Integration.py

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="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://github.com/gchcg/Projects/blob/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"],
                #}