from datasets import Dataset, GeneratorBasedBuilder, DatasetInfo, Features, Value, SplitGenerator, Sequence import pandas as pd import tensorflow as tf import csv import sys import ast import json import yaml class Euro2020Dataset(GeneratorBasedBuilder): VERSION = "1.0.0" def _info(self): return DatasetInfo( description="This dataset contains highly detailed information on each of the 51 matches in the UEFA Euro 2020 tournament composed and aggregated from 6 original csv files. Each row represents the information for each match and the columns constitute a wide range of variables on basic match information, referee information and statistics, match events in different phases of a match, team line-up and squad information, team statistics and player statistics on different areas of the game, and player-based pre-match information.", features=Features({ "HomeTeamName": Value("string"), "AwayTeamName": Value("string"), "DateandTimeCET": Value("string"), "MatchID": Value("int64"), "RoundName": Value("string"), "Stage": Value("string"), "MatchDay": Value("int64"), "Session": Value("int64"), "MatchMinute": Value("int64"), "InjuryTime": Value("int64"), "NumberofPhases": Value("int64"), "Phase": Value("int64"), "ScoreHome": Value("int64"), "ScoreAway": Value("int64"), "MatchStatus": Value("string"), "StadiumID": Value("int64"), "RefereeWebName": Value("string"), "NumberofMatchesRefereedPostMatch": Value("int64"), "TotalNumberofMatchesRefereed": Value("int64"), "NumberofMatchesRefereedinGroupStage": Value("int64"), "NumberofMatchesRefereedinKnockoutStage": Value("int64"), "AssistantRefereeWebName": Value("string"), "Humidity": Value("int64"), "Temperature": Value("int64"), "WindSpeed": Value("int64"), "MatchEvent": Features({ "1-First Half": Sequence(Features({ "Event": Value("string"), "Minute": Value("int64"), "Phase": Value("int64"), "InjuryMinute": Value("int64"), "TeamFromID": Value("float"), "TeamToID": Value("float"), "PlayerFromID": Value("float"), "PlayerToID": Value("float"), "Time": Value("string"), "MatchEventAttribute": Value("string"), # contains both nan (float) and string, so use string to # accommadate both })), "2-Second Half": Sequence(Features({ "Event": Value("string"), "Minute": Value("int64"), "Phase": Value("int64"), "InjuryMinute": Value("int64"), "TeamFromID": Value("float"), "TeamToID": Value("float"), "PlayerFromID": Value("float"), "PlayerToID": Value("float"), "Time": Value("string"), "MatchEventAttribute": Value("string"), })), "3-Extra Time First Half": Sequence(Features({ "Event": Value("string"), "Minute": Value("int64"), "Phase": Value("int64"), "InjuryMinute": Value("int64"), "TeamFromID": Value("float"), "TeamToID": Value("float"), "PlayerFromID": Value("float"), "PlayerToID": Value("float"), "Time": Value("string"), "MatchEventAttribute": Value("string"), })), "4-Extra Time Second Half": Sequence(Features({ "Event": Value("string"), "Minute": Value("int64"), "Phase": Value("int64"), "InjuryMinute": Value("int64"), "TeamFromID": Value("float"), "TeamToID": Value("float"), "PlayerFromID": Value("float"), "PlayerToID": Value("float"), "Time": Value("string"), "MatchEventAttribute": Value("string"), })), "5-Penalty Shootout": Sequence(Features({ "Event": Value("string"), "Minute": Value("int64"), "Phase": Value("int64"), "InjuryMinute": Value("int64"), "TeamFromID": Value("float"), "TeamToID": Value("float"), "PlayerFromID": Value("float"), "PlayerToID": Value("float"), "Time": Value("string"), "MatchEventAttribute": Value("string"), })), }), "TeamLineUps": Features({ "HomeTeamLineUp": Features({ "Starting11": Sequence(Features({ "Country": Value("string"), "ID": Value("int64"), "OfficialName": Value("string"), "OfficialSurname": Value("string"), "ShortName": Value("string"), "Role": Value("string"), "JerseyNumber": Value("string"), "IsGoalkeeper": Value("string"), "JerseyName": Value("string"), "IsCaptain": Value("string"), "TacticX": Value("string"), "TacticY": Value("string"), "Numorder": Value("string"), "IsBooked": Value("float"), })), "Benched Players": Sequence(Features({ "Country": Value("string"), "ID": Value("int64"), "OfficialName": Value("string"), "OfficialSurname": Value("string"), "ShortName": Value("string"), "Role": Value("string"), "JerseyNumber": Value("string"), "IsGoalkeeper": Value("string"), "JerseyName": Value("string"), "IsCaptain": Value("string"), "TacticX": Value("string"), "TacticY": Value("string"), "Numorder": Value("string"), "IsBooked": Value("float"), })), "Staff": Sequence(Features({ "Country": Value("string"), "ID": Value("int64"), "OfficialName": Value("string"), "OfficialSurname": Value("string"), "ShortName": Value("string"), "Role": Value("string"), })), }), "AwayTeamLineUp": Features({ "Starting11": Sequence(Features({ "Country": Value("string"), "ID": Value("int64"), "OfficialName": Value("string"), "OfficialSurname": Value("string"), "ShortName": Value("string"), "Role": Value("string"), "JerseyNumber": Value("string"), "IsGoalkeeper": Value("string"), "JerseyName": Value("string"), "IsCaptain": Value("string"), "TacticX": Value("string"), "TacticY": Value("string"), "Numorder": Value("string"), "IsBooked": Value("float"), })), "Benched Players": Sequence(Features({ "Country": Value("string"), "ID": Value("int64"), "OfficialName": Value("string"), "OfficialSurname": Value("string"), "ShortName": Value("string"), "Role": Value("string"), "JerseyNumber": Value("string"), "IsGoalkeeper": Value("string"), "JerseyName": Value("string"), "IsCaptain": Value("string"), "TacticX": Value("string"), "TacticY": Value("string"), "Numorder": Value("string"), "IsBooked": Value("float"), })), "Staff": Sequence(Features({ "Country": Value("string"), "ID": Value("int64"), "OfficialName": Value("string"), "OfficialSurname": Value("string"), "ShortName": Value("string"), "Role": Value("string"), })), }), }), "TeamStats": Features({ "HomeTeamStats": Features({ "attacking": Sequence(Features({ "TeamID": Value("int64"), "TeamName": Value("string"), "StatsID": Value("int64"), "StatsName": Value("string"), "Value": Value("string"), "Rank": Value("int64"), })), "coverage&speed": Sequence(Features({ "TeamID": Value("int64"), "TeamName": Value("string"), "StatsID": Value("int64"), "StatsName": Value("string"), "Value": Value("string"), "Rank": Value("int64"), })), "defending": Sequence(Features({ "TeamID": Value("int64"), "TeamName": Value("string"), "StatsID": Value("int64"), "StatsName": Value("string"), "Value": Value("string"), "Rank": Value("int64"), })), "goalkeeping": Sequence(Features({ "TeamID": Value("int64"), "TeamName": Value("string"), "StatsID": Value("int64"), "StatsName": Value("string"), "Value": Value("string"), "Rank": Value("int64"), })), "matches played": Sequence(Features({ "TeamID": Value("int64"), "TeamName": Value("string"), "StatsID": Value("int64"), "StatsName": Value("string"), "Value": Value("string"), "Rank": Value("int64"), })), "possession": Sequence(Features({ "TeamID": Value("int64"), "TeamName": Value("string"), "StatsID": Value("int64"), "StatsName": Value("string"), "Value": Value("string"), "Rank": Value("int64"), })), "time stats": Sequence(Features({ "TeamID": Value("int64"), "TeamName": Value("string"), "StatsID": Value("int64"), "StatsName": Value("string"), "Value": Value("string"), "Rank": Value("int64"), })), "violation&foul&discipline": Sequence(Features({ "TeamID": Value("int64"), "TeamName": Value("string"), "StatsID": Value("int64"), "StatsName": Value("string"), "Value": Value("string"), "Rank": Value("int64"), })), }), "AwayTeamStats": Features({ "attacking": Sequence(Features({ "TeamID": Value("int64"), "TeamName": Value("string"), "StatsID": Value("int64"), "StatsName": Value("string"), "Value": Value("string"), "Rank": Value("int64"), })), "coverage&speed": Sequence(Features({ "TeamID": Value("int64"), "TeamName": Value("string"), "StatsID": Value("int64"), "StatsName": Value("string"), "Value": Value("string"), "Rank": Value("int64"), })), "defending": Sequence(Features({ "TeamID": Value("int64"), "TeamName": Value("string"), "StatsID": Value("int64"), "StatsName": Value("string"), "Value": Value("string"), "Rank": Value("int64"), })), "goalkeeping": Sequence(Features({ "TeamID": Value("int64"), "TeamName": Value("string"), "StatsID": Value("int64"), "StatsName": Value("string"), "Value": Value("string"), "Rank": Value("int64"), })), "matches played": Sequence(Features({ "TeamID": Value("int64"), "TeamName": Value("string"), "StatsID": Value("int64"), "StatsName": Value("string"), "Value": Value("string"), "Rank": Value("int64"), })), "possession": Sequence(Features({ "TeamID": Value("int64"), "TeamName": Value("string"), "StatsID": Value("int64"), "StatsName": Value("string"), "Value": Value("string"), "Rank": Value("int64"), })), "time stats": Sequence(Features({ "TeamID": Value("int64"), "TeamName": Value("string"), "StatsID": Value("int64"), "StatsName": Value("string"), "Value": Value("string"), "Rank": Value("int64"), })), "violation&foul&discipline": Sequence(Features({ "TeamID": Value("int64"), "TeamName": Value("string"), "StatsID": Value("int64"), "StatsName": Value("string"), "Value": Value("string"), "Rank": Value("int64"), })), }), }), "PlayerStats": Features({ "HomeTeamPlayerStats": Features({ "attacking": Sequence(Features({ "PlayerID": Value("int64"), "PlayerName": Value("string"), "PlayerSurname": Value("string"), "IsGoalkeeper": Value("bool"), "PlayedTime": Value("int64"), "StatsID": Value("int64"), "StatsName": Value("string"), "Value": Value("string"), "Rank": Value("int64"), })), "coverage&speed": Sequence(Features({ "PlayerID": Value("int64"), "PlayerName": Value("string"), "PlayerSurname": Value("string"), "IsGoalkeeper": Value("bool"), "PlayedTime": Value("int64"), "StatsID": Value("int64"), "StatsName": Value("string"), "Value": Value("string"), "Rank": Value("int64"), })), "defending": Sequence(Features({ "PlayerID": Value("int64"), "PlayerName": Value("string"), "PlayerSurname": Value("string"), "IsGoalkeeper": Value("bool"), "PlayedTime": Value("int64"), "StatsID": Value("int64"), "StatsName": Value("string"), "Value": Value("string"), "Rank": Value("int64"), })), "goalkeeping": Sequence(Features({ "PlayerID": Value("int64"), "PlayerName": Value("string"), "PlayerSurname": Value("string"), "IsGoalkeeper": Value("bool"), "PlayedTime": Value("int64"), "StatsID": Value("int64"), "StatsName": Value("string"), "Value": Value("string"), "Rank": Value("int64"), })), "matches played": Sequence(Features({ "PlayerID": Value("int64"), "PlayerName": Value("string"), "PlayerSurname": Value("string"), "IsGoalkeeper": Value("bool"), "PlayedTime": Value("int64"), "StatsID": Value("int64"), "StatsName": Value("string"), "Value": Value("string"), "Rank": Value("int64"), })), "possession": Sequence(Features({ "PlayerID": Value("int64"), "PlayerName": Value("string"), "PlayerSurname": Value("string"), "IsGoalkeeper": Value("bool"), "PlayedTime": Value("int64"), "StatsID": Value("int64"), "StatsName": Value("string"), "Value": Value("string"), "Rank": Value("int64"), })), "time stats": Sequence(Features({ "PlayerID": Value("int64"), "PlayerName": Value("string"), "PlayerSurname": Value("string"), "IsGoalkeeper": Value("bool"), "PlayedTime": Value("int64"), "StatsID": Value("int64"), "StatsName": Value("string"), "Value": Value("string"), "Rank": Value("int64"), })), "violation&foul&discipline": Sequence(Features({ "PlayerID": Value("int64"), "PlayerName": Value("string"), "PlayerSurname": Value("string"), "IsGoalkeeper": Value("bool"), "PlayedTime": Value("int64"), "StatsID": Value("int64"), "StatsName": Value("string"), "Value": Value("string"), "Rank": Value("int64"), })), }), "AwayTeamPlayerStats": Features({ "attacking": Sequence(Features({ "PlayerID": Value("int64"), "PlayerName": Value("string"), "PlayerSurname": Value("string"), "IsGoalkeeper": Value("bool"), "PlayedTime": Value("int64"), "StatsID": Value("int64"), "StatsName": Value("string"), "Value": Value("string"), "Rank": Value("int64"), })), "coverage&speed": Sequence(Features({ "PlayerID": Value("int64"), "PlayerName": Value("string"), "PlayerSurname": Value("string"), "IsGoalkeeper": Value("bool"), "PlayedTime": Value("int64"), "StatsID": Value("int64"), "StatsName": Value("string"), "Value": Value("string"), "Rank": Value("int64"), })), "defending": Sequence(Features({ "PlayerID": Value("int64"), "PlayerName": Value("string"), "PlayerSurname": Value("string"), "IsGoalkeeper": Value("bool"), "PlayedTime": Value("int64"), "StatsID": Value("int64"), "StatsName": Value("string"), "Value": Value("string"), "Rank": Value("int64"), })), "goalkeeping": Sequence(Features({ "PlayerID": Value("int64"), "PlayerName": Value("string"), "PlayerSurname": Value("string"), "IsGoalkeeper": Value("bool"), "PlayedTime": Value("int64"), "StatsID": Value("int64"), "StatsName": Value("string"), "Value": Value("string"), "Rank": Value("int64"), })), "matches played": Sequence(Features({ "PlayerID": Value("int64"), "PlayerName": Value("string"), "PlayerSurname": Value("string"), "IsGoalkeeper": Value("bool"), "PlayedTime": Value("int64"), "StatsID": Value("int64"), "StatsName": Value("string"), "Value": Value("string"), "Rank": Value("int64"), })), "possession": Sequence(Features({ "PlayerID": Value("int64"), "PlayerName": Value("string"), "PlayerSurname": Value("string"), "IsGoalkeeper": Value("bool"), "PlayedTime": Value("int64"), "StatsID": Value("int64"), "StatsName": Value("string"), "Value": Value("string"), "Rank": Value("int64"), })), "time stats": Sequence(Features({ "PlayerID": Value("int64"), "PlayerName": Value("string"), "PlayerSurname": Value("string"), "IsGoalkeeper": Value("bool"), "PlayedTime": Value("int64"), "StatsID": Value("int64"), "StatsName": Value("string"), "Value": Value("string"), "Rank": Value("int64"), })), "violation&foul&discipline": Sequence(Features({ "PlayerID": Value("int64"), "PlayerName": Value("string"), "PlayerSurname": Value("string"), "IsGoalkeeper": Value("bool"), "PlayedTime": Value("int64"), "StatsID": Value("int64"), "StatsName": Value("string"), "Value": Value("string"), "Rank": Value("int64"), })), }), }), "PlayerPreMatchInfo": Features({ "HomeTeamPlayerInfo": Sequence(Features({ "PlayerID": Value("int64"), "OfficialName": Value("string"), "OfficialSurname": Value("string"), "JerseyName": Value("string"), "ShortName": Value("string"), "GoalScored": Value("float"), "CleanSheet": Value("float"), "SuspendedIfBooked": Value("bool"), "Role": Value("string"), })), "AwayTeamPlayerInfo": Sequence(Features({ "PlayerID": Value("int64"), "OfficialName": Value("string"), "OfficialSurname": Value("string"), "JerseyName": Value("string"), "ShortName": Value("string"), "GoalScored": Value("float"), "CleanSheet": Value("float"), "SuspendedIfBooked": Value("bool"), "Role": Value("string"), })), }), }), supervised_keys=None, homepage = "https://data.world/cervus/uefa-euro-2020", citation="""@dataset{UEFA Euro 2020, creator={Mikhail Zhilkin @cervus}, year={2021}, }""" ) def _split_generators(self, dl_manager): file_url = "https://drive.google.com/uc?id=1RKoAQwq68LASd4ret_OKYUkF4B4m6hnu" downloaded_file = dl_manager.download(file_url) return [ SplitGenerator( name="train", gen_kwargs={"filepath": downloaded_file}, ), ] # Increase the maximum field size limit csv.field_size_limit(sys.maxsize) def _generate_examples(self, filepath): with open(filepath, encoding="utf-8") as f: reader = csv.DictReader(f) for id, row in enumerate(reader): match_event_str = row["MatchEvent"] match_event = yaml.safe_load(match_event_str) team_linup_str = row["TeamLineUps"] team_linup_replaced = team_linup_str.replace(": nan", ": None") team_linup = ast.literal_eval(team_linup_replaced) team_stats_str = row["TeamStats"] team_stats = yaml.safe_load(team_stats_str) player_stats_str = row["PlayerStats"] player_stats_replaced = player_stats_str.replace('"', '\"') player_stats = yaml.safe_load(player_stats_replaced) pre_match_str = row["PlayerPreMatchInfo"] pre_match_info = yaml.safe_load(pre_match_str) yield id, { "HomeTeamName": row["HomeTeamName"], "AwayTeamName": row["AwayTeamName"], "DateandTimeCET": row["DateandTimeCET"], "MatchID": row["MatchID"], "RoundName": row["RoundName"], "Stage": row["Stage"], "MatchDay": row["MatchDay"], "Session": row["Session"], "MatchMinute": row["MatchMinute"], "InjuryTime": row["InjuryTime"], "NumberOfPhases": row["NumberOfPhases"], "Phase": row["Phase"], "ScoreHome": row["ScoreHome"], "ScoreAway": row["ScoreAway"], "MatchStatus": row["MatchStatus"], "StadiumID": row["StadiumID"], "RefereeWebName": row["RefereeWebName"], "NumberofMatchesRefereedPostMatch": row["NumberofMatchesRefereedPostMatch"], "TotalNumberofMatchesRefereed": row["TotalNumberofMatchesRefereed"], "NumberofMatchesRefereedinGroupStage": row["NumberofMatchesRefereedinGroupStage"], "NumberofMatchesRefereedinKnockoutStage": row["NumberofMatchesRefereedinKnockoutStage"], "AssistantRefereeWebName": row["AssistantRefereeWebName"], "Humidity": row["Humidity"], "Temperature": row["Temperature"], "WindSpeed": row["WindSpeed"], "MatchEvent": match_event, "TeamLineUps": team_linup, "TeamStats": team_stats, "PlayerStats": player_stats, "PlayerPreMatchInfo": pre_match_info, }