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from datasets import Dataset, GeneratorBasedBuilder, DatasetInfo, Features, Value, SplitGenerator, Sequence |
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import pandas as pd |
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import tensorflow as tf |
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import csv |
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import sys |
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import ast |
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import json |
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import yaml |
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import requests |
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import pyarrow.parquet as pq |
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class Euro2020Dataset(GeneratorBasedBuilder): |
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VERSION = "1.0.0" |
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def _info(self): |
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return DatasetInfo( |
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description="Your dataset description here.", |
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features=Features({ |
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"HomeTeamName": Value("string"), |
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"AwayTeamName": Value("string"), |
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"DateandTimeCET": Value("string"), |
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"MatchID": Value("int64"), |
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"RoundName": Value("string"), |
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"Stage": Value("string"), |
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"MatchDay": Value("int64"), |
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"Session": Value("int64"), |
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"MatchMinute": Value("int64"), |
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"InjuryTime": Value("int64"), |
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"NumberofPhases": Value("int64"), |
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"Phase": Value("int64"), |
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"ScoreHome": Value("int64"), |
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"ScoreAway": Value("int64"), |
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"MatchStatus": Value("string"), |
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"StadiumID": Value("int64"), |
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"RefereeWebName": Value("string"), |
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"NumberofMatchesRefereedPostMatch": Value("int64"), |
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"TotalNumberofMatchesRefereed": Value("int64"), |
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"NumberofMatchesRefereedinGroupStage": Value("int64"), |
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"NumberofMatchesRefereedinKnockoutStage": Value("int64"), |
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"AssistantRefereeWebName": Value("string"), |
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"Humidity": Value("int64"), |
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"Temperature": Value("int64"), |
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"WindSpeed": Value("int64"), |
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"MatchEvent": Features({ |
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"1-First Half": Sequence(Features({ |
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"Event": Value("string"), |
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"Minute": Value("int64"), |
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"Phase": Value("int64"), |
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"InjuryMinute": Value("int64"), |
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"TeamFromID": Value("float"), |
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"TeamToID": Value("float"), |
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"PlayerFromID": Value("float"), |
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"PlayerToID": Value("float"), |
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"Time": Value("string"), |
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"MatchEventAttribute": Value("string"), |
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})), |
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"2-Second Half": Sequence(Features({ |
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"Event": Value("string"), |
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"Minute": Value("int64"), |
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"Phase": Value("int64"), |
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"InjuryMinute": Value("int64"), |
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"TeamFromID": Value("float"), |
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"TeamToID": Value("float"), |
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"PlayerFromID": Value("float"), |
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"PlayerToID": Value("float"), |
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"Time": Value("string"), |
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"MatchEventAttribute": Value("string"), |
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})), |
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"3-Extra Time First Half": Sequence(Features({ |
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"Event": Value("string"), |
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"Minute": Value("int64"), |
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"Phase": Value("int64"), |
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"InjuryMinute": Value("int64"), |
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"TeamFromID": Value("float"), |
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"TeamToID": Value("float"), |
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"PlayerFromID": Value("float"), |
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"PlayerToID": Value("float"), |
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"Time": Value("string"), |
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"MatchEventAttribute": Value("string"), |
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})), |
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"4-Extra Time Second Half": Sequence(Features({ |
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"Event": Value("string"), |
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"Minute": Value("int64"), |
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"Phase": Value("int64"), |
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"InjuryMinute": Value("int64"), |
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"TeamFromID": Value("float"), |
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"TeamToID": Value("float"), |
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"PlayerFromID": Value("float"), |
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"PlayerToID": Value("float"), |
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"Time": Value("string"), |
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"MatchEventAttribute": Value("string"), |
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})), |
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"5-Penalty Shootout": Sequence(Features({ |
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"Event": Value("string"), |
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"Minute": Value("int64"), |
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"Phase": Value("int64"), |
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"InjuryMinute": Value("int64"), |
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"TeamFromID": Value("float"), |
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"TeamToID": Value("float"), |
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"PlayerFromID": Value("float"), |
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"PlayerToID": Value("float"), |
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"Time": Value("string"), |
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"MatchEventAttribute": Value("string"), |
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})), |
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}), |
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"TeamLineUps": Features({ |
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"HomeTeamLineUp": Features({ |
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"Starting11": Sequence(Features({ |
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"Country": Value("string"), |
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"ID": Value("int64"), |
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"OfficialName": Value("string"), |
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"OfficialSurname": Value("string"), |
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"ShortName": Value("string"), |
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"Role": Value("string"), |
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"JerseyNumber": Value("string"), |
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"IsGoalkeeper": Value("string"), |
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"JerseyName": Value("string"), |
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"IsCaptain": Value("string"), |
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"TacticX": Value("string"), |
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"TacticY": Value("string"), |
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"Numorder": Value("string"), |
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"IsBooked": Value("float"), |
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})), |
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"Benched Players": Sequence(Features({ |
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"Country": Value("string"), |
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"ID": Value("int64"), |
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"OfficialName": Value("string"), |
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"OfficialSurname": Value("string"), |
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"ShortName": Value("string"), |
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"Role": Value("string"), |
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"JerseyNumber": Value("string"), |
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"IsGoalkeeper": Value("string"), |
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"JerseyName": Value("string"), |
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"IsCaptain": Value("string"), |
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"TacticX": Value("string"), |
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"TacticY": Value("string"), |
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"Numorder": Value("string"), |
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"IsBooked": Value("float"), |
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})), |
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"Staff": Sequence(Features({ |
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"Country": Value("string"), |
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"ID": Value("int64"), |
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"OfficialName": Value("string"), |
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"OfficialSurname": Value("string"), |
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"ShortName": Value("string"), |
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"Role": Value("string"), |
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})), |
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}), |
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"AwayTeamLineUp": Features({ |
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"Starting11": Sequence(Features({ |
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"Country": Value("string"), |
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"ID": Value("int64"), |
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"OfficialName": Value("string"), |
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"OfficialSurname": Value("string"), |
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"ShortName": Value("string"), |
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"Role": Value("string"), |
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"JerseyNumber": Value("string"), |
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"IsGoalkeeper": Value("string"), |
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"JerseyName": Value("string"), |
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"IsCaptain": Value("string"), |
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"TacticX": Value("string"), |
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"TacticY": Value("string"), |
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"Numorder": Value("string"), |
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"IsBooked": Value("float"), |
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})), |
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"Benched Players": Sequence(Features({ |
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"Country": Value("string"), |
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"ID": Value("int64"), |
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"OfficialName": Value("string"), |
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"OfficialSurname": Value("string"), |
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"ShortName": Value("string"), |
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"Role": Value("string"), |
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"JerseyNumber": Value("string"), |
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"IsGoalkeeper": Value("string"), |
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"JerseyName": Value("string"), |
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"IsCaptain": Value("string"), |
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"TacticX": Value("string"), |
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"TacticY": Value("string"), |
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"Numorder": Value("string"), |
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"IsBooked": Value("float"), |
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})), |
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"Staff": Sequence(Features({ |
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"Country": Value("string"), |
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"ID": Value("int64"), |
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"OfficialName": Value("string"), |
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"OfficialSurname": Value("string"), |
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"ShortName": Value("string"), |
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"Role": Value("string"), |
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})), |
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}), |
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}), |
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"TeamStats": Features({ |
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"HomeTeamStats": Features({ |
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"attacking": Sequence(Features({ |
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"TeamID": Value("int64"), |
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"TeamName": Value("string"), |
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"StatsID": Value("int64"), |
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"StatsName": Value("string"), |
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"Value": Value("string"), |
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"Rank": Value("int64"), |
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})), |
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"coverage&speed": Sequence(Features({ |
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"TeamID": Value("int64"), |
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"TeamName": Value("string"), |
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"StatsID": Value("int64"), |
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"StatsName": Value("string"), |
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"Value": Value("string"), |
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"Rank": Value("int64"), |
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})), |
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"defending": Sequence(Features({ |
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"TeamID": Value("int64"), |
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"TeamName": Value("string"), |
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"StatsID": Value("int64"), |
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"StatsName": Value("string"), |
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"Value": Value("string"), |
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"Rank": Value("int64"), |
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})), |
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"goalkeeping": Sequence(Features({ |
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"TeamID": Value("int64"), |
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"TeamName": Value("string"), |
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"StatsID": Value("int64"), |
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"StatsName": Value("string"), |
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"Value": Value("string"), |
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"Rank": Value("int64"), |
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})), |
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"matches played": Sequence(Features({ |
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"TeamID": Value("int64"), |
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"TeamName": Value("string"), |
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"StatsID": Value("int64"), |
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"StatsName": Value("string"), |
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"Value": Value("string"), |
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"Rank": Value("int64"), |
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})), |
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"possession": Sequence(Features({ |
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"TeamID": Value("int64"), |
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"TeamName": Value("string"), |
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"StatsID": Value("int64"), |
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"StatsName": Value("string"), |
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"Value": Value("string"), |
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"Rank": Value("int64"), |
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})), |
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"time stats": Sequence(Features({ |
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"TeamID": Value("int64"), |
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"TeamName": Value("string"), |
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"StatsID": Value("int64"), |
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"StatsName": Value("string"), |
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"Value": Value("string"), |
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"Rank": Value("int64"), |
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})), |
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"violation&foul&discipline": Sequence(Features({ |
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"TeamID": Value("int64"), |
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"TeamName": Value("string"), |
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"StatsID": Value("int64"), |
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"StatsName": Value("string"), |
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"Value": Value("string"), |
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"Rank": Value("int64"), |
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})), |
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}), |
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"AwayTeamStats": Features({ |
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"attacking": Sequence(Features({ |
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"TeamID": Value("int64"), |
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"TeamName": Value("string"), |
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"StatsID": Value("int64"), |
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"StatsName": Value("string"), |
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"Value": Value("string"), |
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"Rank": Value("int64"), |
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})), |
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"coverage&speed": Sequence(Features({ |
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"TeamID": Value("int64"), |
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"TeamName": Value("string"), |
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"StatsID": Value("int64"), |
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"StatsName": Value("string"), |
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"Value": Value("string"), |
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"Rank": Value("int64"), |
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})), |
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"defending": Sequence(Features({ |
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"TeamID": Value("int64"), |
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"TeamName": Value("string"), |
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"StatsID": Value("int64"), |
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"StatsName": Value("string"), |
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"Value": Value("string"), |
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"Rank": Value("int64"), |
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})), |
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"goalkeeping": Sequence(Features({ |
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"TeamID": Value("int64"), |
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"TeamName": Value("string"), |
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"StatsID": Value("int64"), |
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"StatsName": Value("string"), |
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"Value": Value("string"), |
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"Rank": Value("int64"), |
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})), |
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"matches played": Sequence(Features({ |
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"TeamID": Value("int64"), |
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"TeamName": Value("string"), |
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"StatsID": Value("int64"), |
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"StatsName": Value("string"), |
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"Value": Value("string"), |
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"Rank": Value("int64"), |
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})), |
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"possession": Sequence(Features({ |
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"TeamID": Value("int64"), |
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"TeamName": Value("string"), |
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"StatsID": Value("int64"), |
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"StatsName": Value("string"), |
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"Value": Value("string"), |
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"Rank": Value("int64"), |
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})), |
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"time stats": Sequence(Features({ |
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"TeamID": Value("int64"), |
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"TeamName": Value("string"), |
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"StatsID": Value("int64"), |
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"StatsName": Value("string"), |
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"Value": Value("string"), |
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"Rank": Value("int64"), |
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})), |
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"violation&foul&discipline": Sequence(Features({ |
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"TeamID": Value("int64"), |
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"TeamName": Value("string"), |
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"StatsID": Value("int64"), |
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"StatsName": Value("string"), |
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"Value": Value("string"), |
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"Rank": Value("int64"), |
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})), |
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}), |
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}), |
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"PlayerStats": Features({ |
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"HomeTeamPlayerStats": Features({ |
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"attacking": Sequence(Features({ |
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"PlayerID": Value("int64"), |
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"PlayerName": Value("string"), |
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"PlayerSurname": Value("string"), |
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"IsGoalkeeper": Value("bool"), |
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"PlayedTime": Value("int64"), |
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"StatsID": Value("int64"), |
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"StatsName": Value("string"), |
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"Value": Value("string"), |
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"Rank": Value("int64"), |
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})), |
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"coverage&speed": Sequence(Features({ |
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"PlayerID": Value("int64"), |
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"PlayerName": Value("string"), |
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"PlayerSurname": Value("string"), |
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"IsGoalkeeper": Value("bool"), |
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"PlayedTime": Value("int64"), |
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"StatsID": Value("int64"), |
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"StatsName": Value("string"), |
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"Value": Value("string"), |
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"Rank": Value("int64"), |
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})), |
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"defending": Sequence(Features({ |
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"PlayerID": Value("int64"), |
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"PlayerName": Value("string"), |
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"PlayerSurname": Value("string"), |
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"IsGoalkeeper": Value("bool"), |
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"PlayedTime": Value("int64"), |
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"StatsID": Value("int64"), |
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"StatsName": Value("string"), |
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"Value": Value("string"), |
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"Rank": Value("int64"), |
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})), |
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"goalkeeping": Sequence(Features({ |
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"PlayerID": Value("int64"), |
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"PlayerName": Value("string"), |
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"PlayerSurname": Value("string"), |
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"IsGoalkeeper": Value("bool"), |
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"PlayedTime": Value("int64"), |
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"StatsID": Value("int64"), |
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"StatsName": Value("string"), |
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"Value": Value("string"), |
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"Rank": Value("int64"), |
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})), |
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"matches played": Sequence(Features({ |
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"PlayerID": Value("int64"), |
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"PlayerName": Value("string"), |
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"PlayerSurname": Value("string"), |
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"IsGoalkeeper": Value("bool"), |
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"PlayedTime": Value("int64"), |
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"StatsID": Value("int64"), |
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"StatsName": Value("string"), |
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"Value": Value("string"), |
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"Rank": Value("int64"), |
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})), |
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"possession": Sequence(Features({ |
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"PlayerID": Value("int64"), |
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"PlayerName": Value("string"), |
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"PlayerSurname": Value("string"), |
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"IsGoalkeeper": Value("bool"), |
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"PlayedTime": Value("int64"), |
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"StatsID": Value("int64"), |
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"StatsName": Value("string"), |
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"Value": Value("string"), |
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"Rank": Value("int64"), |
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})), |
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"time stats": Sequence(Features({ |
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"PlayerID": Value("int64"), |
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"PlayerName": Value("string"), |
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"PlayerSurname": Value("string"), |
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"IsGoalkeeper": Value("bool"), |
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"PlayedTime": Value("int64"), |
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"StatsID": Value("int64"), |
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"StatsName": Value("string"), |
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"Value": Value("string"), |
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"Rank": Value("int64"), |
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})), |
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"violation&foul&discipline": Sequence(Features({ |
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"PlayerID": Value("int64"), |
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"PlayerName": Value("string"), |
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"PlayerSurname": Value("string"), |
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"IsGoalkeeper": Value("bool"), |
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"PlayedTime": Value("int64"), |
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"StatsID": Value("int64"), |
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"StatsName": Value("string"), |
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"Value": Value("string"), |
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"Rank": Value("int64"), |
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})), |
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}), |
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"AwayTeamPlayerStats": Features({ |
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"attacking": Sequence(Features({ |
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"PlayerID": Value("int64"), |
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"PlayerName": Value("string"), |
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"PlayerSurname": Value("string"), |
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"IsGoalkeeper": Value("bool"), |
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"PlayedTime": Value("int64"), |
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"StatsID": Value("int64"), |
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"StatsName": Value("string"), |
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"Value": Value("string"), |
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"Rank": Value("int64"), |
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})), |
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"coverage&speed": Sequence(Features({ |
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"PlayerID": Value("int64"), |
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"PlayerName": Value("string"), |
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"PlayerSurname": Value("string"), |
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"IsGoalkeeper": Value("bool"), |
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"PlayedTime": Value("int64"), |
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"StatsID": Value("int64"), |
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"StatsName": Value("string"), |
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"Value": Value("string"), |
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"Rank": Value("int64"), |
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})), |
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"defending": Sequence(Features({ |
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"PlayerID": Value("int64"), |
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"PlayerName": Value("string"), |
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"PlayerSurname": Value("string"), |
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"IsGoalkeeper": Value("bool"), |
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"PlayedTime": Value("int64"), |
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"StatsID": Value("int64"), |
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"StatsName": Value("string"), |
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"Value": Value("string"), |
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"Rank": Value("int64"), |
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})), |
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"goalkeeping": Sequence(Features({ |
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"PlayerID": Value("int64"), |
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"PlayerName": Value("string"), |
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"PlayerSurname": Value("string"), |
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"IsGoalkeeper": Value("bool"), |
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"PlayedTime": Value("int64"), |
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"StatsID": Value("int64"), |
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"StatsName": Value("string"), |
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"Value": Value("string"), |
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"Rank": Value("int64"), |
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})), |
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"matches played": Sequence(Features({ |
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"PlayerID": Value("int64"), |
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"PlayerName": Value("string"), |
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"PlayerSurname": Value("string"), |
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"IsGoalkeeper": Value("bool"), |
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"PlayedTime": Value("int64"), |
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"StatsID": Value("int64"), |
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"StatsName": Value("string"), |
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"Value": Value("string"), |
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"Rank": Value("int64"), |
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})), |
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"possession": Sequence(Features({ |
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"PlayerID": Value("int64"), |
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"PlayerName": Value("string"), |
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"PlayerSurname": Value("string"), |
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"IsGoalkeeper": Value("bool"), |
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"PlayedTime": Value("int64"), |
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"StatsID": Value("int64"), |
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"StatsName": Value("string"), |
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"Value": Value("string"), |
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"Rank": Value("int64"), |
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})), |
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"time stats": Sequence(Features({ |
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"PlayerID": Value("int64"), |
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"PlayerName": Value("string"), |
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"PlayerSurname": Value("string"), |
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"IsGoalkeeper": Value("bool"), |
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"PlayedTime": Value("int64"), |
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"StatsID": Value("int64"), |
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"StatsName": Value("string"), |
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"Value": Value("string"), |
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"Rank": Value("int64"), |
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})), |
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"violation&foul&discipline": Sequence(Features({ |
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"PlayerID": Value("int64"), |
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"PlayerName": Value("string"), |
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"PlayerSurname": Value("string"), |
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"IsGoalkeeper": Value("bool"), |
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"PlayedTime": Value("int64"), |
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"StatsID": Value("int64"), |
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"StatsName": Value("string"), |
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"Value": Value("string"), |
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"Rank": Value("int64"), |
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})), |
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}), |
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}), |
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"PlayerPreMatchInfo": Features({ |
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"HomeTeamPlayerInfo": Sequence(Features({ |
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"PlayerID": Value("int64"), |
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"OfficialName": Value("string"), |
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"OfficialSurname": Value("string"), |
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"JerseyName": Value("string"), |
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"ShortName": Value("string"), |
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"GoalScored": Value("float"), |
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"CleanSheet": Value("float"), |
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"SuspendedIfBooked": Value("bool"), |
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"Role": Value("string"), |
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})), |
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"AwayTeamPlayerInfo": Sequence(Features({ |
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"PlayerID": Value("int64"), |
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"OfficialName": Value("string"), |
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"OfficialSurname": Value("string"), |
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"JerseyName": Value("string"), |
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"ShortName": Value("string"), |
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"GoalScored": Value("float"), |
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"CleanSheet": Value("float"), |
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"SuspendedIfBooked": Value("bool"), |
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"Role": Value("string"), |
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})), |
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}), |
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}), |
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supervised_keys=None, |
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homepage="Optional dataset homepage", |
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license= "j", |
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citation="Optional citation" |
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) |
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def _split_generators(self, dl_manager): |
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file_url = 'https://huggingface.co/ForzaJuve1/whatever/resolve/main/Euro2020.parquet?download=true' |
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downloaded_file = dl_manager.download(file_url) |
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return [ |
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SplitGenerator( |
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name="train", |
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gen_kwargs={"filepath": downloaded_file}, |
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), |
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] |
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def _generate_examples(self, filepath): |
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table = pq.read_table(filepath) |
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for batch in table.to_batches(): |
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for row in batch.to_pydict(): |
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yield row |
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