Hugging Face's logo

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
2
ForzaJuve1 commited on
Commit
5c4ed22
·
verified ·
1 Parent(s): 981334e

Delete Euro2020_Integration.py

Browse files
Files changed (1) hide show
  1. Euro2020_Integration.py +0 -617
Euro2020_Integration.py DELETED
@@ -1,617 +0,0 @@
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": 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
-