| | 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"), |
| | |
| | })), |
| | "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}, |
| | ), |
| | ] |
| |
|
| | |
| | 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, |
| | } |
| | |
| |
|
