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1369ad1
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Parent(s):
ea0b52d
Upload Euro_2020_Integration.py
Browse files- Euro_2020_Integration.py +617 -0
Euro_2020_Integration.py
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| 1 |
+
from datasets import Dataset, GeneratorBasedBuilder, DatasetInfo, Features, Value, SplitGenerator, Sequence
|
| 2 |
+
import pandas as pd
|
| 3 |
+
import tensorflow as tf
|
| 4 |
+
import csv
|
| 5 |
+
import sys
|
| 6 |
+
import ast
|
| 7 |
+
import json
|
| 8 |
+
import yaml
|
| 9 |
+
|
| 10 |
+
class Euro2020Dataset(GeneratorBasedBuilder):
|
| 11 |
+
VERSION = "1.0.0"
|
| 12 |
+
|
| 13 |
+
def _info(self):
|
| 14 |
+
return DatasetInfo(
|
| 15 |
+
description="Your dataset description here.",
|
| 16 |
+
features=Features({
|
| 17 |
+
"HomeTeamName": Value("string"),
|
| 18 |
+
"AwayTeamName": Value("string"),
|
| 19 |
+
"DateandTimeCET": Value("string"),
|
| 20 |
+
"MatchID": Value("int64"),
|
| 21 |
+
"RoundName": Value("string"),
|
| 22 |
+
"Stage": Value("string"),
|
| 23 |
+
"MatchDay": Value("int64"),
|
| 24 |
+
"Session": Value("int64"),
|
| 25 |
+
"MatchMinute": Value("int64"),
|
| 26 |
+
"InjuryTime": Value("int64"),
|
| 27 |
+
"NumberofPhases": Value("int64"),
|
| 28 |
+
"Phase": Value("int64"),
|
| 29 |
+
"ScoreHome": Value("int64"),
|
| 30 |
+
"ScoreAway": Value("int64"),
|
| 31 |
+
"MatchStatus": Value("string"),
|
| 32 |
+
"StadiumID": Value("int64"),
|
| 33 |
+
"RefereeWebName": Value("string"),
|
| 34 |
+
"NumberofMatchesRefereedPostMatch": Value("int64"),
|
| 35 |
+
"TotalNumberofMatchesRefereed": Value("int64"),
|
| 36 |
+
"NumberofMatchesRefereedinGroupStage": Value("int64"),
|
| 37 |
+
"NumberofMatchesRefereedinKnockoutStage": Value("int64"),
|
| 38 |
+
"AssistantRefereeWebName": Value("string"),
|
| 39 |
+
"Humidity": Value("int64"),
|
| 40 |
+
"Temperature": Value("int64"),
|
| 41 |
+
"WindSpeed": Value("int64"),
|
| 42 |
+
"MatchEvent": Features({
|
| 43 |
+
"1-First Half": Sequence(Features({
|
| 44 |
+
"Event": Value("string"),
|
| 45 |
+
"Minute": Value("int64"),
|
| 46 |
+
"Phase": Value("int64"),
|
| 47 |
+
"InjuryMinute": Value("int64"),
|
| 48 |
+
"TeamFromID": Value("float"),
|
| 49 |
+
"TeamToID": Value("float"),
|
| 50 |
+
"PlayerFromID": Value("float"),
|
| 51 |
+
"PlayerToID": Value("float"),
|
| 52 |
+
"Time": Value("string"),
|
| 53 |
+
"MatchEventAttribute": Value("string"), # contains both nan (float) and string, so use string to
|
| 54 |
+
# accommadate both
|
| 55 |
+
})),
|
| 56 |
+
"2-Second Half": Sequence(Features({
|
| 57 |
+
"Event": Value("string"),
|
| 58 |
+
"Minute": Value("int64"),
|
| 59 |
+
"Phase": Value("int64"),
|
| 60 |
+
"InjuryMinute": Value("int64"),
|
| 61 |
+
"TeamFromID": Value("float"),
|
| 62 |
+
"TeamToID": Value("float"),
|
| 63 |
+
"PlayerFromID": Value("float"),
|
| 64 |
+
"PlayerToID": Value("float"),
|
| 65 |
+
"Time": Value("string"),
|
| 66 |
+
"MatchEventAttribute": Value("string"),
|
| 67 |
+
})),
|
| 68 |
+
"3-Extra Time First Half": Sequence(Features({
|
| 69 |
+
"Event": Value("string"),
|
| 70 |
+
"Minute": Value("int64"),
|
| 71 |
+
"Phase": Value("int64"),
|
| 72 |
+
"InjuryMinute": Value("int64"),
|
| 73 |
+
"TeamFromID": Value("float"),
|
| 74 |
+
"TeamToID": Value("float"),
|
| 75 |
+
"PlayerFromID": Value("float"),
|
| 76 |
+
"PlayerToID": Value("float"),
|
| 77 |
+
"Time": Value("string"),
|
| 78 |
+
"MatchEventAttribute": Value("string"),
|
| 79 |
+
})),
|
| 80 |
+
"4-Extra Time Second Half": Sequence(Features({
|
| 81 |
+
"Event": Value("string"),
|
| 82 |
+
"Minute": Value("int64"),
|
| 83 |
+
"Phase": Value("int64"),
|
| 84 |
+
"InjuryMinute": Value("int64"),
|
| 85 |
+
"TeamFromID": Value("float"),
|
| 86 |
+
"TeamToID": Value("float"),
|
| 87 |
+
"PlayerFromID": Value("float"),
|
| 88 |
+
"PlayerToID": Value("float"),
|
| 89 |
+
"Time": Value("string"),
|
| 90 |
+
"MatchEventAttribute": Value("string"),
|
| 91 |
+
})),
|
| 92 |
+
"5-Penalty Shootout": Sequence(Features({
|
| 93 |
+
"Event": Value("string"),
|
| 94 |
+
"Minute": Value("int64"),
|
| 95 |
+
"Phase": Value("int64"),
|
| 96 |
+
"InjuryMinute": Value("int64"),
|
| 97 |
+
"TeamFromID": Value("float"),
|
| 98 |
+
"TeamToID": Value("float"),
|
| 99 |
+
"PlayerFromID": Value("float"),
|
| 100 |
+
"PlayerToID": Value("float"),
|
| 101 |
+
"Time": Value("string"),
|
| 102 |
+
"MatchEventAttribute": Value("string"),
|
| 103 |
+
})),
|
| 104 |
+
}),
|
| 105 |
+
"TeamLineUps": Features({
|
| 106 |
+
"HomeTeamLineUp": Features({
|
| 107 |
+
"Starting11": Sequence(Features({
|
| 108 |
+
"Country": Value("string"),
|
| 109 |
+
"ID": Value("int64"),
|
| 110 |
+
"OfficialName": Value("string"),
|
| 111 |
+
"OfficialSurname": Value("string"),
|
| 112 |
+
"ShortName": Value("string"),
|
| 113 |
+
"Role": Value("string"),
|
| 114 |
+
"JerseyNumber": Value("string"),
|
| 115 |
+
"IsGoalkeeper": Value("string"),
|
| 116 |
+
"JerseyName": Value("string"),
|
| 117 |
+
"IsCaptain": Value("string"),
|
| 118 |
+
"TacticX": Value("string"),
|
| 119 |
+
"TacticY": Value("string"),
|
| 120 |
+
"Numorder": Value("string"),
|
| 121 |
+
"IsBooked": Value("float"),
|
| 122 |
+
})),
|
| 123 |
+
"Benched Players": Sequence(Features({
|
| 124 |
+
"Country": Value("string"),
|
| 125 |
+
"ID": Value("int64"),
|
| 126 |
+
"OfficialName": Value("string"),
|
| 127 |
+
"OfficialSurname": Value("string"),
|
| 128 |
+
"ShortName": Value("string"),
|
| 129 |
+
"Role": Value("string"),
|
| 130 |
+
"JerseyNumber": Value("string"),
|
| 131 |
+
"IsGoalkeeper": Value("string"),
|
| 132 |
+
"JerseyName": Value("string"),
|
| 133 |
+
"IsCaptain": Value("string"),
|
| 134 |
+
"TacticX": Value("string"),
|
| 135 |
+
"TacticY": Value("string"),
|
| 136 |
+
"Numorder": Value("string"),
|
| 137 |
+
"IsBooked": Value("float"),
|
| 138 |
+
})),
|
| 139 |
+
"Staff": Sequence(Features({
|
| 140 |
+
"Country": Value("string"),
|
| 141 |
+
"ID": Value("int64"),
|
| 142 |
+
"OfficialName": Value("string"),
|
| 143 |
+
"OfficialSurname": Value("string"),
|
| 144 |
+
"ShortName": Value("string"),
|
| 145 |
+
"Role": Value("string"),
|
| 146 |
+
})),
|
| 147 |
+
}),
|
| 148 |
+
"AwayTeamLineUp": Features({
|
| 149 |
+
"Starting11": Sequence(Features({
|
| 150 |
+
"Country": Value("string"),
|
| 151 |
+
"ID": Value("int64"),
|
| 152 |
+
"OfficialName": Value("string"),
|
| 153 |
+
"OfficialSurname": Value("string"),
|
| 154 |
+
"ShortName": Value("string"),
|
| 155 |
+
"Role": Value("string"),
|
| 156 |
+
"JerseyNumber": Value("string"),
|
| 157 |
+
"IsGoalkeeper": Value("string"),
|
| 158 |
+
"JerseyName": Value("string"),
|
| 159 |
+
"IsCaptain": Value("string"),
|
| 160 |
+
"TacticX": Value("string"),
|
| 161 |
+
"TacticY": Value("string"),
|
| 162 |
+
"Numorder": Value("string"),
|
| 163 |
+
"IsBooked": Value("float"),
|
| 164 |
+
})),
|
| 165 |
+
"Benched Players": Sequence(Features({
|
| 166 |
+
"Country": Value("string"),
|
| 167 |
+
"ID": Value("int64"),
|
| 168 |
+
"OfficialName": Value("string"),
|
| 169 |
+
"OfficialSurname": Value("string"),
|
| 170 |
+
"ShortName": Value("string"),
|
| 171 |
+
"Role": Value("string"),
|
| 172 |
+
"JerseyNumber": Value("string"),
|
| 173 |
+
"IsGoalkeeper": Value("string"),
|
| 174 |
+
"JerseyName": Value("string"),
|
| 175 |
+
"IsCaptain": Value("string"),
|
| 176 |
+
"TacticX": Value("string"),
|
| 177 |
+
"TacticY": Value("string"),
|
| 178 |
+
"Numorder": Value("string"),
|
| 179 |
+
"IsBooked": Value("float"),
|
| 180 |
+
})),
|
| 181 |
+
"Staff": Sequence(Features({
|
| 182 |
+
"Country": Value("string"),
|
| 183 |
+
"ID": Value("int64"),
|
| 184 |
+
"OfficialName": Value("string"),
|
| 185 |
+
"OfficialSurname": Value("string"),
|
| 186 |
+
"ShortName": Value("string"),
|
| 187 |
+
"Role": Value("string"),
|
| 188 |
+
})),
|
| 189 |
+
}),
|
| 190 |
+
}),
|
| 191 |
+
"TeamStats": Features({
|
| 192 |
+
"HomeTeamStats": Features({
|
| 193 |
+
"attacking": Sequence(Features({
|
| 194 |
+
"TeamID": Value("int64"),
|
| 195 |
+
"TeamName": Value("string"),
|
| 196 |
+
"StatsID": Value("int64"),
|
| 197 |
+
"StatsName": Value("string"),
|
| 198 |
+
"Value": Value("string"),
|
| 199 |
+
"Rank": Value("int64"),
|
| 200 |
+
})),
|
| 201 |
+
"coverage&speed": Sequence(Features({
|
| 202 |
+
"TeamID": Value("int64"),
|
| 203 |
+
"TeamName": Value("string"),
|
| 204 |
+
"StatsID": Value("int64"),
|
| 205 |
+
"StatsName": Value("string"),
|
| 206 |
+
"Value": Value("string"),
|
| 207 |
+
"Rank": Value("int64"),
|
| 208 |
+
})),
|
| 209 |
+
"defending": Sequence(Features({
|
| 210 |
+
"TeamID": Value("int64"),
|
| 211 |
+
"TeamName": Value("string"),
|
| 212 |
+
"StatsID": Value("int64"),
|
| 213 |
+
"StatsName": Value("string"),
|
| 214 |
+
"Value": Value("string"),
|
| 215 |
+
"Rank": Value("int64"),
|
| 216 |
+
})),
|
| 217 |
+
"goalkeeping": Sequence(Features({
|
| 218 |
+
"TeamID": Value("int64"),
|
| 219 |
+
"TeamName": Value("string"),
|
| 220 |
+
"StatsID": Value("int64"),
|
| 221 |
+
"StatsName": Value("string"),
|
| 222 |
+
"Value": Value("string"),
|
| 223 |
+
"Rank": Value("int64"),
|
| 224 |
+
})),
|
| 225 |
+
"matches played": Sequence(Features({
|
| 226 |
+
"TeamID": Value("int64"),
|
| 227 |
+
"TeamName": Value("string"),
|
| 228 |
+
"StatsID": Value("int64"),
|
| 229 |
+
"StatsName": Value("string"),
|
| 230 |
+
"Value": Value("string"),
|
| 231 |
+
"Rank": Value("int64"),
|
| 232 |
+
})),
|
| 233 |
+
"possession": Sequence(Features({
|
| 234 |
+
"TeamID": Value("int64"),
|
| 235 |
+
"TeamName": Value("string"),
|
| 236 |
+
"StatsID": Value("int64"),
|
| 237 |
+
"StatsName": Value("string"),
|
| 238 |
+
"Value": Value("string"),
|
| 239 |
+
"Rank": Value("int64"),
|
| 240 |
+
})),
|
| 241 |
+
"time stats": Sequence(Features({
|
| 242 |
+
"TeamID": Value("int64"),
|
| 243 |
+
"TeamName": Value("string"),
|
| 244 |
+
"StatsID": Value("int64"),
|
| 245 |
+
"StatsName": Value("string"),
|
| 246 |
+
"Value": Value("string"),
|
| 247 |
+
"Rank": Value("int64"),
|
| 248 |
+
})),
|
| 249 |
+
"violation&foul&discipline": Sequence(Features({
|
| 250 |
+
"TeamID": Value("int64"),
|
| 251 |
+
"TeamName": Value("string"),
|
| 252 |
+
"StatsID": Value("int64"),
|
| 253 |
+
"StatsName": Value("string"),
|
| 254 |
+
"Value": Value("string"),
|
| 255 |
+
"Rank": Value("int64"),
|
| 256 |
+
})),
|
| 257 |
+
}),
|
| 258 |
+
"AwayTeamStats": Features({
|
| 259 |
+
"attacking": Sequence(Features({
|
| 260 |
+
"TeamID": Value("int64"),
|
| 261 |
+
"TeamName": Value("string"),
|
| 262 |
+
"StatsID": Value("int64"),
|
| 263 |
+
"StatsName": Value("string"),
|
| 264 |
+
"Value": Value("string"),
|
| 265 |
+
"Rank": Value("int64"),
|
| 266 |
+
})),
|
| 267 |
+
"coverage&speed": Sequence(Features({
|
| 268 |
+
"TeamID": Value("int64"),
|
| 269 |
+
"TeamName": Value("string"),
|
| 270 |
+
"StatsID": Value("int64"),
|
| 271 |
+
"StatsName": Value("string"),
|
| 272 |
+
"Value": Value("string"),
|
| 273 |
+
"Rank": Value("int64"),
|
| 274 |
+
})),
|
| 275 |
+
"defending": Sequence(Features({
|
| 276 |
+
"TeamID": Value("int64"),
|
| 277 |
+
"TeamName": Value("string"),
|
| 278 |
+
"StatsID": Value("int64"),
|
| 279 |
+
"StatsName": Value("string"),
|
| 280 |
+
"Value": Value("string"),
|
| 281 |
+
"Rank": Value("int64"),
|
| 282 |
+
})),
|
| 283 |
+
"goalkeeping": Sequence(Features({
|
| 284 |
+
"TeamID": Value("int64"),
|
| 285 |
+
"TeamName": Value("string"),
|
| 286 |
+
"StatsID": Value("int64"),
|
| 287 |
+
"StatsName": Value("string"),
|
| 288 |
+
"Value": Value("string"),
|
| 289 |
+
"Rank": Value("int64"),
|
| 290 |
+
})),
|
| 291 |
+
"matches played": Sequence(Features({
|
| 292 |
+
"TeamID": Value("int64"),
|
| 293 |
+
"TeamName": Value("string"),
|
| 294 |
+
"StatsID": Value("int64"),
|
| 295 |
+
"StatsName": Value("string"),
|
| 296 |
+
"Value": Value("string"),
|
| 297 |
+
"Rank": Value("int64"),
|
| 298 |
+
})),
|
| 299 |
+
"possession": Sequence(Features({
|
| 300 |
+
"TeamID": Value("int64"),
|
| 301 |
+
"TeamName": Value("string"),
|
| 302 |
+
"StatsID": Value("int64"),
|
| 303 |
+
"StatsName": Value("string"),
|
| 304 |
+
"Value": Value("string"),
|
| 305 |
+
"Rank": Value("int64"),
|
| 306 |
+
})),
|
| 307 |
+
"time stats": Sequence(Features({
|
| 308 |
+
"TeamID": Value("int64"),
|
| 309 |
+
"TeamName": Value("string"),
|
| 310 |
+
"StatsID": Value("int64"),
|
| 311 |
+
"StatsName": Value("string"),
|
| 312 |
+
"Value": Value("string"),
|
| 313 |
+
"Rank": Value("int64"),
|
| 314 |
+
})),
|
| 315 |
+
"violation&foul&discipline": Sequence(Features({
|
| 316 |
+
"TeamID": Value("int64"),
|
| 317 |
+
"TeamName": Value("string"),
|
| 318 |
+
"StatsID": Value("int64"),
|
| 319 |
+
"StatsName": Value("string"),
|
| 320 |
+
"Value": Value("string"),
|
| 321 |
+
"Rank": Value("int64"),
|
| 322 |
+
})),
|
| 323 |
+
}),
|
| 324 |
+
}),
|
| 325 |
+
"PlayerStats": Features({
|
| 326 |
+
"HomeTeamPlayerStats": Features({
|
| 327 |
+
"attacking": Sequence(Features({
|
| 328 |
+
"PlayerID": Value("int64"),
|
| 329 |
+
"PlayerName": Value("string"),
|
| 330 |
+
"PlayerSurname": Value("string"),
|
| 331 |
+
"IsGoalkeeper": Value("bool"),
|
| 332 |
+
"PlayedTime": Value("int64"),
|
| 333 |
+
"StatsID": Value("int64"),
|
| 334 |
+
"StatsName": Value("string"),
|
| 335 |
+
"Value": Value("string"),
|
| 336 |
+
"Rank": Value("int64"),
|
| 337 |
+
})),
|
| 338 |
+
"coverage&speed": Sequence(Features({
|
| 339 |
+
"PlayerID": Value("int64"),
|
| 340 |
+
"PlayerName": Value("string"),
|
| 341 |
+
"PlayerSurname": Value("string"),
|
| 342 |
+
"IsGoalkeeper": Value("bool"),
|
| 343 |
+
"PlayedTime": Value("int64"),
|
| 344 |
+
"StatsID": Value("int64"),
|
| 345 |
+
"StatsName": Value("string"),
|
| 346 |
+
"Value": Value("string"),
|
| 347 |
+
"Rank": Value("int64"),
|
| 348 |
+
})),
|
| 349 |
+
"defending": Sequence(Features({
|
| 350 |
+
"PlayerID": Value("int64"),
|
| 351 |
+
"PlayerName": Value("string"),
|
| 352 |
+
"PlayerSurname": Value("string"),
|
| 353 |
+
"IsGoalkeeper": Value("bool"),
|
| 354 |
+
"PlayedTime": Value("int64"),
|
| 355 |
+
"StatsID": Value("int64"),
|
| 356 |
+
"StatsName": Value("string"),
|
| 357 |
+
"Value": Value("string"),
|
| 358 |
+
"Rank": Value("int64"),
|
| 359 |
+
})),
|
| 360 |
+
"goalkeeping": Sequence(Features({
|
| 361 |
+
"PlayerID": Value("int64"),
|
| 362 |
+
"PlayerName": Value("string"),
|
| 363 |
+
"PlayerSurname": Value("string"),
|
| 364 |
+
"IsGoalkeeper": Value("bool"),
|
| 365 |
+
"PlayedTime": Value("int64"),
|
| 366 |
+
"StatsID": Value("int64"),
|
| 367 |
+
"StatsName": Value("string"),
|
| 368 |
+
"Value": Value("string"),
|
| 369 |
+
"Rank": Value("int64"),
|
| 370 |
+
})),
|
| 371 |
+
"matches played": Sequence(Features({
|
| 372 |
+
"PlayerID": Value("int64"),
|
| 373 |
+
"PlayerName": Value("string"),
|
| 374 |
+
"PlayerSurname": Value("string"),
|
| 375 |
+
"IsGoalkeeper": Value("bool"),
|
| 376 |
+
"PlayedTime": Value("int64"),
|
| 377 |
+
"StatsID": Value("int64"),
|
| 378 |
+
"StatsName": Value("string"),
|
| 379 |
+
"Value": Value("string"),
|
| 380 |
+
"Rank": Value("int64"),
|
| 381 |
+
})),
|
| 382 |
+
"possession": Sequence(Features({
|
| 383 |
+
"PlayerID": Value("int64"),
|
| 384 |
+
"PlayerName": Value("string"),
|
| 385 |
+
"PlayerSurname": Value("string"),
|
| 386 |
+
"IsGoalkeeper": Value("bool"),
|
| 387 |
+
"PlayedTime": Value("int64"),
|
| 388 |
+
"StatsID": Value("int64"),
|
| 389 |
+
"StatsName": Value("string"),
|
| 390 |
+
"Value": Value("string"),
|
| 391 |
+
"Rank": Value("int64"),
|
| 392 |
+
})),
|
| 393 |
+
"time stats": Sequence(Features({
|
| 394 |
+
"PlayerID": Value("int64"),
|
| 395 |
+
"PlayerName": Value("string"),
|
| 396 |
+
"PlayerSurname": Value("string"),
|
| 397 |
+
"IsGoalkeeper": Value("bool"),
|
| 398 |
+
"PlayedTime": Value("int64"),
|
| 399 |
+
"StatsID": Value("int64"),
|
| 400 |
+
"StatsName": Value("string"),
|
| 401 |
+
"Value": Value("string"),
|
| 402 |
+
"Rank": Value("int64"),
|
| 403 |
+
})),
|
| 404 |
+
"violation&foul&discipline": Sequence(Features({
|
| 405 |
+
"PlayerID": Value("int64"),
|
| 406 |
+
"PlayerName": Value("string"),
|
| 407 |
+
"PlayerSurname": Value("string"),
|
| 408 |
+
"IsGoalkeeper": Value("bool"),
|
| 409 |
+
"PlayedTime": Value("int64"),
|
| 410 |
+
"StatsID": Value("int64"),
|
| 411 |
+
"StatsName": Value("string"),
|
| 412 |
+
"Value": Value("string"),
|
| 413 |
+
"Rank": Value("int64"),
|
| 414 |
+
})),
|
| 415 |
+
}),
|
| 416 |
+
"AwayTeamPlayerStats": Features({
|
| 417 |
+
"attacking": Sequence(Features({
|
| 418 |
+
"PlayerID": Value("int64"),
|
| 419 |
+
"PlayerName": Value("string"),
|
| 420 |
+
"PlayerSurname": Value("string"),
|
| 421 |
+
"IsGoalkeeper": Value("bool"),
|
| 422 |
+
"PlayedTime": Value("int64"),
|
| 423 |
+
"StatsID": Value("int64"),
|
| 424 |
+
"StatsName": Value("string"),
|
| 425 |
+
"Value": Value("string"),
|
| 426 |
+
"Rank": Value("int64"),
|
| 427 |
+
})),
|
| 428 |
+
"coverage&speed": Sequence(Features({
|
| 429 |
+
"PlayerID": Value("int64"),
|
| 430 |
+
"PlayerName": Value("string"),
|
| 431 |
+
"PlayerSurname": Value("string"),
|
| 432 |
+
"IsGoalkeeper": Value("bool"),
|
| 433 |
+
"PlayedTime": Value("int64"),
|
| 434 |
+
"StatsID": Value("int64"),
|
| 435 |
+
"StatsName": Value("string"),
|
| 436 |
+
"Value": Value("string"),
|
| 437 |
+
"Rank": Value("int64"),
|
| 438 |
+
})),
|
| 439 |
+
"defending": Sequence(Features({
|
| 440 |
+
"PlayerID": Value("int64"),
|
| 441 |
+
"PlayerName": Value("string"),
|
| 442 |
+
"PlayerSurname": Value("string"),
|
| 443 |
+
"IsGoalkeeper": Value("bool"),
|
| 444 |
+
"PlayedTime": Value("int64"),
|
| 445 |
+
"StatsID": Value("int64"),
|
| 446 |
+
"StatsName": Value("string"),
|
| 447 |
+
"Value": Value("string"),
|
| 448 |
+
"Rank": Value("int64"),
|
| 449 |
+
})),
|
| 450 |
+
"goalkeeping": Sequence(Features({
|
| 451 |
+
"PlayerID": Value("int64"),
|
| 452 |
+
"PlayerName": Value("string"),
|
| 453 |
+
"PlayerSurname": Value("string"),
|
| 454 |
+
"IsGoalkeeper": Value("bool"),
|
| 455 |
+
"PlayedTime": Value("int64"),
|
| 456 |
+
"StatsID": Value("int64"),
|
| 457 |
+
"StatsName": Value("string"),
|
| 458 |
+
"Value": Value("string"),
|
| 459 |
+
"Rank": Value("int64"),
|
| 460 |
+
})),
|
| 461 |
+
"matches played": Sequence(Features({
|
| 462 |
+
"PlayerID": Value("int64"),
|
| 463 |
+
"PlayerName": Value("string"),
|
| 464 |
+
"PlayerSurname": Value("string"),
|
| 465 |
+
"IsGoalkeeper": Value("bool"),
|
| 466 |
+
"PlayedTime": Value("int64"),
|
| 467 |
+
"StatsID": Value("int64"),
|
| 468 |
+
"StatsName": Value("string"),
|
| 469 |
+
"Value": Value("string"),
|
| 470 |
+
"Rank": Value("int64"),
|
| 471 |
+
})),
|
| 472 |
+
"possession": Sequence(Features({
|
| 473 |
+
"PlayerID": Value("int64"),
|
| 474 |
+
"PlayerName": Value("string"),
|
| 475 |
+
"PlayerSurname": Value("string"),
|
| 476 |
+
"IsGoalkeeper": Value("bool"),
|
| 477 |
+
"PlayedTime": Value("int64"),
|
| 478 |
+
"StatsID": Value("int64"),
|
| 479 |
+
"StatsName": Value("string"),
|
| 480 |
+
"Value": Value("string"),
|
| 481 |
+
"Rank": Value("int64"),
|
| 482 |
+
})),
|
| 483 |
+
"time stats": Sequence(Features({
|
| 484 |
+
"PlayerID": Value("int64"),
|
| 485 |
+
"PlayerName": Value("string"),
|
| 486 |
+
"PlayerSurname": Value("string"),
|
| 487 |
+
"IsGoalkeeper": Value("bool"),
|
| 488 |
+
"PlayedTime": Value("int64"),
|
| 489 |
+
"StatsID": Value("int64"),
|
| 490 |
+
"StatsName": Value("string"),
|
| 491 |
+
"Value": Value("string"),
|
| 492 |
+
"Rank": Value("int64"),
|
| 493 |
+
})),
|
| 494 |
+
"violation&foul&discipline": Sequence(Features({
|
| 495 |
+
"PlayerID": Value("int64"),
|
| 496 |
+
"PlayerName": Value("string"),
|
| 497 |
+
"PlayerSurname": Value("string"),
|
| 498 |
+
"IsGoalkeeper": Value("bool"),
|
| 499 |
+
"PlayedTime": Value("int64"),
|
| 500 |
+
"StatsID": Value("int64"),
|
| 501 |
+
"StatsName": Value("string"),
|
| 502 |
+
"Value": Value("string"),
|
| 503 |
+
"Rank": Value("int64"),
|
| 504 |
+
})),
|
| 505 |
+
}),
|
| 506 |
+
}),
|
| 507 |
+
"PlayerPreMatchInfo": Features({
|
| 508 |
+
"HomeTeamPlayerInfo": Sequence(Features({
|
| 509 |
+
"PlayerID": Value("int64"),
|
| 510 |
+
"OfficialName": Value("string"),
|
| 511 |
+
"OfficialSurname": Value("string"),
|
| 512 |
+
"JerseyName": Value("string"),
|
| 513 |
+
"ShortName": Value("string"),
|
| 514 |
+
"GoalScored": Value("float"),
|
| 515 |
+
"CleanSheet": Value("float"),
|
| 516 |
+
"SuspendedIfBooked": Value("bool"),
|
| 517 |
+
"Role": Value("string"),
|
| 518 |
+
})),
|
| 519 |
+
"AwayTeamPlayerInfo": Sequence(Features({
|
| 520 |
+
"PlayerID": Value("int64"),
|
| 521 |
+
"OfficialName": Value("string"),
|
| 522 |
+
"OfficialSurname": Value("string"),
|
| 523 |
+
"JerseyName": Value("string"),
|
| 524 |
+
"ShortName": Value("string"),
|
| 525 |
+
"GoalScored": Value("float"),
|
| 526 |
+
"CleanSheet": Value("float"),
|
| 527 |
+
"SuspendedIfBooked": Value("bool"),
|
| 528 |
+
"Role": Value("string"),
|
| 529 |
+
})),
|
| 530 |
+
}),
|
| 531 |
+
}),
|
| 532 |
+
supervised_keys=None,
|
| 533 |
+
homepage="Optional dataset homepage",
|
| 534 |
+
license= "j",
|
| 535 |
+
citation="Optional citation"
|
| 536 |
+
)
|
| 537 |
+
|
| 538 |
+
def _split_generators(self, dl_manager):
|
| 539 |
+
file_url = "https://drive.google.com/uc?id=1RKoAQwq68LASd4ret_OKYUkF4B4m6hnu"
|
| 540 |
+
downloaded_file = dl_manager.download(file_url)
|
| 541 |
+
#dl_path = dl_manager.download_and_extract({'train_csv': file_url})
|
| 542 |
+
|
| 543 |
+
return [
|
| 544 |
+
SplitGenerator(
|
| 545 |
+
name="train",
|
| 546 |
+
gen_kwargs={"filepath": downloaded_file},#dl_path['train_csv']},
|
| 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 |
+
#fobj = tf.io.gfile.GFile(filepath)
|
| 555 |
+
#reader = csv.DictReader(fobj)
|
| 556 |
+
with open(filepath, encoding="utf-8") as f:
|
| 557 |
+
reader = csv.DictReader(f)
|
| 558 |
+
for id, row in enumerate(reader):
|
| 559 |
+
|
| 560 |
+
match_event_str = row["MatchEvent"]
|
| 561 |
+
#match_event_replaced = match_event_str.replace("'", '"')
|
| 562 |
+
#match_event_replaced = match_event_str.replace(": nan: ", ": None: ")
|
| 563 |
+
match_event = yaml.safe_load(match_event_str)
|
| 564 |
+
|
| 565 |
+
team_linup_str = row["TeamLineUps"]
|
| 566 |
+
team_linup_replaced = team_linup_str.replace(": nan", ": None")
|
| 567 |
+
team_linup = ast.literal_eval(team_linup_replaced)
|
| 568 |
+
|
| 569 |
+
team_stats_str = row["TeamStats"]
|
| 570 |
+
#team_stats_replaced = team_stats_str.replace("'", '"')
|
| 571 |
+
#team_stats_replaced = team_stats_replaced.replace(": nan", ": null")
|
| 572 |
+
team_stats = yaml.safe_load(team_stats_str)
|
| 573 |
+
|
| 574 |
+
player_stats_str = row["PlayerStats"]
|
| 575 |
+
#player_stats_replaced = player_stats_str.replace("'", '"')
|
| 576 |
+
#player_stats_replaced = player_stats_replaced.replace(": nan", ": null")
|
| 577 |
+
player_stats_replaced = player_stats_str.replace('"', '\"')
|
| 578 |
+
player_stats = yaml.safe_load(player_stats_replaced)
|
| 579 |
+
|
| 580 |
+
pre_match_str = row["PlayerPreMatchInfo"]
|
| 581 |
+
#pre_match_replaced = pre_match_str.replace("'", '"')
|
| 582 |
+
#pre_match_replaced = pre_match_replaced.replace(": nan", ": null")
|
| 583 |
+
pre_match_info = yaml.safe_load(pre_match_str)
|
| 584 |
+
|
| 585 |
+
yield id, {
|
| 586 |
+
"HomeTeamName": row["HomeTeamName"],
|
| 587 |
+
"AwayTeamName": row["AwayTeamName"],
|
| 588 |
+
"DateandTimeCET": row["DateandTimeCET"],
|
| 589 |
+
"MatchID": row["MatchID"],
|
| 590 |
+
"RoundName": row["RoundName"],
|
| 591 |
+
"Stage": row["Stage"],
|
| 592 |
+
"MatchDay": row["MatchDay"],
|
| 593 |
+
"Session": row["Session"],
|
| 594 |
+
"MatchMinute": row["MatchMinute"],
|
| 595 |
+
"InjuryTime": row["InjuryTime"],
|
| 596 |
+
"NumberOfPhases": row["NumberOfPhases"],
|
| 597 |
+
"Phase": row["Phase"],
|
| 598 |
+
"ScoreHome": row["ScoreHome"],
|
| 599 |
+
"ScoreAway": row["ScoreAway"],
|
| 600 |
+
"MatchStatus": row["MatchStatus"],
|
| 601 |
+
"StadiumID": row["StadiumID"],
|
| 602 |
+
"RefereeWebName": row["RefereeWebName"],
|
| 603 |
+
"NumberofMatchesRefereedPostMatch": row["NumberofMatchesRefereedPostMatch"],
|
| 604 |
+
"TotalNumberofMatchesRefereed": row["TotalNumberofMatchesRefereed"],
|
| 605 |
+
"NumberofMatchesRefereedinGroupStage": row["NumberofMatchesRefereedinGroupStage"],
|
| 606 |
+
"NumberofMatchesRefereedinKnockoutStage": row["NumberofMatchesRefereedinKnockoutStage"],
|
| 607 |
+
"AssistantRefereeWebName": row["AssistantRefereeWebName"],
|
| 608 |
+
"Humidity": row["Humidity"],
|
| 609 |
+
"Temperature": row["Temperature"],
|
| 610 |
+
"WindSpeed": row["WindSpeed"],
|
| 611 |
+
"MatchEvent": match_event,
|
| 612 |
+
"TeamLineUps": team_linup,
|
| 613 |
+
"TeamStats": team_stats,
|
| 614 |
+
"PlayerStats": player_stats,
|
| 615 |
+
"PlayerPreMatchInfo": pre_match_info,
|
| 616 |
+
}
|
| 617 |
+
|