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 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 download_file(url, filename): with requests.get(url, stream=True) as r: r.raise_for_status() with open(filename, 'wb') as f: for chunk in r.iter_content(chunk_size=8192): f.write(chunk) file_url = "https://drive.google.com/uc?id=1QiF2WnnI2cxFDpLoetabx9Pe-DgUuV81" download_file(file_url, 'data.parquet') #def _split_generators(self, dl_manager): #file_url = 'https://github.com/gchcg/Projects/raw/main/Euro2020.parquet' #"https://drive.google.com/uc?id=1QiF2WnnI2cxFDpLoetabx9Pe-DgUuV81" #1RKoAQwq68LASd4ret_OKYUkF4B4m6hnu #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): df = pd.read_parquet(filepath) for id, row in df.iterrows(): # '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": row["MatchEvent"], #"TeamLineUps": row["TeamLineUps"], #"TeamStats": row["TeamStats"], #"PlayerStats": row["PlayerStats"], #"PlayerPreMatchInfo": row["PlayerPreMatchInfo"], #}