              "      <td>43</td>\n",
              "      <td>GKP</td>\n",
              "      <td>Brentford</td>\n",
              "      <td>Burnley</td>\n",
              "      <td>Burnley</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>179</th>\n",
              "      <td>173</td>\n",
              "      <td>83</td>\n",
              "      <td>Brentford</td>\n",
              "      <td>1</td>\n",
              "      <td>False</td>\n",
              "      <td>2023-10-21T14:00:00Z</td>\n",
              "      <td>3</td>\n",
              "      <td>0</td>\n",
              "      <td>9</td>\n",
              "      <td>90</td>\n",
              "      <td>...</td>\n",
              "      <td>17612</td>\n",
              "      <td>208</td>\n",
              "      <td>757</td>\n",
              "      <td>173</td>\n",
              "      <td>Dara O'Shea</td>\n",
              "      <td>44</td>\n",
              "      <td>DEF</td>\n",
              "      <td>Brentford</td>\n",
              "      <td>Burnley</td>\n",
              "      <td>Burnley</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>180</th>\n",
              "      <td>174</td>\n",
              "      <td>83</td>\n",
              "      <td>Brentford</td>\n",
              "      <td>0</td>\n",
              "      <td>False</td>\n",
              "      <td>2023-10-21T14:00:00Z</td>\n",
              "      <td>3</td>\n",
              "      <td>0</td>\n",
              "      <td>9</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>2647</td>\n",
              "      <td>184</td>\n",
              "      <td>267</td>\n",
              "      <td>174</td>\n",
              "      <td>Michael Obafemi</td>\n",
              "      <td>49</td>\n",
              "      <td>FWD</td>\n",
              "      <td>Brentford</td>\n",
              "      <td>Burnley</td>\n",
              "      <td>Burnley</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>181</th>\n",
              "      <td>175</td>\n",
              "      <td>83</td>\n",
              "      <td>Brentford</td>\n",
              "      <td>0</td>\n",
              "      <td>False</td>\n",
              "      <td>2023-10-21T14:00:00Z</td>\n",
              "      <td>3</td>\n",
              "      <td>0</td>\n",
              "      <td>9</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>1133</td>\n",
              "      <td>0</td>\n",
              "      <td>52</td>\n",
              "      <td>175</td>\n",
              "      <td>Bailey Peacock-Farrell</td>\n",
              "      <td>40</td>\n",
              "      <td>GKP</td>\n",
              "      <td>Brentford</td>\n",
              "      <td>Burnley</td>\n",
              "      <td>Burnley</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>182</th>\n",
              "      <td>176</td>\n",
              "      <td>83</td>\n",
              "      <td>Brentford</td>\n",
              "      <td>-2</td>\n",
              "      <td>False</td>\n",
              "      <td>2023-10-21T14:00:00Z</td>\n",
              "      <td>3</td>\n",
              "      <td>0</td>\n",
              "      <td>9</td>\n",
              "      <td>77</td>\n",
              "      <td>...</td>\n",
              "      <td>27784</td>\n",
              "      <td>2058</td>\n",
              "      <td>2801</td>\n",
              "      <td>176</td>\n",
              "      <td>Connor Roberts</td>\n",
              "      <td>44</td>\n",
              "      <td>DEF</td>\n",
              "      <td>Brentford</td>\n",
              "      <td>Burnley</td>\n",
              "      <td>Burnley</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>183</th>\n",
              "      <td>177</td>\n",
              "      <td>83</td>\n",
              "      <td>Brentford</td>\n",
              "      <td>0</td>\n",
              "      <td>False</td>\n",
              "      <td>2023-10-21T14:00:00Z</td>\n",
              "      <td>3</td>\n",
              "      <td>0</td>\n",
              "      <td>9</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>16627</td>\n",
              "      <td>439</td>\n",
              "      <td>1077</td>\n",
              "      <td>177</td>\n",
              "      <td>Jay Rodriguez</td>\n",
              "      <td>53</td>\n",
              "      <td>FWD</td>\n",
              "      <td>Brentford</td>\n",
              "      <td>Burnley</td>\n",
              "      <td>Burnley</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>184</th>\n",
              "      <td>178</td>\n",
              "      <td>83</td>\n",
              "      <td>Brentford</td>\n",
              "      <td>1</td>\n",
              "      <td>False</td>\n",
              "      <td>2023-10-21T14:00:00Z</td>\n",
              "      <td>3</td>\n",
              "      <td>0</td>\n",
              "      <td>9</td>\n",
              "      <td>90</td>\n",
              "      <td>...</td>\n",
              "      <td>367176</td>\n",
              "      <td>84034</td>\n",
              "      <td>16785</td>\n",
              "      <td>178</td>\n",
              "      <td>Charlie Taylor</td>\n",
              "      <td>39</td>\n",
              "      <td>DEF</td>\n",
              "      <td>Brentford</td>\n",
              "      <td>Burnley</td>\n",
              "      <td>Burnley</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>185</th>\n",
              "      <td>179</td>\n",
              "      <td>83</td>\n",
              "      <td>Brentford</td>\n",
              "      <td>0</td>\n",
              "      <td>False</td>\n",
              "      <td>2023-10-21T14:00:00Z</td>\n",
              "      <td>3</td>\n",
              "      <td>0</td>\n",
              "      <td>9</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>1316</td>\n",
              "      <td>0</td>\n",
              "      <td>43</td>\n",
              "      <td>179</td>\n",
              "      <td>Bobby Thomas</td>\n",
              "      <td>40</td>\n",
              "      <td>DEF</td>\n",
              "      <td>Brentford</td>\n",
              "      <td>Burnley</td>\n",
              "      <td>Burnley</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>186</th>\n",
              "      <td>180</td>\n",
              "      <td>83</td>\n",
              "      <td>Brentford</td>\n",
              "      <td>0</td>\n",
              "      <td>False</td>\n",
              "      <td>2023-10-21T14:00:00Z</td>\n",
              "      <td>3</td>\n",
              "      <td>0</td>\n",
              "      <td>9</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>997</td>\n",
              "      <td>0</td>\n",
              "      <td>33</td>\n",
              "      <td>180</td>\n",
              "      <td>Scott Twine</td>\n",
              "      <td>49</td>\n",
              "      <td>MID</td>\n",
              "      <td>Brentford</td>\n",
              "      <td>Burnley</td>\n",
              "      <td>Burnley</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>187</th>\n",
              "      <td>181</td>\n",
              "      <td>83</td>\n",
              "      <td>Brentford</td>\n",
              "      <td>0</td>\n",
              "      <td>False</td>\n",
              "      <td>2023-10-21T14:00:00Z</td>\n",
              "      <td>3</td>\n",
              "      <td>0</td>\n",
              "      <td>9</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>19870</td>\n",
              "      <td>202</td>\n",
              "      <td>521</td>\n",
              "      <td>181</td>\n",
              "      <td>Lawrence Vigouroux</td>\n",
              "      <td>40</td>\n",
              "      <td>GKP</td>\n",
              "      <td>Brentford</td>\n",
              "      <td>Burnley</td>\n",
              "      <td>Burnley</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>188</th>\n",
              "      <td>182</td>\n",
              "      <td>83</td>\n",
              "      <td>Brentford</td>\n",
              "      <td>0</td>\n",
              "      <td>False</td>\n",
              "      <td>2023-10-21T14:00:00Z</td>\n",
              "      <td>3</td>\n",
              "      <td>0</td>\n",
              "      <td>9</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>12413</td>\n",
              "      <td>240</td>\n",
              "      <td>364</td>\n",
              "      <td>182</td>\n",
              "      <td>Victor da Silva</td>\n",
              "      <td>44</td>\n",
              "      <td>DEF</td>\n",
              "      <td>Brentford</td>\n",
              "      <td>Burnley</td>\n",
              "      <td>Burnley</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>189</th>\n",
              "      <td>183</td>\n",
              "      <td>83</td>\n",
              "      <td>Brentford</td>\n",
              "      <td>0</td>\n",
              "      <td>False</td>\n",
              "      <td>2023-10-21T14:00:00Z</td>\n",
              "      <td>3</td>\n",
              "      <td>0</td>\n",
              "      <td>9</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>4767</td>\n",
              "      <td>0</td>\n",
              "      <td>116</td>\n",
              "      <td>183</td>\n",
              "      <td>Wout Weghorst</td>\n",
              "      <td>55</td>\n",
              "      <td>FWD</td>\n",
              "      <td>Brentford</td>\n",
              "      <td>Burnley</td>\n",
              "      <td>Burnley</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>190</th>\n",
              "      <td>184</td>\n",
              "      <td>83</td>\n",
              "      <td>Brentford</td>\n",
              "      <td>0</td>\n",
              "      <td>False</td>\n",
              "      <td>2023-10-21T14:00:00Z</td>\n",
              "      <td>3</td>\n",
              "      <td>0</td>\n",
              "      <td>9</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>3830</td>\n",
              "      <td>75</td>\n",
              "      <td>363</td>\n",
              "      <td>184</td>\n",
              "      <td>Anass Zaroury</td>\n",
              "      <td>48</td>\n",
              "      <td>MID</td>\n",
              "      <td>Brentford</td>\n",
              "      <td>Burnley</td>\n",
              "      <td>Burnley</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>191</th>\n",
              "      <td>475</td>\n",
              "      <td>83</td>\n",
              "      <td>Brentford</td>\n",
              "      <td>1</td>\n",
              "      <td>False</td>\n",
              "      <td>2023-10-21T14:00:00Z</td>\n",
              "      <td>3</td>\n",
              "      <td>0</td>\n",
              "      <td>9</td>\n",
              "      <td>65</td>\n",
              "      <td>...</td>\n",
              "      <td>12999</td>\n",
              "      <td>1384</td>\n",
              "      <td>1019</td>\n",
              "      <td>475</td>\n",
              "      <td>Sander Berge</td>\n",
              "      <td>48</td>\n",
              "      <td>MID</td>\n",
              "      <td>Brentford</td>\n",
              "      <td>Burnley</td>\n",
              "      <td>Burnley</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>192</th>\n",
              "      <td>594</td>\n",
              "      <td>83</td>\n",
              "      <td>Brentford</td>\n",
              "      <td>2</td>\n",
              "      <td>False</td>\n",
              "      <td>2023-10-21T14:00:00Z</td>\n",
              "      <td>3</td>\n",
              "      <td>0</td>\n",
              "      <td>9</td>\n",
              "      <td>75</td>\n",
              "      <td>...</td>\n",
              "      <td>26465</td>\n",
              "      <td>929</td>\n",
              "      <td>7368</td>\n",
              "      <td>594</td>\n",
              "      <td>Zeki Amdouni</td>\n",
              "      <td>54</td>\n",
              "      <td>FWD</td>\n",
              "      <td>Brentford</td>\n",
              "      <td>Burnley</td>\n",
              "      <td>Burnley</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>193</th>\n",
              "      <td>596</td>\n",
              "      <td>83</td>\n",
              "      <td>Brentford</td>\n",
              "      <td>3</td>\n",
              "      <td>False</td>\n",
              "      <td>2023-10-21T14:00:00Z</td>\n",
              "      <td>3</td>\n",
              "      <td>0</td>\n",
              "      <td>9</td>\n",
              "      <td>90</td>\n",
              "      <td>...</td>\n",
              "      <td>94479</td>\n",
              "      <td>2521</td>\n",
              "      <td>4787</td>\n",
              "      <td>596</td>\n",
              "      <td>James Trafford</td>\n",
              "      <td>45</td>\n",
              "      <td>GKP</td>\n",
              "      <td>Brentford</td>\n",
              "      <td>Burnley</td>\n",
              "      <td>Burnley</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>194</th>\n",
              "      <td>600</td>\n",
              "      <td>83</td>\n",
              "      <td>Brentford</td>\n",
              "      <td>1</td>\n",
              "      <td>False</td>\n",
              "      <td>2023-10-21T14:00:00Z</td>\n",
              "      <td>3</td>\n",
              "      <td>0</td>\n",
              "      <td>9</td>\n",
              "      <td>14</td>\n",
              "      <td>...</td>\n",
              "      <td>2546</td>\n",
              "      <td>26</td>\n",
              "      <td>190</td>\n",
              "      <td>600</td>\n",
              "      <td>Nathan Redmond</td>\n",
              "      <td>48</td>\n",
              "      <td>MID</td>\n",
              "      <td>Brentford</td>\n",
              "      <td>Burnley</td>\n",
              "      <td>Burnley</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>195</th>\n",
              "      <td>605</td>\n",
              "      <td>83</td>\n",
              "      <td>Brentford</td>\n",
              "      <td>1</td>\n",
              "      <td>False</td>\n",
              "      <td>2023-10-21T14:00:00Z</td>\n",
              "      <td>3</td>\n",
              "      <td>0</td>\n",
              "      <td>9</td>\n",
              "      <td>45</td>\n",
              "      <td>...</td>\n",
              "      <td>17566</td>\n",
              "      <td>975</td>\n",
              "      <td>4561</td>\n",
              "      <td>605</td>\n",
              "      <td>Luca Koleosho</td>\n",
              "      <td>50</td>\n",
              "      <td>MID</td>\n",
              "      <td>Brentford</td>\n",
              "      <td>Burnley</td>\n",
              "      <td>Burnley</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>196</th>\n",
              "      <td>608</td>\n",
              "      <td>83</td>\n",
              "      <td>Brentford</td>\n",
              "      <td>1</td>\n",
              "      <td>False</td>\n",
              "      <td>2023-10-21T14:00:00Z</td>\n",
              "      <td>3</td>\n",
              "      <td>0</td>\n",
              "      <td>9</td>\n",
              "      <td>14</td>\n",
              "      <td>...</td>\n",
              "      <td>2217</td>\n",
              "      <td>184</td>\n",
              "      <td>191</td>\n",
              "      <td>608</td>\n",
              "      <td>Jacob Bruun Larsen</td>\n",
              "      <td>49</td>\n",
              "      <td>MID</td>\n",
              "      <td>Brentford</td>\n",
              "      <td>Burnley</td>\n",
              "      <td>Burnley</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>197</th>\n",
              "      <td>622</td>\n",
              "      <td>83</td>\n",
              "      <td>Brentford</td>\n",
              "      <td>0</td>\n",
              "      <td>False</td>\n",
              "      <td>2023-10-21T14:00:00Z</td>\n",
              "      <td>3</td>\n",
              "      <td>0</td>\n",
              "      <td>9</td>\n",
              "      <td>0</td>\n",
              "      <td>...</td>\n",
              "      <td>3408</td>\n",
              "      <td>0</td>\n",
              "      <td>117</td>\n",
              "      <td>622</td>\n",
              "      <td>Owen Dodgson</td>\n",
              "      <td>40</td>\n",
              "      <td>DEF</td>\n",
              "      <td>Brentford</td>\n",
              "      <td>Burnley</td>\n",
              "      <td>Burnley</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>36 rows × 43 columns</p>\n",
              "</div>\n",
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              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-f3eb5ad9-87ba-4d37-bfe4-bb403cfb6c55')\"\n",
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              "\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-f3eb5ad9-87ba-4d37-bfe4-bb403cfb6c55 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-f3eb5ad9-87ba-4d37-bfe4-bb403cfb6c55');\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-97fe6cc0-dca2-4bc8-88fb-c9e84f4fc13d\">\n",
              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-97fe6cc0-dca2-4bc8-88fb-c9e84f4fc13d')\"\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-97fe6cc0-dca2-4bc8-88fb-c9e84f4fc13d button');\n",
              "      quickchartButtonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "    })();\n",
              "  </script>\n",
              "</div>\n",
              "    </div>\n",
              "  </div>\n"
            ],
            "text/plain": [
              "     element  fixture opponent_team  total_points  was_home  \\\n",
              "162      156       83     Brentford             0     False   \n",
              "163      157       83     Brentford             1     False   \n",
              "164      158       83     Brentford             0     False   \n",
              "165      159       83     Brentford             0     False   \n",
              "166      160       83     Brentford             0     False   \n",
              "167      161       83     Brentford             1     False   \n",
              "168      162       83     Brentford             0     False   \n",
              "169      163       83     Brentford             0     False   \n",
              "170      164       83     Brentford             0     False   \n",
              "171      165       83     Brentford             1     False   \n",
              "172      166       83     Brentford             0     False   \n",
              "173      167       83     Brentford             0     False   \n",
              "174      168       83     Brentford             2     False   \n",
              "175      169       83     Brentford             0     False   \n",
              "176      170       83     Brentford             0     False   \n",
              "177      171       83     Brentford             0     False   \n",
              "178      172       83     Brentford             0     False   \n",
              "179      173       83     Brentford             1     False   \n",
              "180      174       83     Brentford             0     False   \n",
              "181      175       83     Brentford             0     False   \n",
              "182      176       83     Brentford            -2     False   \n",
              "183      177       83     Brentford             0     False   \n",
              "184      178       83     Brentford             1     False   \n",
              "185      179       83     Brentford             0     False   \n",
              "186      180       83     Brentford             0     False   \n",
              "187      181       83     Brentford             0     False   \n",
              "188      182       83     Brentford             0     False   \n",
              "189      183       83     Brentford             0     False   \n",
              "190      184       83     Brentford             0     False   \n",
              "191      475       83     Brentford             1     False   \n",
              "192      594       83     Brentford             2     False   \n",
              "193      596       83     Brentford             3     False   \n",
              "194      600       83     Brentford             1     False   \n",
              "195      605       83     Brentford             1     False   \n",
              "196      608       83     Brentford             1     False   \n",
              "197      622       83     Brentford             0     False   \n",
              "\n",
              "             kickoff_time  team_h_score  team_a_score  round  minutes  ...  \\\n",
              "162  2023-10-21T14:00:00Z             3             0      9        0  ...   \n",
              "163  2023-10-21T14:00:00Z             3             0      9       90  ...   \n",
              "164  2023-10-21T14:00:00Z             3             0      9        0  ...   \n",
              "165  2023-10-21T14:00:00Z             3             0      9        0  ...   \n",
              "166  2023-10-21T14:00:00Z             3             0      9        0  ...   \n",
              "167  2023-10-21T14:00:00Z             3             0      9       24  ...   \n",
              "168  2023-10-21T14:00:00Z             3             0      9        0  ...   \n",
              "169  2023-10-21T14:00:00Z             3             0      9        0  ...   \n",
              "170  2023-10-21T14:00:00Z             3             0      9        0  ...   \n",
              "171  2023-10-21T14:00:00Z             3             0      9       90  ...   \n",
              "172  2023-10-21T14:00:00Z             3             0      9        0  ...   \n",
              "173  2023-10-21T14:00:00Z             3             0      9        0  ...   \n",
              "174  2023-10-21T14:00:00Z             3             0      9       90  ...   \n",
              "175  2023-10-21T14:00:00Z             3             0      9        0  ...   \n",
              "176  2023-10-21T14:00:00Z             3             0      9        0  ...   \n",
              "177  2023-10-21T14:00:00Z             3             0      9        0  ...   \n",
              "178  2023-10-21T14:00:00Z             3             0      9        0  ...   \n",
              "179  2023-10-21T14:00:00Z             3             0      9       90  ...   \n",
              "180  2023-10-21T14:00:00Z             3             0      9        0  ...   \n",
              "181  2023-10-21T14:00:00Z             3             0      9        0  ...   \n",
              "182  2023-10-21T14:00:00Z             3             0      9       77  ...   \n",
              "183  2023-10-21T14:00:00Z             3             0      9        0  ...   \n",
              "184  2023-10-21T14:00:00Z             3             0      9       90  ...   \n",
              "185  2023-10-21T14:00:00Z             3             0      9        0  ...   \n",
              "186  2023-10-21T14:00:00Z             3             0      9        0  ...   \n",
              "187  2023-10-21T14:00:00Z             3             0      9        0  ...   \n",
              "188  2023-10-21T14:00:00Z             3             0      9        0  ...   \n",
              "189  2023-10-21T14:00:00Z             3             0      9        0  ...   \n",
              "190  2023-10-21T14:00:00Z             3             0      9        0  ...   \n",
              "191  2023-10-21T14:00:00Z             3             0      9       65  ...   \n",
              "192  2023-10-21T14:00:00Z             3             0      9       75  ...   \n",
              "193  2023-10-21T14:00:00Z             3             0      9       90  ...   \n",
              "194  2023-10-21T14:00:00Z             3             0      9       14  ...   \n",
              "195  2023-10-21T14:00:00Z             3             0      9       45  ...   \n",
              "196  2023-10-21T14:00:00Z             3             0      9       14  ...   \n",
              "197  2023-10-21T14:00:00Z             3             0      9        0  ...   \n",
              "\n",
              "     selected  transfers_in  transfers_out   id                     name  \\\n",
              "162     11555           369            650  156              Enock Agyei   \n",
              "163     78714          3832           9270  157          Ameen Al-Dakhil   \n",
              "164      1661             0             98  158           Samuel Bastien   \n",
              "165      7563            40            616  159  Manuel Benson Hedilazio   \n",
              "166    211111           655          41754  160             Jordan Beyer   \n",
              "167     18627          1190           2269  161           Josh Brownhill   \n",
              "168      2060           192            118  162          Darko Churlinov   \n",
              "169      2297            53             86  163                Jack Cork   \n",
              "170      1190             0             49  164           Dara Costelloe   \n",
              "171      8697           318            985  165              Josh Cullen   \n",
              "172     22553          1470            990  166            CJ Egan-Riley   \n",
              "173     11985           376            791  167            Hjalmar Ekdal   \n",
              "174    146586         69983          12884  168              Lyle Foster   \n",
              "175     15894          1550            584  169            Denis Franchi   \n",
              "176      2411            34            281  170  Jóhann Berg Gudmundsson   \n",
              "177      1274             0             53  171             Luke McNally   \n",
              "178     16551           108            628  172           Arijanet Muric   \n",
              "179     17612           208            757  173              Dara O'Shea   \n",
              "180      2647           184            267  174          Michael Obafemi   \n",
              "181      1133             0             52  175   Bailey Peacock-Farrell   \n",
              "182     27784          2058           2801  176           Connor Roberts   \n",
              "183     16627           439           1077  177            Jay Rodriguez   \n",
              "184    367176         84034          16785  178           Charlie Taylor   \n",
              "185      1316             0             43  179             Bobby Thomas   \n",
              "186       997             0             33  180              Scott Twine   \n",
              "187     19870           202            521  181       Lawrence Vigouroux   \n",
              "188     12413           240            364  182          Victor da Silva   \n",
              "189      4767             0            116  183            Wout Weghorst   \n",
              "190      3830            75            363  184            Anass Zaroury   \n",
              "191     12999          1384           1019  475             Sander Berge   \n",
              "192     26465           929           7368  594             Zeki Amdouni   \n",
              "193     94479          2521           4787  596           James Trafford   \n",
              "194      2546            26            190  600           Nathan Redmond   \n",
              "195     17566           975           4561  605            Luca Koleosho   \n",
              "196      2217           184            191  608       Jacob Bruun Larsen   \n",
              "197      3408             0            117  622             Owen Dodgson   \n",
              "\n",
              "     cost  position  home_team  away_team   team_x  \n",
              "162    44       MID  Brentford    Burnley  Burnley  \n",
              "163    40       DEF  Brentford    Burnley  Burnley  \n",
              "164    49       MID  Brentford    Burnley  Burnley  \n",
              "165    52       MID  Brentford    Burnley  Burnley  \n",
              "166    40       DEF  Brentford    Burnley  Burnley  \n",
              "167    48       MID  Brentford    Burnley  Burnley  \n",
              "168    44       MID  Brentford    Burnley  Burnley  \n",
              "169    48       MID  Brentford    Burnley  Burnley  \n",
              "170    45       MID  Brentford    Burnley  Burnley  \n",
              "171    50       MID  Brentford    Burnley  Burnley  \n",
              "172    39       DEF  Brentford    Burnley  Burnley  \n",
              "173    39       DEF  Brentford    Burnley  Burnley  \n",
              "174    50       FWD  Brentford    Burnley  Burnley  \n",
              "175    39       GKP  Brentford    Burnley  Burnley  \n",
              "176    48       MID  Brentford    Burnley  Burnley  \n",
              "177    40       DEF  Brentford    Burnley  Burnley  \n",
              "178    43       GKP  Brentford    Burnley  Burnley  \n",
              "179    44       DEF  Brentford    Burnley  Burnley  \n",
              "180    49       FWD  Brentford    Burnley  Burnley  \n",
              "181    40       GKP  Brentford    Burnley  Burnley  \n",
              "182    44       DEF  Brentford    Burnley  Burnley  \n",
              "183    53       FWD  Brentford    Burnley  Burnley  \n",
              "184    39       DEF  Brentford    Burnley  Burnley  \n",
              "185    40       DEF  Brentford    Burnley  Burnley  \n",
              "186    49       MID  Brentford    Burnley  Burnley  \n",
              "187    40       GKP  Brentford    Burnley  Burnley  \n",
              "188    44       DEF  Brentford    Burnley  Burnley  \n",
              "189    55       FWD  Brentford    Burnley  Burnley  \n",
              "190    48       MID  Brentford    Burnley  Burnley  \n",
              "191    48       MID  Brentford    Burnley  Burnley  \n",
              "192    54       FWD  Brentford    Burnley  Burnley  \n",
              "193    45       GKP  Brentford    Burnley  Burnley  \n",
              "194    48       MID  Brentford    Burnley  Burnley  \n",
              "195    50       MID  Brentford    Burnley  Burnley  \n",
              "196    49       MID  Brentford    Burnley  Burnley  \n",
              "197    40       DEF  Brentford    Burnley  Burnley  \n",
              "\n",
              "[36 rows x 43 columns]"
            ]
          },
          "execution_count": 5,
          "metadata": {},
          "output_type": "execute_result"
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#save to folder\n",
        "df.to_csv(f\"/content/drive/MyDrive/Fplpredict /datasets/2023-24/results/GW{gameweek}.csv\")"
      ],
      "metadata": {
        "id": "wAWKbRXae-GF"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "wX4TlHyXNC_j"
      },
      "execution_count": null,
      "outputs": []
    }
  ]
}