Hugging Face's logo

Datasets:
ForzaJuve1
/
UEFA_Euro_2020_Data

Tasks:
Summarization
Feature Extraction
Other
Languages:
English
Size:
100K<n<1M
Tags:
football
soccer
Euro 2020 tournament
sports analytics
sports
Dataset card Files Community
2
UEFA_Euro_2020_Data / Integration.py
ForzaJuve1's picture
ForzaJuve1
Update Integration.py
cae43e0 verified
raw
history blame
33.6 kB
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
import requests
import pyarrow.parquet as pq
class Euro2020Dataset(GeneratorBasedBuilder):
VERSION = "1.0.0"
def _info(self):
return DatasetInfo(
description="Your dataset description here.",
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="Optional dataset homepage",
license= "j",
citation="Optional citation"
)
def _split_generators(self, dl_manager):
file_url = 'https://huggingface.co/ForzaJuve1/whatever/resolve/main/Euro2020.parquet?download=true' #"https://drive.google.com/uc?id=1QiF2WnnI2cxFDpLoetabx9Pe-DgUuV81"
downloaded_file = dl_manager.download(file_url)
#dl_path = dl_manager.download_and_extract({'train_csv': file_url})
return [
SplitGenerator(
name="train",
gen_kwargs={"filepath": downloaded_file},#dl_path['train_csv']},
),
]
# Increase the maximum field size limit
#csv.field_size_limit(sys.maxsize)
def _generate_examples(self, filepath):
table = pq.read_table(filepath)
df = table.to_pandas()
#df = pd.read_parquet(filepath)
for id, row in df.iterrows():
MatchEvent_dict, TeamLineUps_dict, TeamStats_dict, PlayerStats_dict, PlayerPreMatchInfo_dict = {}, {}, {}, {}, {}
if row["MatchEvent"] is not None:
MatchEvent = row["MatchEvent"]
for key in MatchEvent.keys():
MatchEvent_dict[key] = MatchEvent[key]
if row["TeamLineUps"] is not None:
TeamLineUps = row["TeamLineUps"]
for key in TeamLineUps.keys():
TeamLineUps_dict[key] = TeamLineUps[key]
if row["TeamStats"] is not None:
TeamStats = row["TeamStats"]
for key in TeamStats.keys():
TeamStats_dict[key] = TeamStats[key]
if row["PlayerStats"] is not None:
PlayerStats = row["PlayerStats"]
for key in PlayerStats.keys():
PlayerStats_dict[key] = PlayerStats[key]
if row["PlayerPreMatchInfo"] is not None:
PlayerPreMatchInfo = row["PlayerPreMatchInfo"]
for key in PlayerPreMatchInfo.keys():
PlayerPreMatchInfo_dict[key] = PlayerPreMatchInfo[key]
#'id' here is the index of the row in the DataFrame
#'row' is a Pandas Series object representing the row data
#Directly yield the id and row.to_dict() if the DataFrame structure matches the desired output
#yield id, row.to_dict()
#with open(filepath, encoding="utf-8") as f:
#reader = pd.read_parquet(f)
#for id, row in enumerate(reader):
#match_event_str = row["MatchEvent"]
#match_event_replaced = match_event_str.replace("'", '"')
#match_event_replaced = match_event_str.replace(": nan: ", ": None: ")
#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_replaced = team_stats_str.replace("'", '"')
#team_stats_replaced = team_stats_replaced.replace(": nan", ": null")
#team_stats = yaml.safe_load(team_stats_str)
#player_stats_str = row["PlayerStats"]
#player_stats_replaced = player_stats_str.replace("'", '"')
#player_stats_replaced = player_stats_replaced.replace(": nan", ": null")
#player_stats_replaced = player_stats_str.replace('"', '\"')
#player_stats = yaml.safe_load(player_stats_replaced)
#pre_match_str = row["PlayerPreMatchInfo"]
#pre_match_replaced = pre_match_str.replace("'", '"')
#pre_match_replaced = pre_match_replaced.replace(": nan", ": null")
#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": MatchEvent_dict,
"TeamLineUps": TeamLineUps_dict,
"TeamStats": TeamStats_dict,
"PlayerStats": PlayerStats_dict,
"PlayerPreMatchInfo": PlayerPreMatchInfo_dict,
}