from datasets import Dataset, GeneratorBasedBuilder, DatasetInfo, Features, Value, SplitGenerator import pandas as pd import tensorflow as tf import csv 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": Value("dict"), "TeamLineUps": Value("dict"), "TeamStats": Value("dict"), "PlayerStats": Value("dict"), "PlayerPreMatchInfo": Value("dict"), }), supervised_keys=None, homepage="Optional dataset homepage", license= "j", citation="Optional citation" ) def _split_generators(self, dl_manager:DownloadManager): file_url = "https://drive.google.com/uc?id=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']}, ), ] def _generate_examples(self, filepath): #fobj = tf.io.gfile.GFile(filepath) #reader = csv.DictReader(fobj) with open(filepath, encoding="utf-8") as f: reader = csv.DictReader(f) for id, row in enumerate(reader): 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"], }