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Delete Integration.py
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Integration.py
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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 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"), # contains both nan (float) and string, so use string to
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# accommadate both
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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"),
|
411 |
-
"StatsID": Value("int64"),
|
412 |
-
"StatsName": Value("string"),
|
413 |
-
"Value": Value("string"),
|
414 |
-
"Rank": Value("int64"),
|
415 |
-
})),
|
416 |
-
}),
|
417 |
-
"AwayTeamPlayerStats": Features({
|
418 |
-
"attacking": Sequence(Features({
|
419 |
-
"PlayerID": Value("int64"),
|
420 |
-
"PlayerName": Value("string"),
|
421 |
-
"PlayerSurname": Value("string"),
|
422 |
-
"IsGoalkeeper": Value("bool"),
|
423 |
-
"PlayedTime": Value("int64"),
|
424 |
-
"StatsID": Value("int64"),
|
425 |
-
"StatsName": Value("string"),
|
426 |
-
"Value": Value("string"),
|
427 |
-
"Rank": Value("int64"),
|
428 |
-
})),
|
429 |
-
"coverage&speed": Sequence(Features({
|
430 |
-
"PlayerID": Value("int64"),
|
431 |
-
"PlayerName": Value("string"),
|
432 |
-
"PlayerSurname": Value("string"),
|
433 |
-
"IsGoalkeeper": Value("bool"),
|
434 |
-
"PlayedTime": Value("int64"),
|
435 |
-
"StatsID": Value("int64"),
|
436 |
-
"StatsName": Value("string"),
|
437 |
-
"Value": Value("string"),
|
438 |
-
"Rank": Value("int64"),
|
439 |
-
})),
|
440 |
-
"defending": Sequence(Features({
|
441 |
-
"PlayerID": Value("int64"),
|
442 |
-
"PlayerName": Value("string"),
|
443 |
-
"PlayerSurname": Value("string"),
|
444 |
-
"IsGoalkeeper": Value("bool"),
|
445 |
-
"PlayedTime": Value("int64"),
|
446 |
-
"StatsID": Value("int64"),
|
447 |
-
"StatsName": Value("string"),
|
448 |
-
"Value": Value("string"),
|
449 |
-
"Rank": Value("int64"),
|
450 |
-
})),
|
451 |
-
"goalkeeping": Sequence(Features({
|
452 |
-
"PlayerID": Value("int64"),
|
453 |
-
"PlayerName": Value("string"),
|
454 |
-
"PlayerSurname": Value("string"),
|
455 |
-
"IsGoalkeeper": Value("bool"),
|
456 |
-
"PlayedTime": Value("int64"),
|
457 |
-
"StatsID": Value("int64"),
|
458 |
-
"StatsName": Value("string"),
|
459 |
-
"Value": Value("string"),
|
460 |
-
"Rank": Value("int64"),
|
461 |
-
})),
|
462 |
-
"matches played": Sequence(Features({
|
463 |
-
"PlayerID": Value("int64"),
|
464 |
-
"PlayerName": Value("string"),
|
465 |
-
"PlayerSurname": Value("string"),
|
466 |
-
"IsGoalkeeper": Value("bool"),
|
467 |
-
"PlayedTime": Value("int64"),
|
468 |
-
"StatsID": Value("int64"),
|
469 |
-
"StatsName": Value("string"),
|
470 |
-
"Value": Value("string"),
|
471 |
-
"Rank": Value("int64"),
|
472 |
-
})),
|
473 |
-
"possession": Sequence(Features({
|
474 |
-
"PlayerID": Value("int64"),
|
475 |
-
"PlayerName": Value("string"),
|
476 |
-
"PlayerSurname": Value("string"),
|
477 |
-
"IsGoalkeeper": Value("bool"),
|
478 |
-
"PlayedTime": Value("int64"),
|
479 |
-
"StatsID": Value("int64"),
|
480 |
-
"StatsName": Value("string"),
|
481 |
-
"Value": Value("string"),
|
482 |
-
"Rank": Value("int64"),
|
483 |
-
})),
|
484 |
-
"time stats": Sequence(Features({
|
485 |
-
"PlayerID": Value("int64"),
|
486 |
-
"PlayerName": Value("string"),
|
487 |
-
"PlayerSurname": Value("string"),
|
488 |
-
"IsGoalkeeper": Value("bool"),
|
489 |
-
"PlayedTime": Value("int64"),
|
490 |
-
"StatsID": Value("int64"),
|
491 |
-
"StatsName": Value("string"),
|
492 |
-
"Value": Value("string"),
|
493 |
-
"Rank": Value("int64"),
|
494 |
-
})),
|
495 |
-
"violation&foul&discipline": Sequence(Features({
|
496 |
-
"PlayerID": Value("int64"),
|
497 |
-
"PlayerName": Value("string"),
|
498 |
-
"PlayerSurname": Value("string"),
|
499 |
-
"IsGoalkeeper": Value("bool"),
|
500 |
-
"PlayedTime": Value("int64"),
|
501 |
-
"StatsID": Value("int64"),
|
502 |
-
"StatsName": Value("string"),
|
503 |
-
"Value": Value("string"),
|
504 |
-
"Rank": Value("int64"),
|
505 |
-
})),
|
506 |
-
}),
|
507 |
-
}),
|
508 |
-
"PlayerPreMatchInfo": Features({
|
509 |
-
"HomeTeamPlayerInfo": Sequence(Features({
|
510 |
-
"PlayerID": Value("int64"),
|
511 |
-
"OfficialName": Value("string"),
|
512 |
-
"OfficialSurname": Value("string"),
|
513 |
-
"JerseyName": Value("string"),
|
514 |
-
"ShortName": Value("string"),
|
515 |
-
"GoalScored": Value("float"),
|
516 |
-
"CleanSheet": Value("float"),
|
517 |
-
"SuspendedIfBooked": Value("bool"),
|
518 |
-
"Role": Value("string"),
|
519 |
-
})),
|
520 |
-
"AwayTeamPlayerInfo": Sequence(Features({
|
521 |
-
"PlayerID": Value("int64"),
|
522 |
-
"OfficialName": Value("string"),
|
523 |
-
"OfficialSurname": Value("string"),
|
524 |
-
"JerseyName": Value("string"),
|
525 |
-
"ShortName": Value("string"),
|
526 |
-
"GoalScored": Value("float"),
|
527 |
-
"CleanSheet": Value("float"),
|
528 |
-
"SuspendedIfBooked": Value("bool"),
|
529 |
-
"Role": Value("string"),
|
530 |
-
})),
|
531 |
-
}),
|
532 |
-
}),
|
533 |
-
supervised_keys=None,
|
534 |
-
homepage="Optional dataset homepage",
|
535 |
-
license= "j",
|
536 |
-
citation="Optional citation"
|
537 |
-
)
|
538 |
-
|
539 |
-
def _split_generators(self, dl_manager):
|
540 |
-
file_url = 'https://drive.google.com/uc?id=1RKoAQwq68LASd4ret_OKYUkF4B4m6hnu'
|
541 |
-
downloaded_file = dl_manager.download(file_url)
|
542 |
-
|
543 |
-
return [
|
544 |
-
SplitGenerator(
|
545 |
-
name="train",
|
546 |
-
gen_kwargs={"filepath": downloaded_file},
|
547 |
-
),
|
548 |
-
]
|
549 |
-
|
550 |
-
# Increase the maximum field size limit
|
551 |
-
csv.field_size_limit(sys.maxsize)
|
552 |
-
|
553 |
-
def _generate_examples(self, filepath):
|
554 |
-
|
555 |
-
#table = pq.read_table(filepath)
|
556 |
-
#df = table.to_pandas()
|
557 |
-
#df = pd.read_parquet(filepath)
|
558 |
-
#for id, row in df.iterrows():
|
559 |
-
#MatchEvent_dict = process_nested_dict(row.get("MatchEvent", {}))
|
560 |
-
#TeamLineUps_dict = process_nested_dict(row.get("TeamLineUps", {}))
|
561 |
-
#TeamStats_dict = process_nested_dict(row.get("TeamStats", {}))
|
562 |
-
#PlayerStats_dict = process_nested_dict(row.get("PlayerStats", {}))
|
563 |
-
#PlayerPreMatchInfo_dict = process_nested_dict(row.get("PlayerPreMatchInfo", {}))
|
564 |
-
#MatchEvent_dict, TeamLineUps_dict, TeamStats_dict, PlayerStats_dict, PlayerPreMatchInfo_dict = {}, {}, {}, {}, {}
|
565 |
-
|
566 |
-
#if row.get("MatchEvent",{}) is not None:
|
567 |
-
#MatchEvent = row.get("MatchEvent",{})
|
568 |
-
#for key in MatchEvent.keys():
|
569 |
-
#MatchEvent_dict[key] = MatchEvent[key]
|
570 |
-
|
571 |
-
#if row.get("TeamLineUps",{}) is not None:
|
572 |
-
#TeamLineUps = row.get("TeamLineUps",{})
|
573 |
-
#for key in TeamLineUps.keys():
|
574 |
-
#TeamLineUps_dict[key] = TeamLineUps[key]
|
575 |
-
|
576 |
-
#if row.get("TeamStats",{}) is not None:
|
577 |
-
#TeamStats = row.get("TeamStats",{})
|
578 |
-
#for key in TeamStats.keys():
|
579 |
-
#TeamStats_dict[key] = TeamStats[key]
|
580 |
-
|
581 |
-
#if row.get("PlayerStats",{}) is not None:
|
582 |
-
#PlayerStats = row.get("PlayerStats",{})
|
583 |
-
#for key in PlayerStats.keys():
|
584 |
-
#PlayerStats_dict[key] = PlayerStats[key]
|
585 |
-
|
586 |
-
#if row.get("PlayerPreMatchInfo",{}) is not None:
|
587 |
-
#PlayerPreMatchInfo = row.get("PlayerPreMatchInfo",{})
|
588 |
-
#for key in PlayerPreMatchInfo.keys():
|
589 |
-
#PlayerPreMatchInfo_dict[key] = PlayerPreMatchInfo[key]
|
590 |
-
|
591 |
-
#'id' here is the index of the row in the DataFrame
|
592 |
-
#'row' is a Pandas Series object representing the row data
|
593 |
-
#Directly yield the id and row.to_dict() if the DataFrame structure matches the desired output
|
594 |
-
#yield id, row.to_dict()
|
595 |
-
with open(filepath, encoding="utf-8") as f:
|
596 |
-
reader = csv.DictReader(f)
|
597 |
-
for id, row in enumerate(reader):
|
598 |
-
|
599 |
-
match_event_str = row["MatchEvent"]
|
600 |
-
#match_event_replaced = match_event_str.replace("'", '"')
|
601 |
-
#match_event_replaced = match_event_str.replace(": nan: ", ": None: ")
|
602 |
-
match_event = yaml.safe_load(match_event_str)
|
603 |
-
|
604 |
-
team_linup_str = row["TeamLineUps"]
|
605 |
-
team_linup_replaced = team_linup_str.replace(": nan", ": None")
|
606 |
-
team_linup = ast.literal_eval(team_linup_replaced)
|
607 |
-
|
608 |
-
team_stats_str = row["TeamStats"]
|
609 |
-
#team_stats_replaced = team_stats_str.replace("'", '"')
|
610 |
-
#team_stats_replaced = team_stats_replaced.replace(": nan", ": null")
|
611 |
-
team_stats = yaml.safe_load(team_stats_str)
|
612 |
-
|
613 |
-
player_stats_str = row["PlayerStats"]
|
614 |
-
#player_stats_replaced = player_stats_str.replace("'", '"')
|
615 |
-
#player_stats_replaced = player_stats_replaced.replace(": nan", ": null")
|
616 |
-
player_stats_replaced = player_stats_str.replace('"', '\"')
|
617 |
-
player_stats = yaml.safe_load(player_stats_replaced)
|
618 |
-
|
619 |
-
pre_match_str = row["PlayerPreMatchInfo"]
|
620 |
-
#pre_match_replaced = pre_match_str.replace("'", '"')
|
621 |
-
#pre_match_replaced = pre_match_replaced.replace(": nan", ": null")
|
622 |
-
pre_match_info = yaml.safe_load(pre_match_str)
|
623 |
-
|
624 |
-
yield id, {
|
625 |
-
"HomeTeamName": row["HomeTeamName"],
|
626 |
-
"AwayTeamName": row["AwayTeamName"],
|
627 |
-
"DateandTimeCET": row["DateandTimeCET"],
|
628 |
-
"MatchID": row["MatchID"],
|
629 |
-
"RoundName": row["RoundName"],
|
630 |
-
"Stage": row["Stage"],
|
631 |
-
"MatchDay": row["MatchDay"],
|
632 |
-
"Session": row["Session"],
|
633 |
-
"MatchMinute": row["MatchMinute"],
|
634 |
-
"InjuryTime": row["InjuryTime"],
|
635 |
-
"NumberOfPhases": row["NumberOfPhases"],
|
636 |
-
"Phase": row["Phase"],
|
637 |
-
"ScoreHome": row["ScoreHome"],
|
638 |
-
"ScoreAway": row["ScoreAway"],
|
639 |
-
"MatchStatus": row["MatchStatus"],
|
640 |
-
"StadiumID": row["StadiumID"],
|
641 |
-
"RefereeWebName": row["RefereeWebName"],
|
642 |
-
"NumberofMatchesRefereedPostMatch": row["NumberofMatchesRefereedPostMatch"],
|
643 |
-
"TotalNumberofMatchesRefereed": row["TotalNumberofMatchesRefereed"],
|
644 |
-
"NumberofMatchesRefereedinGroupStage": row["NumberofMatchesRefereedinGroupStage"],
|
645 |
-
"NumberofMatchesRefereedinKnockoutStage": row["NumberofMatchesRefereedinKnockoutStage"],
|
646 |
-
"AssistantRefereeWebName": row["AssistantRefereeWebName"],
|
647 |
-
"Humidity": row["Humidity"],
|
648 |
-
"Temperature": row["Temperature"],
|
649 |
-
"WindSpeed": row["WindSpeed"],
|
650 |
-
"MatchEvent": match_event,
|
651 |
-
"TeamLineUps": team_linup,
|
652 |
-
"TeamStats": team_stats,
|
653 |
-
"PlayerStats": player_stats,
|
654 |
-
"PlayerPreMatchInfo": pre_match_info,
|
655 |
-
}
|
656 |
-
|
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