ForzaJuve1 commited on
Commit
99638f9
1 Parent(s): 221733a

Update Integration.py

Browse files
Files changed (1) hide show
  1. Integration.py +137 -137
Integration.py CHANGED
@@ -1,4 +1,4 @@
1
- from datasets import Dataset, GeneratorBasedBuilder, DatasetInfo, Features, Value, SplitGenerator
2
  import pandas as pd
3
  import tensorflow as tf
4
  import csv
@@ -38,9 +38,9 @@ class Euro2020Dataset(GeneratorBasedBuilder):
38
  "MatchEvent": Features({
39
  "1-First Half": Sequence(Features({
40
  "Event": Value("string"),
41
- "Minute": Value("int"),
42
- "Phase": Value("int"),
43
- "InjuryMinute": Value("int"),
44
  "TeamFromID": Value("float"),
45
  "TeamToID": Value("float"),
46
  "PlayerFromID": Value("float"),
@@ -50,9 +50,9 @@ class Euro2020Dataset(GeneratorBasedBuilder):
50
  })),
51
  "2-Second Half": Sequence(Features({
52
  "Event": Value("string"),
53
- "Minute": Value("int"),
54
- "Phase": Value("int"),
55
- "InjuryMinute": Value("int"),
56
  "TeamFromID": Value("float"),
57
  "TeamToID": Value("float"),
58
  "PlayerFromID": Value("float"),
@@ -62,9 +62,9 @@ class Euro2020Dataset(GeneratorBasedBuilder):
62
  })),
63
  "3-Extra Time First Half": Sequence(Features({
64
  "Event": Value("string"),
65
- "Minute": Value("int"),
66
- "Phase": Value("int"),
67
- "InjuryMinute": Value("int"),
68
  "TeamFromID": Value("float"),
69
  "TeamToID": Value("float"),
70
  "PlayerFromID": Value("float"),
@@ -74,9 +74,9 @@ class Euro2020Dataset(GeneratorBasedBuilder):
74
  })),
75
  "4-Extra Time Second Half": Sequence(Features({
76
  "Event": Value("string"),
77
- "Minute": Value("int"),
78
- "Phase": Value("int"),
79
- "InjuryMinute": Value("int"),
80
  "TeamFromID": Value("float"),
81
  "TeamToID": Value("float"),
82
  "PlayerFromID": Value("float"),
@@ -86,9 +86,9 @@ class Euro2020Dataset(GeneratorBasedBuilder):
86
  })),
87
  "5-Penalty Shootout": Sequence(Features({
88
  "Event": Value("string"),
89
- "Minute": Value("int"),
90
- "Phase": Value("int"),
91
- "InjuryMinute": Value("int"),
92
  "TeamFromID": Value("float"),
93
  "TeamToID": Value("float"),
94
  "PlayerFromID": Value("float"),
@@ -97,11 +97,11 @@ class Euro2020Dataset(GeneratorBasedBuilder):
97
  "MatchEventAttribute": Value("float"),
98
  })),
99
  }),
100
- "TeamLineUps": = Features({
101
  "HomeTeamLineUp": Features({
102
  "Starting11": Sequence(Features({
103
  "Country": Value("string"),
104
- "ID": Value("int"),
105
  "OfficialName": Value("string"),
106
  "OfficialSurname": Value("string"),
107
  "ShortName": Value("string"),
@@ -117,7 +117,7 @@ class Euro2020Dataset(GeneratorBasedBuilder):
117
  })),
118
  "Benched Players": Sequence(Features({
119
  "Country": Value("string"),
120
- "ID": Value("int"),
121
  "OfficialName": Value("string"),
122
  "OfficialSurname": Value("string"),
123
  "ShortName": Value("string"),
@@ -133,7 +133,7 @@ class Euro2020Dataset(GeneratorBasedBuilder):
133
  })),
134
  "Staff": Sequence(Features({
135
  "Country": Value("string"),
136
- "ID": Value("int"),
137
  "OfficialName": Value("string"),
138
  "OfficialSurname": Value("string"),
139
  "ShortName": Value("string"),
@@ -143,7 +143,7 @@ class Euro2020Dataset(GeneratorBasedBuilder):
143
  "AwayTeamLineUps": Features({
144
  "Starting11": Sequence(Features({
145
  "Country": Value("string"),
146
- "ID": Value("int"),
147
  "OfficialName": Value("string"),
148
  "OfficialSurname": Value("string"),
149
  "ShortName": Value("string"),
@@ -159,7 +159,7 @@ class Euro2020Dataset(GeneratorBasedBuilder):
159
  })),
160
  "Benched Players": Sequence(Features({
161
  "Country": Value("string"),
162
- "ID": Value("int"),
163
  "OfficialName": Value("string"),
164
  "OfficialSurname": Value("string"),
165
  "ShortName": Value("string"),
@@ -175,7 +175,7 @@ class Euro2020Dataset(GeneratorBasedBuilder):
175
  })),
176
  "Staff": Sequence(Features({
177
  "Country": Value("string"),
178
- "ID": Value("int"),
179
  "OfficialName": Value("string"),
180
  "OfficialSurname": Value("string"),
181
  "ShortName": Value("string"),
@@ -186,322 +186,322 @@ class Euro2020Dataset(GeneratorBasedBuilder):
186
  "TeamStats": Features({
187
  "HomeTeamStats": Features({
188
  "attacking": Sequence(Features({
189
- "TeamID": Value("int"),
190
  "TeamName": Value("string"),
191
  "StatsID": Value("int"),
192
  "StatsName": Value("string"),
193
  "Value": Value("string"),
194
- "Rank": Value("int"),
195
  })),
196
  "possession": Sequence(Features({
197
- "TeamID": Value("int"),
198
  "TeamName": Value("string"),
199
- "StatsID": Value("int"),
200
  "StatsName": Value("string"),
201
  "Value": Value("string"),
202
- "Rank": Value("int"),
203
  })),
204
  "violation&foul&discipline": Sequence(Features({
205
- "TeamID": Value("int"),
206
  "TeamName": Value("string"),
207
- "StatsID": Value("int"),
208
  "StatsName": Value("string"),
209
  "Value": Value("string"),
210
- "Rank": Value("int"),
211
  })),
212
  "goalkeeping": Sequence(Features({
213
- "TeamID": Value("int"),
214
  "TeamName": Value("string"),
215
- "StatsID": Value("int"),
216
  "StatsName": Value("string"),
217
  "Value": Value("string"),
218
- "Rank": Value("int"),
219
  })),
220
  "defending": Sequence(Features({
221
- "TeamID": Value("int"),
222
  "TeamName": Value("string"),
223
- "StatsID": Value("int"),
224
  "StatsName": Value("string"),
225
  "Value": Value("string"),
226
- "Rank": Value("int"),
227
  })),
228
  "coverage&speed": Sequence(Features({
229
- "TeamID": Value("int"),
230
  "TeamName": Value("string"),
231
- "StatsID": Value("int"),
232
  "StatsName": Value("string"),
233
  "Value": Value("string"),
234
- "Rank": Value("int"),
235
  })),
236
  "time stats": Sequence(Features({
237
- "TeamID": Value("int"),
238
  "TeamName": Value("string"),
239
- "StatsID": Value("int"),
240
  "StatsName": Value("string"),
241
  "Value": Value("string"),
242
- "Rank": Value("int"),
243
  })),
244
  "matches played": Sequence(Features({
245
- "TeamID": Value("int"),
246
  "TeamName": Value("string"),
247
- "StatsID": Value("int"),
248
  "StatsName": Value("string"),
249
  "Value": Value("string"),
250
- "Rank": Value("int"),
251
  })),
252
  }),
253
  AwayTeamStats: Features({
254
  "attacking": Sequence(Features({
255
- "TeamID": Value("int"),
256
  "TeamName": Value("string"),
257
- "StatsID": Value("int"),
258
  "StatsName": Value("string"),
259
  "Value": Value("string"),
260
- "Rank": Value("int"),
261
  })),
262
  "possession": Sequence(Features({
263
- "TeamID": Value("int"),
264
  "TeamName": Value("string"),
265
- "StatsID": Value("int"),
266
  "StatsName": Value("string"),
267
  "Value": Value("string"),
268
- "Rank": Value("int"),
269
  })),
270
  "violation&foul&discipline": Sequence(Features({
271
- "TeamID": Value("int"),
272
  "TeamName": Value("string"),
273
- "StatsID": Value("int"),
274
  "StatsName": Value("string"),
275
  "Value": Value("string"),
276
- "Rank": Value("int"),
277
  })),
278
  "goalkeeping": Sequence(Features({
279
- "TeamID": Value("int"),
280
  "TeamName": Value("string"),
281
- "StatsID": Value("int"),
282
  "StatsName": Value("string"),
283
  "Value": Value("string"),
284
- "Rank": Value("int"),
285
  })),
286
  "defending": Sequence(Features({
287
- "TeamID": Value("int"),
288
  "TeamName": Value("string"),
289
- "StatsID": Value("int"),
290
  "StatsName": Value("string"),
291
  "Value": Value("string"),
292
- "Rank": Value("int"),
293
  })),
294
  "coverage&speed": Sequence(Features({
295
- "TeamID": Value("int"),
296
  "TeamName": Value("string"),
297
- "StatsID": Value("int"),
298
  "StatsName": Value("string"),
299
  "Value": Value("string"),
300
- "Rank": Value("int"),
301
  })),
302
  "time stats": Sequence(Features({
303
- "TeamID": Value("int"),
304
  "TeamName": Value("string"),
305
- "StatsID": Value("int"),
306
  "StatsName": Value("string"),
307
  "Value": Value("string"),
308
- "Rank": Value("int"),
309
  })),
310
  "matches played": Sequence(Features({
311
- "TeamID": Value("int"),
312
  "TeamName": Value("string"),
313
- "StatsID": Value("int"),
314
  "StatsName": Value("string"),
315
  "Value": Value("string"),
316
- "Rank": Value("int"),
317
  })),
318
  }),
319
  }),
320
  "PlayerStats": Features({
321
  "HomeTeamPlayerStats": Features({
322
  "attacking": Sequence(Features({
323
- "PlayerID": Value("int"),
324
  "PlayerName": Value("string"),
325
  "PlayerSurname": Value("string"),
326
  "IsGoalkeeper": Value("bool"),
327
- "PlayedTime": Value("int"),
328
- "StatsID": Value("int"),
329
  "StatsName": Value("string"),
330
  "Value": Value("string"),
331
- "Rank": Value("int"),
332
  })),
333
  "posession": Sequence(Features({
334
- "PlayerID": Value("int"),
335
  "PlayerName": Value("string"),
336
  "PlayerSurname": Value("string"),
337
  "IsGoalkeeper": Value("bool"),
338
- "PlayedTime": Value("int"),
339
- "StatsID": Value("int"),
340
  "StatsName": Value("string"),
341
  "Value": Value("string"),
342
- "Rank": Value("int"),
343
  })),
344
  "violation&foul&discipline": Sequence(Features({
345
- "PlayerID": Value("int"),
346
  "PlayerName": Value("string"),
347
  "PlayerSurname": Value("string"),
348
  "IsGoalkeeper": Value("bool"),
349
- "PlayedTime": Value("int"),
350
- "StatsID": Value("int"),
351
  "StatsName": Value("string"),
352
  "Value": Value("string"),
353
- "Rank": Value("int"),
354
  })),
355
  "goalkeeping": Sequence(Features({
356
- "PlayerID": Value("int"),
357
  "PlayerName": Value("string"),
358
  "PlayerSurname": Value("string"),
359
  "IsGoalkeeper": Value("bool"),
360
- "PlayedTime": Value("int"),
361
- "StatsID": Value("int"),
362
  "StatsName": Value("string"),
363
  "Value": Value("string"),
364
- "Rank": Value("int"),
365
  })),
366
  "defending": Sequence(Features({
367
- "PlayerID": Value("int"),
368
  "PlayerName": Value("string"),
369
  "PlayerSurname": Value("string"),
370
  "IsGoalkeeper": Value("bool"),
371
- "PlayedTime": Value("int"),
372
- "StatsID": Value("int"),
373
  "StatsName": Value("string"),
374
  "Value": Value("string"),
375
- "Rank": Value("int"),
376
  })),
377
  "player_coverage_speed": Sequence(Features({
378
- "PlayerID": Value("int"),
379
  "PlayerName": Value("string"),
380
  "PlayerSurname": Value("string"),
381
  "IsGoalkeeper": Value("bool"),
382
- "PlayedTime": Value("int"),
383
- "StatsID": Value("int"),
384
  "StatsName": Value("string"),
385
  "Value": Value("string"),
386
- "Rank": Value("int"),
387
  })),
388
  "player_time_stats": Sequence(Features({
389
- "PlayerID": Value("int"),
390
  "PlayerName": Value("string"),
391
  "PlayerSurname": Value("string"),
392
  "IsGoalkeeper": Value("bool"),
393
- "PlayedTime": Value("int"),
394
- "StatsID": Value("int"),
395
  "StatsName": Value("string"),
396
  "Value": Value("string"),
397
- "Rank": Value("int"),
398
  })),
399
  "matches played": Sequence(Features({
400
- "PlayerID": Value("int"),
401
  "PlayerName": Value("string"),
402
  "PlayerSurname": Value("string"),
403
  "IsGoalkeeper": Value("bool"),
404
- "PlayedTime": Value("int"),
405
- "StatsID": Value("int"),
406
  "StatsName": Value("string"),
407
  "Value": Value("string"),
408
- "Rank": Value("int"),
409
  })),
410
  }),
411
  "AwayTeamPlayerStats": Features({
412
  "attacking": Sequence(Features({
413
- "PlayerID": Value("int"),
414
  "PlayerName": Value("string"),
415
  "PlayerSurname": Value("string"),
416
  "IsGoalkeeper": Value("bool"),
417
- "PlayedTime": Value("int"),
418
- "StatsID": Value("int"),
419
  "StatsName": Value("string"),
420
  "Value": Value("string"),
421
- "Rank": Value("int"),
422
  })),
423
  "posession": Sequence(Features({
424
- "PlayerID": Value("int"),
425
  "PlayerName": Value("string"),
426
  "PlayerSurname": Value("string"),
427
  "IsGoalkeeper": Value("bool"),
428
- "PlayedTime": Value("int"),
429
- "StatsID": Value("int"),
430
  "StatsName": Value("string"),
431
  "Value": Value("string"),
432
- "Rank": Value("int"),
433
  })),
434
  "violation&foul&discipline": Sequence(Features({
435
- "PlayerID": Value("int"),
436
  "PlayerName": Value("string"),
437
  "PlayerSurname": Value("string"),
438
  "IsGoalkeeper": Value("bool"),
439
- "PlayedTime": Value("int"),
440
- "StatsID": Value("int"),
441
  "StatsName": Value("string"),
442
  "Value": Value("string"),
443
- "Rank": Value("int"),
444
  })),
445
  "goalkeeping": Sequence(Features({
446
- "PlayerID": Value("int"),
447
  "PlayerName": Value("string"),
448
  "PlayerSurname": Value("string"),
449
  "IsGoalkeeper": Value("bool"),
450
- "PlayedTime": Value("int"),
451
- "StatsID": Value("int"),
452
  "StatsName": Value("string"),
453
  "Value": Value("string"),
454
- "Rank": Value("int"),
455
  })),
456
  "defending": Sequence(Features({
457
- "PlayerID": Value("int"),
458
  "PlayerName": Value("string"),
459
  "PlayerSurname": Value("string"),
460
  "IsGoalkeeper": Value("bool"),
461
- "PlayedTime": Value("int"),
462
- "StatsID": Value("int"),
463
  "StatsName": Value("string"),
464
  "Value": Value("string"),
465
- "Rank": Value("int"),
466
  })),
467
  "player_coverage_speed": Sequence(Features({
468
- "PlayerID": Value("int"),
469
  "PlayerName": Value("string"),
470
  "PlayerSurname": Value("string"),
471
  "IsGoalkeeper": Value("bool"),
472
- "PlayedTime": Value("int"),
473
- "StatsID": Value("int"),
474
  "StatsName": Value("string"),
475
  "Value": Value("string"),
476
- "Rank": Value("int"),
477
  })),
478
  "player_time_stats": Sequence(Features({
479
- "PlayerID": Value("int"),
480
  "PlayerName": Value("string"),
481
  "PlayerSurname": Value("string"),
482
  "IsGoalkeeper": Value("bool"),
483
- "PlayedTime": Value("int"),
484
- "StatsID": Value("int"),
485
  "StatsName": Value("string"),
486
  "Value": Value("string"),
487
- "Rank": Value("int"),
488
  })),
489
  "matches played": Sequence(Features({
490
- "PlayerID": Value("int"),
491
  "PlayerName": Value("string"),
492
  "PlayerSurname": Value("string"),
493
  "IsGoalkeeper": Value("bool"),
494
- "PlayedTime": Value("int"),
495
- "StatsID": Value("int"),
496
  "StatsName": Value("string"),
497
  "Value": Value("string"),
498
- "Rank": Value("int"),
499
  })),
500
  }),
501
  }),
502
  "PlayerPreMatchInfo": Features({
503
  "HomeTeamPlayerInfo": Sequence(Features({
504
- "PlayerID": Value("int"),
505
  "OfficialName": Value("string"),
506
  "OfficialSurname": Value("string"),
507
  "JerseyName": Value("string"),
@@ -512,7 +512,7 @@ class Euro2020Dataset(GeneratorBasedBuilder):
512
  "Role": Value("string"),
513
  })),
514
  "AwayTeamPlayerInfo": Sequence(Features({
515
- "PlayerID": Value("int"),
516
  "OfficialName": Value("string"),
517
  "OfficialSurname": Value("string"),
518
  "JerseyName": Value("string"),
@@ -530,7 +530,7 @@ class Euro2020Dataset(GeneratorBasedBuilder):
530
  citation="Optional citation"
531
  )
532
 
533
- def _split_generators(self, dl_manager:DownloadManager):
534
  file_url = "https://drive.google.com/uc?id=1RKoAQwq68LASd4ret_OKYUkF4B4m6hnu"
535
  downloaded_file = dl_manager.download(file_url)
536
  #dl_path = dl_manager.download_and_extract({'train_csv': file_url})
 
1
+ from datasets import Dataset, GeneratorBasedBuilder, DatasetInfo, Features, Value, SplitGenerator, Sequence
2
  import pandas as pd
3
  import tensorflow as tf
4
  import csv
 
38
  "MatchEvent": Features({
39
  "1-First Half": Sequence(Features({
40
  "Event": Value("string"),
41
+ "Minute": Value("int64"),
42
+ "Phase": Value("int64"),
43
+ "InjuryMinute": Value("int64"),
44
  "TeamFromID": Value("float"),
45
  "TeamToID": Value("float"),
46
  "PlayerFromID": Value("float"),
 
50
  })),
51
  "2-Second Half": Sequence(Features({
52
  "Event": Value("string"),
53
+ "Minute": Value("int64"),
54
+ "Phase": Value("int64"),
55
+ "InjuryMinute": Value("int64"),
56
  "TeamFromID": Value("float"),
57
  "TeamToID": Value("float"),
58
  "PlayerFromID": Value("float"),
 
62
  })),
63
  "3-Extra Time First Half": Sequence(Features({
64
  "Event": Value("string"),
65
+ "Minute": Value("int64"),
66
+ "Phase": Value("int64"),
67
+ "InjuryMinute": Value("int64"),
68
  "TeamFromID": Value("float"),
69
  "TeamToID": Value("float"),
70
  "PlayerFromID": Value("float"),
 
74
  })),
75
  "4-Extra Time Second Half": Sequence(Features({
76
  "Event": Value("string"),
77
+ "Minute": Value("int64"),
78
+ "Phase": Value("int64"),
79
+ "InjuryMinute": Value("int64"),
80
  "TeamFromID": Value("float"),
81
  "TeamToID": Value("float"),
82
  "PlayerFromID": Value("float"),
 
86
  })),
87
  "5-Penalty Shootout": Sequence(Features({
88
  "Event": Value("string"),
89
+ "Minute": Value("int64"),
90
+ "Phase": Value("int64"),
91
+ "InjuryMinute": Value("int64"),
92
  "TeamFromID": Value("float"),
93
  "TeamToID": Value("float"),
94
  "PlayerFromID": Value("float"),
 
97
  "MatchEventAttribute": Value("float"),
98
  })),
99
  }),
100
+ "TeamLineUps": Features({
101
  "HomeTeamLineUp": Features({
102
  "Starting11": Sequence(Features({
103
  "Country": Value("string"),
104
+ "ID": Value("int64"),
105
  "OfficialName": Value("string"),
106
  "OfficialSurname": Value("string"),
107
  "ShortName": Value("string"),
 
117
  })),
118
  "Benched Players": Sequence(Features({
119
  "Country": Value("string"),
120
+ "ID": Value("int64"),
121
  "OfficialName": Value("string"),
122
  "OfficialSurname": Value("string"),
123
  "ShortName": Value("string"),
 
133
  })),
134
  "Staff": Sequence(Features({
135
  "Country": Value("string"),
136
+ "ID": Value("int64"),
137
  "OfficialName": Value("string"),
138
  "OfficialSurname": Value("string"),
139
  "ShortName": Value("string"),
 
143
  "AwayTeamLineUps": Features({
144
  "Starting11": Sequence(Features({
145
  "Country": Value("string"),
146
+ "ID": Value("int64"),
147
  "OfficialName": Value("string"),
148
  "OfficialSurname": Value("string"),
149
  "ShortName": Value("string"),
 
159
  })),
160
  "Benched Players": Sequence(Features({
161
  "Country": Value("string"),
162
+ "ID": Value("int64"),
163
  "OfficialName": Value("string"),
164
  "OfficialSurname": Value("string"),
165
  "ShortName": Value("string"),
 
175
  })),
176
  "Staff": Sequence(Features({
177
  "Country": Value("string"),
178
+ "ID": Value("int64"),
179
  "OfficialName": Value("string"),
180
  "OfficialSurname": Value("string"),
181
  "ShortName": Value("string"),
 
186
  "TeamStats": Features({
187
  "HomeTeamStats": Features({
188
  "attacking": Sequence(Features({
189
+ "TeamID": Value("int64"),
190
  "TeamName": Value("string"),
191
  "StatsID": Value("int"),
192
  "StatsName": Value("string"),
193
  "Value": Value("string"),
194
+ "Rank": Value("int64"),
195
  })),
196
  "possession": Sequence(Features({
197
+ "TeamID": Value("int64"),
198
  "TeamName": Value("string"),
199
+ "StatsID": Value("int64"),
200
  "StatsName": Value("string"),
201
  "Value": Value("string"),
202
+ "Rank": Value("int64"),
203
  })),
204
  "violation&foul&discipline": Sequence(Features({
205
+ "TeamID": Value("int64"),
206
  "TeamName": Value("string"),
207
+ "StatsID": Value("int64"),
208
  "StatsName": Value("string"),
209
  "Value": Value("string"),
210
+ "Rank": Value("int64"),
211
  })),
212
  "goalkeeping": Sequence(Features({
213
+ "TeamID": Value("int64"),
214
  "TeamName": Value("string"),
215
+ "StatsID": Value("int64"),
216
  "StatsName": Value("string"),
217
  "Value": Value("string"),
218
+ "Rank": Value("int64"),
219
  })),
220
  "defending": Sequence(Features({
221
+ "TeamID": Value("int64"),
222
  "TeamName": Value("string"),
223
+ "StatsID": Value("int64"),
224
  "StatsName": Value("string"),
225
  "Value": Value("string"),
226
+ "Rank": Value("int64"),
227
  })),
228
  "coverage&speed": Sequence(Features({
229
+ "TeamID": Value("int64"),
230
  "TeamName": Value("string"),
231
+ "StatsID": Value("int64"),
232
  "StatsName": Value("string"),
233
  "Value": Value("string"),
234
+ "Rank": Value("int64"),
235
  })),
236
  "time stats": Sequence(Features({
237
+ "TeamID": Value("int64"),
238
  "TeamName": Value("string"),
239
+ "StatsID": Value("int64"),
240
  "StatsName": Value("string"),
241
  "Value": Value("string"),
242
+ "Rank": Value("int64"),
243
  })),
244
  "matches played": Sequence(Features({
245
+ "TeamID": Value("int64"),
246
  "TeamName": Value("string"),
247
+ "StatsID": Value("int64"),
248
  "StatsName": Value("string"),
249
  "Value": Value("string"),
250
+ "Rank": Value("int64"),
251
  })),
252
  }),
253
  AwayTeamStats: Features({
254
  "attacking": Sequence(Features({
255
+ "TeamID": Value("int64"),
256
  "TeamName": Value("string"),
257
+ "StatsID": Value("int64"),
258
  "StatsName": Value("string"),
259
  "Value": Value("string"),
260
+ "Rank": Value("int64"),
261
  })),
262
  "possession": Sequence(Features({
263
+ "TeamID": Value("int64"),
264
  "TeamName": Value("string"),
265
+ "StatsID": Value("int64"),
266
  "StatsName": Value("string"),
267
  "Value": Value("string"),
268
+ "Rank": Value("int64"),
269
  })),
270
  "violation&foul&discipline": Sequence(Features({
271
+ "TeamID": Value("int64"),
272
  "TeamName": Value("string"),
273
+ "StatsID": Value("int64"),
274
  "StatsName": Value("string"),
275
  "Value": Value("string"),
276
+ "Rank": Value("int64"),
277
  })),
278
  "goalkeeping": Sequence(Features({
279
+ "TeamID": Value("int64"),
280
  "TeamName": Value("string"),
281
+ "StatsID": Value("int64"),
282
  "StatsName": Value("string"),
283
  "Value": Value("string"),
284
+ "Rank": Value("int64"),
285
  })),
286
  "defending": Sequence(Features({
287
+ "TeamID": Value("int64"),
288
  "TeamName": Value("string"),
289
+ "StatsID": Value("int64"),
290
  "StatsName": Value("string"),
291
  "Value": Value("string"),
292
+ "Rank": Value("int64"),
293
  })),
294
  "coverage&speed": Sequence(Features({
295
+ "TeamID": Value("int64"),
296
  "TeamName": Value("string"),
297
+ "StatsID": Value("int64"),
298
  "StatsName": Value("string"),
299
  "Value": Value("string"),
300
+ "Rank": Value("int64"),
301
  })),
302
  "time stats": Sequence(Features({
303
+ "TeamID": Value("int64"),
304
  "TeamName": Value("string"),
305
+ "StatsID": Value("int64"),
306
  "StatsName": Value("string"),
307
  "Value": Value("string"),
308
+ "Rank": Value("int64"),
309
  })),
310
  "matches played": Sequence(Features({
311
+ "TeamID": Value("int64"),
312
  "TeamName": Value("string"),
313
+ "StatsID": Value("int64"),
314
  "StatsName": Value("string"),
315
  "Value": Value("string"),
316
+ "Rank": Value("int64"),
317
  })),
318
  }),
319
  }),
320
  "PlayerStats": Features({
321
  "HomeTeamPlayerStats": Features({
322
  "attacking": Sequence(Features({
323
+ "PlayerID": Value("int64"),
324
  "PlayerName": Value("string"),
325
  "PlayerSurname": Value("string"),
326
  "IsGoalkeeper": Value("bool"),
327
+ "PlayedTime": Value("int64"),
328
+ "StatsID": Value("int64"),
329
  "StatsName": Value("string"),
330
  "Value": Value("string"),
331
+ "Rank": Value("int64"),
332
  })),
333
  "posession": Sequence(Features({
334
+ "PlayerID": Value("int64"),
335
  "PlayerName": Value("string"),
336
  "PlayerSurname": Value("string"),
337
  "IsGoalkeeper": Value("bool"),
338
+ "PlayedTime": Value("int64"),
339
+ "StatsID": Value("int64"),
340
  "StatsName": Value("string"),
341
  "Value": Value("string"),
342
+ "Rank": Value("int64"),
343
  })),
344
  "violation&foul&discipline": Sequence(Features({
345
+ "PlayerID": Value("int64"),
346
  "PlayerName": Value("string"),
347
  "PlayerSurname": Value("string"),
348
  "IsGoalkeeper": Value("bool"),
349
+ "PlayedTime": Value("int64"),
350
+ "StatsID": Value("int64"),
351
  "StatsName": Value("string"),
352
  "Value": Value("string"),
353
+ "Rank": Value("int64"),
354
  })),
355
  "goalkeeping": Sequence(Features({
356
+ "PlayerID": Value("int64"),
357
  "PlayerName": Value("string"),
358
  "PlayerSurname": Value("string"),
359
  "IsGoalkeeper": Value("bool"),
360
+ "PlayedTime": Value("int64"),
361
+ "StatsID": Value("int64"),
362
  "StatsName": Value("string"),
363
  "Value": Value("string"),
364
+ "Rank": Value("int64"),
365
  })),
366
  "defending": Sequence(Features({
367
+ "PlayerID": Value("int64"),
368
  "PlayerName": Value("string"),
369
  "PlayerSurname": Value("string"),
370
  "IsGoalkeeper": Value("bool"),
371
+ "PlayedTime": Value("int64"),
372
+ "StatsID": Value("int64"),
373
  "StatsName": Value("string"),
374
  "Value": Value("string"),
375
+ "Rank": Value("int64"),
376
  })),
377
  "player_coverage_speed": Sequence(Features({
378
+ "PlayerID": Value("int64"),
379
  "PlayerName": Value("string"),
380
  "PlayerSurname": Value("string"),
381
  "IsGoalkeeper": Value("bool"),
382
+ "PlayedTime": Value("int64"),
383
+ "StatsID": Value("int64"),
384
  "StatsName": Value("string"),
385
  "Value": Value("string"),
386
+ "Rank": Value("int64"),
387
  })),
388
  "player_time_stats": Sequence(Features({
389
+ "PlayerID": Value("int64"),
390
  "PlayerName": Value("string"),
391
  "PlayerSurname": Value("string"),
392
  "IsGoalkeeper": Value("bool"),
393
+ "PlayedTime": Value("int64"),
394
+ "StatsID": Value("int64"),
395
  "StatsName": Value("string"),
396
  "Value": Value("string"),
397
+ "Rank": Value("int64"),
398
  })),
399
  "matches played": Sequence(Features({
400
+ "PlayerID": Value("int64"),
401
  "PlayerName": Value("string"),
402
  "PlayerSurname": Value("string"),
403
  "IsGoalkeeper": Value("bool"),
404
+ "PlayedTime": Value("int64"),
405
+ "StatsID": Value("int64"),
406
  "StatsName": Value("string"),
407
  "Value": Value("string"),
408
+ "Rank": Value("int64"),
409
  })),
410
  }),
411
  "AwayTeamPlayerStats": Features({
412
  "attacking": Sequence(Features({
413
+ "PlayerID": Value("int64"),
414
  "PlayerName": Value("string"),
415
  "PlayerSurname": Value("string"),
416
  "IsGoalkeeper": Value("bool"),
417
+ "PlayedTime": Value("int64"),
418
+ "StatsID": Value("int64"),
419
  "StatsName": Value("string"),
420
  "Value": Value("string"),
421
+ "Rank": Value("int64"),
422
  })),
423
  "posession": Sequence(Features({
424
+ "PlayerID": Value("int64"),
425
  "PlayerName": Value("string"),
426
  "PlayerSurname": Value("string"),
427
  "IsGoalkeeper": Value("bool"),
428
+ "PlayedTime": Value("int64"),
429
+ "StatsID": Value("int64"),
430
  "StatsName": Value("string"),
431
  "Value": Value("string"),
432
+ "Rank": Value("int64"),
433
  })),
434
  "violation&foul&discipline": Sequence(Features({
435
+ "PlayerID": Value("int64"),
436
  "PlayerName": Value("string"),
437
  "PlayerSurname": Value("string"),
438
  "IsGoalkeeper": Value("bool"),
439
+ "PlayedTime": Value("int64"),
440
+ "StatsID": Value("int64"),
441
  "StatsName": Value("string"),
442
  "Value": Value("string"),
443
+ "Rank": Value("int64"),
444
  })),
445
  "goalkeeping": Sequence(Features({
446
+ "PlayerID": Value("int64"),
447
  "PlayerName": Value("string"),
448
  "PlayerSurname": Value("string"),
449
  "IsGoalkeeper": Value("bool"),
450
+ "PlayedTime": Value("int64"),
451
+ "StatsID": Value("int64"),
452
  "StatsName": Value("string"),
453
  "Value": Value("string"),
454
+ "Rank": Value("int64"),
455
  })),
456
  "defending": Sequence(Features({
457
+ "PlayerID": Value("int64"),
458
  "PlayerName": Value("string"),
459
  "PlayerSurname": Value("string"),
460
  "IsGoalkeeper": Value("bool"),
461
+ "PlayedTime": Value("int64"),
462
+ "StatsID": Value("int64"),
463
  "StatsName": Value("string"),
464
  "Value": Value("string"),
465
+ "Rank": Value("int64"),
466
  })),
467
  "player_coverage_speed": Sequence(Features({
468
+ "PlayerID": Value("int64"),
469
  "PlayerName": Value("string"),
470
  "PlayerSurname": Value("string"),
471
  "IsGoalkeeper": Value("bool"),
472
+ "PlayedTime": Value("int64"),
473
+ "StatsID": Value("int64"),
474
  "StatsName": Value("string"),
475
  "Value": Value("string"),
476
+ "Rank": Value("int64"),
477
  })),
478
  "player_time_stats": Sequence(Features({
479
+ "PlayerID": Value("int64"),
480
  "PlayerName": Value("string"),
481
  "PlayerSurname": Value("string"),
482
  "IsGoalkeeper": Value("bool"),
483
+ "PlayedTime": Value("int64"),
484
+ "StatsID": Value("int64"),
485
  "StatsName": Value("string"),
486
  "Value": Value("string"),
487
+ "Rank": Value("int64"),
488
  })),
489
  "matches played": Sequence(Features({
490
+ "PlayerID": Value("int64"),
491
  "PlayerName": Value("string"),
492
  "PlayerSurname": Value("string"),
493
  "IsGoalkeeper": Value("bool"),
494
+ "PlayedTime": Value("int64"),
495
+ "StatsID": Value("int64"),
496
  "StatsName": Value("string"),
497
  "Value": Value("string"),
498
+ "Rank": Value("int64"),
499
  })),
500
  }),
501
  }),
502
  "PlayerPreMatchInfo": Features({
503
  "HomeTeamPlayerInfo": Sequence(Features({
504
+ "PlayerID": Value("int64"),
505
  "OfficialName": Value("string"),
506
  "OfficialSurname": Value("string"),
507
  "JerseyName": Value("string"),
 
512
  "Role": Value("string"),
513
  })),
514
  "AwayTeamPlayerInfo": Sequence(Features({
515
+ "PlayerID": Value("int64"),
516
  "OfficialName": Value("string"),
517
  "OfficialSurname": Value("string"),
518
  "JerseyName": Value("string"),
 
530
  citation="Optional citation"
531
  )
532
 
533
+ def _split_generators(self, dl_manager):
534
  file_url = "https://drive.google.com/uc?id=1RKoAQwq68LASd4ret_OKYUkF4B4m6hnu"
535
  downloaded_file = dl_manager.download(file_url)
536
  #dl_path = dl_manager.download_and_extract({'train_csv': file_url})