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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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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="This dataset contains highly detailed information on each of the 51 matches in the UEFA Euro 2020 tournament composed and aggregated from 6 original csv files. Each row represents the information for each match and the columns constitute a wide range of variables on basic match information, referee information and statistics, match events in different phases of a match, team line-up and squad information, team statistics and player statistics on different areas of the game, and player-based pre-match information.", |
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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 = "https://data.world/cervus/uefa-euro-2020", |
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citation="""@dataset{UEFA Euro 2020, |
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creator={Mikhail Zhilkin @cervus}, |
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year={2021}, |
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}""" |
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) |
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|
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def _split_generators(self, dl_manager): |
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file_url = "https://drive.google.com/uc?id=1RKoAQwq68LASd4ret_OKYUkF4B4m6hnu" |
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downloaded_file = dl_manager.download(file_url) |
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|
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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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|
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|
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csv.field_size_limit(sys.maxsize) |
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|
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def _generate_examples(self, filepath): |
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with open(filepath, encoding="utf-8") as f: |
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reader = csv.DictReader(f) |
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for id, row in enumerate(reader): |
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|
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match_event_str = row["MatchEvent"] |
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match_event = yaml.safe_load(match_event_str) |
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|
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team_linup_str = row["TeamLineUps"] |
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team_linup_replaced = team_linup_str.replace(": nan", ": None") |
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team_linup = ast.literal_eval(team_linup_replaced) |
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|
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team_stats_str = row["TeamStats"] |
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team_stats = yaml.safe_load(team_stats_str) |
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|
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player_stats_str = row["PlayerStats"] |
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player_stats_replaced = player_stats_str.replace('"', '\"') |
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player_stats = yaml.safe_load(player_stats_replaced) |
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|
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pre_match_str = row["PlayerPreMatchInfo"] |
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pre_match_info = yaml.safe_load(pre_match_str) |
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|
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yield id, { |
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"HomeTeamName": row["HomeTeamName"], |
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"AwayTeamName": row["AwayTeamName"], |
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"DateandTimeCET": row["DateandTimeCET"], |
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"MatchID": row["MatchID"], |
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"RoundName": row["RoundName"], |
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"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": match_event, |
|
"TeamLineUps": team_linup, |
|
"TeamStats": team_stats, |
|
"PlayerStats": player_stats, |
|
"PlayerPreMatchInfo": pre_match_info, |
|
} |
|
|
|
|
