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Datasets:
ForzaJuve1
/
UEFA_Euro_2020_Data

Tasks:
Summarization
Feature Extraction
Other
Languages:
English
Size:
100K<n<1M
Tags:
football
soccer
Euro 2020 tournament
sports analytics
sports
Dataset card Files Community
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Upload Euro_2020_Integration.py

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  1. Euro_2020_Integration.py +617 -0
Euro_2020_Integration.py ADDED
@@ -0,0 +1,617 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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
+