UEFA_Euro_2020_Data / Euro_2020_Integration.py
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Update Euro_2020_Integration.py
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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,
}