File size: 129,356 Bytes
cf60c9b
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432
433
434
435
436
437
438
439
440
441
442
443
444
445
446
447
448
449
450
451
452
453
454
455
456
457
458
459
460
461
462
463
464
465
466
467
468
469
470
471
472
473
474
475
476
477
478
479
480
481
482
483
484
485
486
487
488
489
490
491
492
493
494
495
496
497
498
499
500
501
502
503
504
505
506
507
508
509
510
511
512
513
514
515
516
517
518
519
520
521
522
523
524
525
526
527
528
529
530
531
532
533
534
535
536
537
538
539
540
541
542
543
544
545
546
547
548
549
550
551
552
553
554
555
556
557
558
559
560
561
562
563
564
565
566
567
568
569
570
571
572
573
574
575
576
577
578
579
580
581
582
583
584
585
586
587
588
589
590
591
592
593
594
595
596
597
598
599
600
601
602
603
604
605
606
607
608
609
610
611
612
613
614
615
616
617
618
619
620
621
622
623
624
625
626
627
628
629
630
631
632
633
634
635
636
637
638
639
640
641
642
643
644
645
646
647
648
649
650
651
652
653
654
655
656
657
658
659
660
661
662
663
664
665
666
667
668
669
670
671
672
673
674
675
676
677
678
679
680
681
682
683
684
685
686
687
688
689
690
691
692
693
694
695
696
697
698
699
700
701
702
703
704
705
706
707
708
709
710
711
712
713
714
715
716
717
718
719
720
721
722
723
724
725
726
727
728
729
730
731
732
733
734
735
736
737
738
739
740
741
742
743
744
745
746
747
748
749
750
751
752
753
754
755
756
757
758
759
760
761
762
763
764
765
766
767
768
769
770
771
772
773
774
775
776
777
778
779
780
781
782
783
784
785
786
787
788
789
790
791
792
793
794
795
796
797
798
799
800
801
802
803
804
805
806
807
808
809
810
811
812
813
814
815
816
817
818
819
820
821
822
823
824
825
826
827
828
829
830
831
832
833
834
835
836
837
838
839
840
841
842
843
844
845
846
847
848
849
850
851
852
853
854
855
856
857
858
859
860
861
862
863
864
865
866
867
868
869
870
871
872
873
874
875
876
877
878
879
880
881
882
883
884
885
886
887
888
889
890
891
892
893
894
895
896
897
898
899
900
901
902
903
904
905
906
907
908
909
910
911
912
913
914
915
916
917
918
919
920
921
922
923
924
925
926
927
928
929
930
931
932
933
934
935
936
937
938
939
940
941
942
943
944
945
946
947
948
949
950
951
952
953
954
955
956
957
958
959
960
961
962
963
964
965
966
967
968
969
970
971
972
973
974
975
976
977
978
979
980
981
982
983
984
985
986
987
988
989
990
991
992
993
994
995
996
997
998
999
1000
1001
1002
1003
1004
1005
1006
1007
1008
1009
1010
1011
1012
1013
1014
1015
1016
1017
1018
1019
1020
1021
1022
1023
1024
1025
1026
1027
1028
1029
1030
1031
1032
1033
1034
1035
1036
1037
1038
1039
1040
1041
1042
1043
1044
1045
1046
1047
1048
1049
1050
1051
1052
1053
1054
1055
1056
1057
1058
1059
1060
1061
1062
1063
1064
1065
1066
1067
1068
1069
1070
1071
1072
1073
1074
1075
1076
1077
1078
1079
1080
1081
1082
1083
1084
1085
1086
1087
1088
1089
1090
1091
1092
1093
1094
1095
1096
1097
1098
1099
1100
1101
1102
1103
1104
1105
1106
1107
1108
1109
1110
1111
1112
1113
1114
1115
1116
1117
1118
1119
1120
1121
1122
1123
1124
1125
1126
1127
1128
1129
1130
1131
1132
1133
1134
1135
1136
1137
1138
1139
1140
1141
1142
1143
1144
1145
1146
1147
1148
1149
1150
1151
1152
1153
1154
1155
1156
1157
1158
1159
1160
1161
1162
1163
1164
1165
1166
1167
1168
1169
1170
1171
1172
1173
1174
1175
1176
1177
1178
1179
1180
1181
1182
1183
1184
1185
1186
1187
1188
1189
1190
1191
1192
1193
1194
1195
1196
1197
1198
1199
1200
1201
1202
1203
1204
1205
1206
1207
1208
1209
1210
1211
1212
1213
1214
1215
1216
1217
1218
1219
1220
1221
1222
1223
1224
1225
1226
1227
1228
1229
1230
1231
1232
1233
1234
1235
1236
1237
1238
1239
1240
1241
1242
1243
1244
1245
1246
1247
1248
1249
1250
1251
1252
1253
1254
1255
1256
1257
1258
1259
1260
1261
1262
1263
1264
1265
1266
1267
1268
1269
1270
1271
1272
1273
1274
1275
1276
1277
1278
1279
1280
1281
1282
1283
1284
1285
1286
1287
1288
1289
1290
1291
1292
1293
1294
1295
1296
1297
1298
1299
1300
1301
1302
1303
1304
1305
1306
1307
1308
1309
1310
1311
1312
1313
1314
1315
1316
1317
1318
1319
1320
1321
1322
1323
1324
1325
1326
1327
1328
1329
1330
1331
1332
1333
1334
1335
1336
1337
1338
1339
1340
1341
1342
1343
1344
1345
1346
1347
1348
1349
1350
1351
1352
1353
1354
1355
1356
1357
1358
1359
1360
1361
1362
1363
1364
1365
1366
1367
1368
1369
1370
1371
1372
1373
1374
1375
1376
1377
1378
1379
1380
1381
1382
1383
1384
1385
1386
1387
1388
1389
1390
1391
1392
1393
1394
1395
1396
1397
1398
1399
1400
1401
1402
1403
1404
1405
1406
1407
1408
1409
1410
1411
1412
1413
1414
1415
1416
1417
1418
1419
1420
1421
1422
1423
1424
1425
1426
1427
1428
1429
1430
1431
1432
1433
1434
1435
1436
1437
1438
1439
1440
1441
1442
1443
1444
1445
1446
1447
1448
1449
1450
1451
1452
1453
1454
1455
1456
1457
1458
1459
1460
1461
1462
1463
1464
1465
1466
1467
1468
1469
1470
1471
1472
1473
1474
1475
1476
1477
1478
1479
1480
1481
1482
1483
1484
1485
1486
1487
1488
1489
1490
1491
1492
1493
1494
1495
1496
1497
1498
1499
1500
1501
1502
1503
1504
1505
1506
1507
1508
1509
1510
1511
1512
1513
1514
1515
1516
1517
1518
1519
1520
1521
1522
1523
1524
1525
1526
1527
1528
1529
1530
1531
1532
1533
1534
1535
1536
1537
1538
1539
1540
1541
1542
1543
1544
1545
1546
1547
1548
1549
1550
1551
1552
1553
1554
1555
1556
1557
1558
1559
1560
1561
1562
1563
1564
1565
1566
1567
1568
1569
1570
1571
1572
1573
1574
1575
1576
1577
1578
1579
1580
1581
1582
1583
1584
1585
1586
1587
1588
1589
1590
1591
1592
1593
1594
1595
1596
1597
1598
1599
1600
1601
1602
1603
1604
1605
1606
1607
1608
1609
1610
1611
1612
1613
1614
1615
1616
1617
1618
1619
1620
1621
1622
1623
1624
1625
1626
1627
1628
1629
1630
1631
1632
1633
1634
1635
1636
1637
1638
1639
1640
1641
1642
1643
1644
1645
1646
1647
1648
1649
1650
1651
1652
1653
1654
1655
1656
1657
1658
1659
1660
1661
1662
1663
1664
1665
1666
1667
1668
1669
1670
1671
1672
1673
1674
1675
1676
1677
1678
1679
1680
1681
1682
1683
1684
1685
1686
1687
1688
1689
1690
1691
1692
1693
1694
1695
1696
1697
1698
1699
1700
1701
1702
1703
1704
1705
1706
1707
1708
1709
1710
1711
1712
1713
1714
1715
1716
1717
1718
1719
1720
1721
1722
1723
1724
1725
1726
1727
1728
1729
1730
1731
1732
1733
1734
1735
1736
1737
1738
1739
1740
1741
1742
1743
1744
1745
1746
1747
1748
1749
1750
1751
1752
1753
1754
1755
1756
1757
1758
1759
1760
1761
1762
1763
1764
1765
1766
1767
1768
1769
1770
1771
1772
1773
1774
1775
1776
1777
1778
1779
1780
1781
1782
1783
1784
1785
1786
1787
1788
1789
1790
1791
1792
1793
1794
1795
1796
1797
1798
1799
1800
1801
1802
1803
1804
1805
1806
1807
1808
1809
1810
1811
1812
1813
1814
1815
1816
1817
1818
1819
1820
1821
1822
1823
1824
1825
1826
1827
1828
1829
1830
1831
1832
1833
1834
1835
1836
1837
1838
1839
1840
1841
1842
1843
1844
1845
1846
1847
1848
1849
1850
1851
1852
1853
1854
1855
1856
1857
1858
1859
1860
1861
1862
1863
1864
1865
1866
1867
1868
1869
1870
1871
1872
1873
1874
1875
1876
1877
1878
1879
1880
1881
1882
1883
1884
1885
1886
1887
1888
1889
1890
1891
1892
1893
1894
1895
1896
1897
1898
1899
1900
1901
1902
1903
1904
1905
1906
1907
1908
1909
1910
1911
1912
1913
1914
1915
1916
1917
1918
1919
1920
1921
1922
1923
1924
1925
1926
1927
1928
1929
1930
1931
1932
1933
1934
1935
1936
1937
1938
1939
1940
1941
1942
1943
1944
1945
1946
1947
1948
1949
1950
1951
1952
1953
1954
1955
1956
1957
1958
1959
1960
1961
1962
1963
1964
1965
1966
1967
1968
1969
1970
1971
1972
1973
1974
1975
1976
1977
1978
1979
1980
1981
1982
1983
1984
1985
1986
1987
1988
1989
1990
1991
1992
1993
1994
1995
1996
1997
1998
1999
2000
2001
2002
2003
2004
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
2017
2018
2019
2020
2021
2022
2023
2024
2025
2026
2027
2028
2029
2030
2031
2032
2033
2034
2035
2036
2037
2038
2039
2040
2041
2042
2043
2044
2045
2046
2047
2048
2049
2050
2051
2052
2053
2054
2055
2056
2057
2058
2059
2060
2061
2062
2063
2064
2065
2066
2067
2068
2069
2070
2071
2072
2073
2074
2075
2076
2077
2078
2079
2080
2081
2082
2083
2084
2085
2086
2087
2088
2089
2090
2091
2092
2093
2094
2095
2096
2097
2098
2099
2100
2101
2102
2103
2104
2105
2106
2107
2108
2109
2110
2111
2112
2113
2114
2115
2116
2117
2118
2119
2120
2121
2122
2123
2124
2125
2126
2127
2128
2129
2130
2131
2132
2133
2134
2135
2136
2137
2138
2139
2140
2141
2142
2143
2144
2145
2146
2147
2148
2149
2150
2151
2152
2153
2154
2155
2156
2157
2158
2159
2160
2161
2162
2163
2164
2165
2166
2167
2168
2169
2170
2171
2172
2173
2174
2175
2176
2177
2178
2179
2180
2181
2182
2183
2184
2185
2186
2187
2188
2189
2190
2191
2192
2193
2194
2195
2196
2197
2198
2199
2200
2201
2202
2203
2204
2205
2206
2207
2208
2209
2210
2211
2212
2213
2214
2215
2216
2217
2218
2219
2220
2221
2222
2223
2224
2225
2226
2227
2228
2229
2230
2231
2232
2233
2234
2235
2236
2237
2238
2239
2240
2241
2242
2243
2244
2245
2246
2247
2248
2249
2250
2251
2252
2253
2254
2255
2256
2257
2258
2259
2260
2261
2262
2263
2264
2265
2266
2267
2268
2269
2270
2271
2272
2273
2274
2275
2276
2277
2278
2279
2280
2281
2282
2283
2284
2285
2286
2287
2288
2289
2290
2291
2292
2293
2294
2295
2296
2297
2298
2299
2300
2301
2302
2303
2304
2305
2306
2307
2308
2309
2310
2311
2312
2313
2314
2315
2316
2317
2318
2319
2320
2321
2322
2323
2324
2325
2326
2327
2328
2329
2330
2331
2332
2333
2334
2335
2336
2337
2338
2339
2340
2341
2342
2343
2344
2345
2346
2347
2348
2349
2350
2351
2352
2353
2354
2355
2356
2357
2358
2359
2360
2361
2362
2363
2364
2365
2366
2367
2368
2369
2370
2371
2372
2373
2374
2375
2376
2377
2378
2379
2380
2381
2382
2383
2384
2385
2386
2387
2388
2389
2390
2391
2392
2393
2394
2395
2396
2397
2398
2399
2400
2401
2402
2403
2404
2405
2406
2407
2408
2409
2410
2411
2412
2413
2414
2415
2416
2417
2418
2419
2420
2421
2422
2423
2424
2425
2426
2427
2428
2429
2430
2431
2432
2433
2434
2435
2436
2437
2438
2439
2440
2441
2442
2443
2444
2445
2446
2447
2448
2449
2450
2451
2452
2453
2454
2455
2456
2457
2458
2459
2460
2461
2462
2463
2464
2465
2466
2467
2468
2469
2470
2471
2472
2473
2474
2475
2476
2477
2478
2479
2480
2481
2482
2483
2484
2485
2486
2487
2488
2489
2490
2491
2492
2493
2494
2495
2496
2497
2498
2499
2500
2501
2502
2503
2504
2505
2506
2507
2508
2509
2510
2511
2512
2513
2514
2515
2516
2517
2518
2519
2520
2521
2522
2523
2524
2525
2526
2527
2528
2529
2530
2531
2532
2533
2534
2535
2536
2537
2538
2539
2540
2541
2542
2543
2544
2545
2546
2547
2548
2549
2550
2551
2552
2553
2554
2555
2556
2557
2558
2559
2560
2561
2562
2563
2564
2565
2566
2567
2568
2569
2570
2571
2572
2573
2574
2575
2576
2577
2578
2579
2580
2581
2582
2583
2584
2585
2586
2587
2588
2589
2590
2591
2592
2593
2594
2595
2596
2597
2598
2599
2600
2601
2602
2603
2604
2605
2606
2607
2608
2609
2610
2611
2612
2613
2614
2615
2616
2617
2618
2619
2620
2621
2622
2623
2624
2625
2626
2627
2628
2629
2630
2631
2632
2633
2634
2635
2636
2637
2638
2639
2640
2641
2642
2643
2644
2645
2646
2647
2648
2649
2650
2651
2652
2653
2654
2655
2656
2657
2658
2659
2660
2661
2662
2663
2664
2665
2666
2667
2668
2669
2670
2671
2672
2673
2674
2675
2676
2677
2678
2679
2680
2681
2682
2683
2684
2685
2686
2687
2688
2689
2690
2691
2692
2693
2694
2695
2696
2697
2698
2699
2700
2701
2702
2703
2704
2705
2706
2707
2708
2709
2710
2711
2712
2713
2714
2715
2716
2717
2718
2719
2720
2721
2722
2723
2724
2725
2726
2727
2728
2729
2730
2731
2732
2733
2734
2735
2736
2737
2738
2739
2740
2741
2742
2743
2744
2745
2746
2747
2748
2749
2750
2751
2752
2753
2754
2755
2756
2757
2758
2759
2760
2761
2762
2763
2764
2765
2766
2767
2768
2769
2770
2771
2772
2773
2774
2775
2776
2777
2778
2779
2780
2781
2782
2783
2784
2785
2786
2787
2788
2789
2790
2791
2792
2793
2794
2795
2796
2797
2798
2799
2800
2801
2802
2803
2804
2805
2806
2807
2808
2809
2810
2811
2812
2813
2814
2815
2816
2817
2818
2819
2820
2821
2822
2823
2824
2825
2826
2827
2828
2829
2830
2831
2832
2833
2834
2835
2836
2837
2838
2839
2840
2841
2842
2843
2844
2845
2846
2847
2848
2849
2850
2851
2852
2853
2854
2855
2856
2857
2858
2859
2860
2861
2862
2863
2864
2865
2866
2867
2868
2869
2870
2871
2872
2873
2874
2875
2876
2877
2878
2879
2880
2881
2882
2883
2884
2885
2886
2887
2888
2889
2890
2891
2892
2893
2894
2895
2896
2897
2898
2899
2900
2901
2902
2903
2904
2905
2906
2907
2908
2909
2910
2911
2912
2913
2914
2915
2916
2917
2918
2919
2920
2921
2922
2923
2924
2925
2926
2927
2928
2929
2930
2931
2932
2933
2934
2935
2936
2937
2938
2939
2940
2941
2942
2943
2944
2945
2946
2947
2948
2949
2950
2951
2952
2953
2954
2955
2956
2957
2958
2959
2960
2961
2962
2963
2964
2965
2966
2967
2968
2969
2970
2971
2972
2973
2974
2975
2976
2977
2978
2979
2980
2981
2982
2983
2984
2985
2986
2987
2988
2989
2990
2991
2992
2993
2994
2995
2996
2997
2998
2999
3000
3001
3002
3003
3004
3005
3006
3007
3008
3009
3010
3011
3012
3013
3014
3015
3016
3017
3018
3019
3020
3021
3022
3023
3024
3025
3026
3027
3028
3029
3030
3031
3032
3033
3034
3035
3036
3037
3038
3039
3040
3041
3042
3043
3044
3045
3046
3047
3048
3049
3050
3051
3052
3053
3054
3055
3056
3057
3058
3059
3060
3061
3062
3063
3064
3065
3066
3067
3068
3069
3070
3071
3072
3073
3074
3075
3076
3077
3078
3079
3080
3081
3082
3083
3084
3085
3086
3087
3088
3089
3090
3091
3092
3093
3094
3095
3096
3097
3098
3099
3100
3101
3102
3103
3104
3105
3106
3107
3108
3109
3110
3111
3112
3113
3114
3115
3116
3117
3118
3119
3120
3121
3122
3123
3124
3125
3126
3127
3128
3129
3130
3131
3132
3133
3134
3135
3136
3137
3138
3139
3140
3141
3142
3143
3144
3145
3146
3147
3148
3149
3150
3151
3152
3153
3154
3155
3156
3157
3158
3159
3160
3161
3162
3163
3164
3165
3166
3167
3168
3169
3170
3171
3172
3173
3174
3175
3176
3177
3178
3179
3180
3181
3182
3183
3184
3185
3186
3187
3188
3189
3190
3191
3192
3193
3194
3195
3196
3197
3198
3199
3200
3201
3202
3203
3204
3205
3206
3207
3208
3209
3210
3211
3212
3213
3214
3215
3216
3217
3218
3219
3220
3221
3222
3223
3224
3225
3226
3227
3228
3229
3230
3231
3232
3233
3234
3235
3236
3237
3238
3239
3240
3241
3242
3243
3244
3245
3246
3247
3248
3249
3250
3251
3252
3253
3254
3255
3256
3257
3258
3259
3260
3261
3262
3263
3264
3265
3266
3267
3268
3269
3270
3271
3272
3273
3274
3275
3276
3277
3278
3279
3280
3281
3282
3283
3284
3285
3286
3287
3288
3289
3290
3291
3292
3293
3294
3295
3296
3297
3298
3299
3300
3301
3302
3303
3304
3305
3306
3307
3308
3309
3310
3311
3312
3313
3314
3315
3316
3317
3318
3319
3320
3321
3322
3323
3324
3325
3326
3327
3328
3329
3330
3331
3332
3333
3334
3335
3336
3337
3338
3339
3340
3341
3342
3343
3344
3345
3346
3347
3348
3349
3350
3351
3352
3353
3354
3355
3356
3357
3358
3359
3360
3361
3362
3363
3364
3365
3366
3367
3368
3369
3370
3371
3372
3373
3374
3375
3376
3377
3378
3379
3380
3381
3382
3383
3384
3385
3386
3387
{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "from datetime import datetime\n",
    "from tqdm import tqdm\n",
    "\n",
    "import time\n",
    "import requests\n",
    "import datetime\n",
    "import pandas as pd\n",
    "from collections import defaultdict\n",
    "from typing import Any, Union\n",
    "from string import Template\n",
    "from enum import Enum\n",
    "from tqdm import tqdm\n",
    "import numpy as np\n",
    "from pathlib import Path"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "tools = pd.read_parquet('/Users/arshath/play/openautonomy/olas-prediction-live-dashboard/data/tools.parquet')\n",
    "# trades = pd.read_parquet('/Users/arshath/play/openautonomy/olas-prediction-live-dashboard/data/all_trades_profitability.parquet')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "IRRELEVANT_TOOLS = [\n",
    "    \"openai-text-davinci-002\",\n",
    "    \"openai-text-davinci-003\",\n",
    "    \"openai-gpt-3.5-turbo\",\n",
    "    \"openai-gpt-4\",\n",
    "    \"stabilityai-stable-diffusion-v1-5\",\n",
    "    \"stabilityai-stable-diffusion-xl-beta-v2-2-2\",\n",
    "    \"stabilityai-stable-diffusion-512-v2-1\",\n",
    "    \"stabilityai-stable-diffusion-768-v2-1\",\n",
    "    \"deepmind-optimization-strong\",\n",
    "    \"deepmind-optimization\",\n",
    "]\n",
    "QUERY_BATCH_SIZE = 1000\n",
    "DUST_THRESHOLD = 10000000000000\n",
    "INVALID_ANSWER_HEX = (\n",
    "    \"0xffffffffffffffffffffffffffffffffffffffffffffffffffffffffffffffff\"\n",
    ")\n",
    "INVALID_ANSWER = -1\n",
    "FPMM_CREATOR = \"0x89c5cc945dd550bcffb72fe42bff002429f46fec\"\n",
    "DEFAULT_FROM_DATE = \"1970-01-01T00:00:00\"\n",
    "DEFAULT_TO_DATE = \"2038-01-19T03:14:07\"\n",
    "DEFAULT_FROM_TIMESTAMP = 0\n",
    "DEFAULT_TO_TIMESTAMP = 2147483647\n",
    "WXDAI_CONTRACT_ADDRESS = \"0xe91D153E0b41518A2Ce8Dd3D7944Fa863463a97d\"\n",
    "DEFAULT_MECH_FEE = 0.01\n",
    "DUST_THRESHOLD = 10000000000000\n",
    "SCRIPTS_DIR = Path('/Users/arshath/play/openautonomy/olas-prediction-live-dashboard/scripts')\n",
    "ROOT_DIR = SCRIPTS_DIR.parent\n",
    "DATA_DIR = ROOT_DIR / \"data\"\n",
    "\n",
    "class MarketState(Enum):\n",
    "    \"\"\"Market state\"\"\"\n",
    "\n",
    "    OPEN = 1\n",
    "    PENDING = 2\n",
    "    FINALIZING = 3\n",
    "    ARBITRATING = 4\n",
    "    CLOSED = 5\n",
    "\n",
    "    def __str__(self) -> str:\n",
    "        \"\"\"Prints the market status.\"\"\"\n",
    "        return self.name.capitalize()\n",
    "\n",
    "\n",
    "class MarketAttribute(Enum):\n",
    "    \"\"\"Attribute\"\"\"\n",
    "\n",
    "    NUM_TRADES = \"Num_trades\"\n",
    "    WINNER_TRADES = \"Winner_trades\"\n",
    "    NUM_REDEEMED = \"Num_redeemed\"\n",
    "    INVESTMENT = \"Investment\"\n",
    "    FEES = \"Fees\"\n",
    "    MECH_CALLS = \"Mech_calls\"\n",
    "    MECH_FEES = \"Mech_fees\"\n",
    "    EARNINGS = \"Earnings\"\n",
    "    NET_EARNINGS = \"Net_earnings\"\n",
    "    REDEMPTIONS = \"Redemptions\"\n",
    "    ROI = \"ROI\"\n",
    "\n",
    "    def __str__(self) -> str:\n",
    "        \"\"\"Prints the attribute.\"\"\"\n",
    "        return self.value\n",
    "\n",
    "    def __repr__(self) -> str:\n",
    "        \"\"\"Prints the attribute representation.\"\"\"\n",
    "        return self.name\n",
    "\n",
    "    @staticmethod\n",
    "    def argparse(s: str) -> \"MarketAttribute\":\n",
    "        \"\"\"Performs string conversion to MarketAttribute.\"\"\"\n",
    "        try:\n",
    "            return MarketAttribute[s.upper()]\n",
    "        except KeyError as e:\n",
    "            raise ValueError(f\"Invalid MarketAttribute: {s}\") from e\n",
    "\n",
    "\n",
    "ALL_TRADES_STATS_DF_COLS = [\n",
    "    \"trader_address\",\n",
    "    \"trade_id\",\n",
    "    \"creation_timestamp\",\n",
    "    \"title\",\n",
    "    \"market_status\",\n",
    "    \"collateral_amount\",\n",
    "    \"outcome_index\",\n",
    "    \"trade_fee_amount\",\n",
    "    \"outcomes_tokens_traded\",\n",
    "    \"current_answer\",\n",
    "    \"is_invalid\",\n",
    "    \"winning_trade\",\n",
    "    \"earnings\",\n",
    "    \"redeemed\",\n",
    "    \"redeemed_amount\",\n",
    "    \"num_mech_calls\",\n",
    "    \"mech_fee_amount\",\n",
    "    \"net_earnings\",\n",
    "    \"roi\",\n",
    "]\n",
    "\n",
    "SUMMARY_STATS_DF_COLS = [\n",
    "    \"trader_address\",\n",
    "    \"num_trades\",\n",
    "    \"num_winning_trades\",\n",
    "    \"num_redeemed\",\n",
    "    \"total_investment\",\n",
    "    \"total_trade_fees\",\n",
    "    \"num_mech_calls\",\n",
    "    \"total_mech_fees\",\n",
    "    \"total_earnings\",\n",
    "    \"total_redeemed_amount\",\n",
    "    \"total_net_earnings\",\n",
    "    \"total_net_earnings_wo_mech_fees\",\n",
    "    \"total_roi\",\n",
    "    \"total_roi_wo_mech_fees\",\n",
    "    \"mean_mech_calls_per_trade\",\n",
    "    \"mean_mech_fee_amount_per_trade\",\n",
    "]\n",
    "headers = {\n",
    "    \"Accept\": \"application/json, multipart/mixed\",\n",
    "    \"Content-Type\": \"application/json\",\n",
    "}\n",
    "\n",
    "\n",
    "omen_xdai_trades_query = Template(\n",
    "    \"\"\"\n",
    "    {\n",
    "        fpmmTrades(\n",
    "            where: {\n",
    "                type: Buy,\n",
    "                fpmm_: {\n",
    "                    creator: \"${fpmm_creator}\"\n",
    "                    creationTimestamp_gte: \"${fpmm_creationTimestamp_gte}\",\n",
    "                    creationTimestamp_lt: \"${fpmm_creationTimestamp_lte}\"\n",
    "                },\n",
    "                creationTimestamp_gte: \"${creationTimestamp_gte}\",\n",
    "                creationTimestamp_lte: \"${creationTimestamp_lte}\"\n",
    "                id_gt: \"${id_gt}\"\n",
    "            }\n",
    "            first: ${first}\n",
    "            orderBy: id\n",
    "            orderDirection: asc\n",
    "        ) {\n",
    "            id\n",
    "            title\n",
    "            collateralToken\n",
    "            outcomeTokenMarginalPrice\n",
    "            oldOutcomeTokenMarginalPrice\n",
    "            type\n",
    "            creator {\n",
    "                id\n",
    "            }\n",
    "            creationTimestamp\n",
    "            collateralAmount\n",
    "            collateralAmountUSD\n",
    "            feeAmount\n",
    "            outcomeIndex\n",
    "            outcomeTokensTraded\n",
    "            transactionHash\n",
    "            fpmm {\n",
    "                id\n",
    "                outcomes\n",
    "                title\n",
    "                answerFinalizedTimestamp\n",
    "                currentAnswer\n",
    "                isPendingArbitration\n",
    "                arbitrationOccurred\n",
    "                openingTimestamp\n",
    "                condition {\n",
    "                    id\n",
    "                }\n",
    "            }\n",
    "        }\n",
    "    }\n",
    "    \"\"\"\n",
    ")\n",
    "\n",
    "\n",
    "conditional_tokens_gc_user_query = Template(\n",
    "    \"\"\"\n",
    "    {\n",
    "        user(id: \"${id}\") {\n",
    "            userPositions(\n",
    "                first: ${first}\n",
    "                where: {\n",
    "                    id_gt: \"${userPositions_id_gt}\"\n",
    "                }\n",
    "                orderBy: id\n",
    "            ) {\n",
    "                balance\n",
    "                id\n",
    "                position {\n",
    "                    id\n",
    "                    conditionIds\n",
    "                }\n",
    "                totalBalance\n",
    "                wrappedBalance\n",
    "            }\n",
    "        }\n",
    "    }\n",
    "    \"\"\"\n",
    ")\n",
    "\n",
    "\n",
    "def _to_content(q: str) -> dict[str, Any]:\n",
    "    \"\"\"Convert the given query string to payload content, i.e., add it under a `queries` key and convert it to bytes.\"\"\"\n",
    "    finalized_query = {\n",
    "        \"query\": q,\n",
    "        \"variables\": None,\n",
    "        \"extensions\": {\"headers\": None},\n",
    "    }\n",
    "    return finalized_query\n",
    "\n",
    "\n",
    "def _query_omen_xdai_subgraph(\n",
    "    from_timestamp: float,\n",
    "    to_timestamp: float,\n",
    "    fpmm_from_timestamp: float,\n",
    "    fpmm_to_timestamp: float,\n",
    ") -> dict[str, Any]:\n",
    "    \"\"\"Query the subgraph.\"\"\"\n",
    "    url = \"https://api.thegraph.com/subgraphs/name/protofire/omen-xdai\"\n",
    "\n",
    "    grouped_results = defaultdict(list)\n",
    "    id_gt = \"\"\n",
    "\n",
    "    while True:\n",
    "        query = omen_xdai_trades_query.substitute(\n",
    "            fpmm_creator=FPMM_CREATOR.lower(),\n",
    "            creationTimestamp_gte=int(from_timestamp),\n",
    "            creationTimestamp_lte=int(to_timestamp),\n",
    "            fpmm_creationTimestamp_gte=int(fpmm_from_timestamp),\n",
    "            fpmm_creationTimestamp_lte=int(fpmm_to_timestamp),\n",
    "            first=QUERY_BATCH_SIZE,\n",
    "            id_gt=id_gt,\n",
    "        )\n",
    "        content_json = _to_content(query)\n",
    "        res = requests.post(url, headers=headers, json=content_json)\n",
    "        result_json = res.json()\n",
    "        user_trades = result_json.get(\"data\", {}).get(\"fpmmTrades\", [])\n",
    "\n",
    "        if not user_trades:\n",
    "            break\n",
    "\n",
    "        for trade in user_trades:\n",
    "            fpmm_id = trade.get(\"fpmm\", {}).get(\"id\")\n",
    "            grouped_results[fpmm_id].append(trade)\n",
    "\n",
    "        id_gt = user_trades[len(user_trades) - 1][\"id\"]\n",
    "\n",
    "    all_results = {\n",
    "        \"data\": {\n",
    "            \"fpmmTrades\": [\n",
    "                trade\n",
    "                for trades_list in grouped_results.values()\n",
    "                for trade in trades_list\n",
    "            ]\n",
    "        }\n",
    "    }\n",
    "\n",
    "    return all_results\n",
    "\n",
    "\n",
    "def _query_conditional_tokens_gc_subgraph(creator: str) -> dict[str, Any]:\n",
    "    \"\"\"Query the subgraph.\"\"\"\n",
    "    url = \"https://api.thegraph.com/subgraphs/name/gnosis/conditional-tokens-gc\"\n",
    "\n",
    "    all_results: dict[str, Any] = {\"data\": {\"user\": {\"userPositions\": []}}}\n",
    "    userPositions_id_gt = \"\"\n",
    "    while True:\n",
    "        query = conditional_tokens_gc_user_query.substitute(\n",
    "            id=creator.lower(),\n",
    "            first=QUERY_BATCH_SIZE,\n",
    "            userPositions_id_gt=userPositions_id_gt,\n",
    "        )\n",
    "        content_json = {\"query\": query}\n",
    "        res = requests.post(url, headers=headers, json=content_json)\n",
    "        result_json = res.json()\n",
    "        user_data = result_json.get(\"data\", {}).get(\"user\", {})\n",
    "\n",
    "        if not user_data:\n",
    "            break\n",
    "\n",
    "        user_positions = user_data.get(\"userPositions\", [])\n",
    "\n",
    "        if user_positions:\n",
    "            all_results[\"data\"][\"user\"][\"userPositions\"].extend(user_positions)\n",
    "            userPositions_id_gt = user_positions[len(user_positions) - 1][\"id\"]\n",
    "        else:\n",
    "            break\n",
    "\n",
    "    if len(all_results[\"data\"][\"user\"][\"userPositions\"]) == 0:\n",
    "        return {\"data\": {\"user\": None}}\n",
    "\n",
    "    return all_results\n",
    "\n",
    "\n",
    "def convert_hex_to_int(x: Union[str, float]) -> Union[int, float]:\n",
    "    \"\"\"Convert hex to int\"\"\"\n",
    "    if isinstance(x, float):\n",
    "        return np.nan\n",
    "    elif isinstance(x, str):\n",
    "        if x == INVALID_ANSWER_HEX:\n",
    "            return -1\n",
    "        else:\n",
    "            return int(x, 16)\n",
    "\n",
    "\n",
    "def wei_to_unit(wei: int) -> float:\n",
    "    \"\"\"Converts wei to currency unit.\"\"\"\n",
    "    return wei / 10**18\n",
    "\n",
    "\n",
    "def _is_redeemed(user_json: dict[str, Any], fpmmTrade: dict[str, Any]) -> bool:\n",
    "    \"\"\"Returns whether the user has redeemed the position.\"\"\"\n",
    "    user_positions = user_json[\"data\"][\"user\"][\"userPositions\"]\n",
    "    outcomes_tokens_traded = int(fpmmTrade[\"outcomeTokensTraded\"])\n",
    "    condition_id = fpmmTrade[\"fpmm.condition.id\"]\n",
    "\n",
    "    for position in user_positions:\n",
    "        position_condition_ids = position[\"position\"][\"conditionIds\"]\n",
    "        balance = int(position[\"balance\"])\n",
    "\n",
    "        if condition_id in position_condition_ids:\n",
    "            if balance == 0:\n",
    "                return True\n",
    "            # return early\n",
    "            return False\n",
    "    return False\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "def determine_market_status(trade, current_answer):\n",
    "    \"\"\"Determine the market status of a trade.\"\"\"\n",
    "    if current_answer is np.nan and time.time() >= int(trade[\"fpmm.openingTimestamp\"]):\n",
    "        return MarketState.PENDING\n",
    "    elif current_answer == np.nan:\n",
    "        return MarketState.OPEN\n",
    "    elif trade[\"fpmm.isPendingArbitration\"]:\n",
    "        return MarketState.ARBITRATING\n",
    "    elif time.time() < int(trade[\"fpmm.answerFinalizedTimestamp\"]):\n",
    "        return MarketState.FINALIZING\n",
    "    return MarketState.CLOSED"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Analysing creators:   0%|          | 0/280 [00:00<?, ?it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Skipping trade 350 because currentAnswer is NaN\n",
      "Skipping trade 1385 because currentAnswer is NaN\n",
      "Skipping trade 1971 because currentAnswer is NaN\n",
      "Skipping trade 2661 because currentAnswer is NaN\n",
      "Skipping trade 2919 because currentAnswer is NaN\n",
      "Skipping trade 3348 because currentAnswer is NaN\n",
      "Skipping trade 7030 because currentAnswer is NaN\n",
      "Skipping trade 7750 because currentAnswer is NaN\n",
      "Skipping trade 8527 because currentAnswer is NaN\n",
      "Skipping trade 9144 because currentAnswer is NaN\n",
      "Skipping trade 10895 because currentAnswer is NaN\n",
      "Skipping trade 14351 because currentAnswer is NaN\n",
      "Skipping trade 15035 because currentAnswer is NaN\n",
      "Skipping trade 15207 because currentAnswer is NaN\n",
      "Skipping trade 15816 because currentAnswer is NaN\n",
      "Skipping trade 18829 because currentAnswer is NaN\n",
      "Skipping trade 21994 because currentAnswer is NaN\n",
      "Skipping trade 22976 because currentAnswer is NaN\n",
      "Skipping trade 29925 because currentAnswer is NaN\n",
      "Skipping trade 30361 because currentAnswer is NaN\n",
      "Skipping trade 32618 because currentAnswer is NaN\n",
      "Skipping trade 34639 because market is not closed. Market Status: Finalizing\n",
      "Skipping trade 35496 because currentAnswer is NaN\n",
      "Skipping trade 36908 because market is not closed. Market Status: Finalizing\n",
      "Skipping trade 41545 because currentAnswer is NaN\n",
      "Skipping trade 41774 because currentAnswer is NaN\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Analysing trades: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 508/508 [00:00<00:00, 1320.83it/s]\n",
      "Analysing creators:   0%|          | 1/280 [00:01<09:04,  1.95s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Skipping trade 59792 because currentAnswer is NaN\n",
      "Skipping trade 67835 because currentAnswer is NaN\n",
      "Skipping trade 70080 because currentAnswer is NaN\n",
      "Skipping trade 70770 because currentAnswer is NaN\n",
      "Skipping trade 72043 because currentAnswer is NaN\n",
      "Skipping trade 74107 because currentAnswer is NaN\n",
      "Skipping trade 79788 because currentAnswer is NaN\n",
      "Skipping trade 80208 because market is not closed. Market Status: Finalizing\n",
      "Skipping trade 81041 because currentAnswer is NaN\n",
      "Skipping trade 87614 because currentAnswer is NaN\n",
      "Skipping trade 93305 because market is not closed. Market Status: Finalizing\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": []
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Skipping trade 357 because currentAnswer is NaN\n",
      "Skipping trade 1851 because market is not closed. Market Status: Finalizing\n",
      "Skipping trade 1978 because currentAnswer is NaN\n",
      "Skipping trade 3355 because currentAnswer is NaN\n",
      "Skipping trade 4332 because currentAnswer is NaN\n",
      "Skipping trade 4890 because currentAnswer is NaN\n",
      "Skipping trade 5664 because currentAnswer is NaN\n",
      "Skipping trade 6497 because currentAnswer is NaN\n",
      "Skipping trade 7755 because currentAnswer is NaN\n",
      "Skipping trade 8531 because currentAnswer is NaN\n",
      "Skipping trade 8815 because currentAnswer is NaN\n",
      "Skipping trade 9148 because currentAnswer is NaN\n",
      "Skipping trade 13184 because currentAnswer is NaN\n",
      "Skipping trade 14195 because currentAnswer is NaN\n",
      "Skipping trade 15042 because currentAnswer is NaN\n",
      "Skipping trade 15211 because currentAnswer is NaN\n",
      "Skipping trade 17555 because currentAnswer is NaN\n",
      "Skipping trade 17925 because currentAnswer is NaN\n",
      "Skipping trade 19060 because currentAnswer is NaN\n",
      "Skipping trade 23586 because currentAnswer is NaN\n",
      "Skipping trade 25911 because currentAnswer is NaN\n",
      "Skipping trade 29772 because currentAnswer is NaN\n",
      "Skipping trade 30375 because currentAnswer is NaN\n",
      "Skipping trade 32782 because currentAnswer is NaN\n",
      "Skipping trade 33512 because currentAnswer is NaN\n",
      "Skipping trade 33829 because currentAnswer is NaN\n",
      "Skipping trade 33845 because currentAnswer is NaN\n",
      "Skipping trade 34650 because market is not closed. Market Status: Finalizing\n",
      "Skipping trade 34748 because currentAnswer is NaN\n",
      "Skipping trade 35441 because currentAnswer is NaN\n",
      "Skipping trade 36241 because currentAnswer is NaN\n",
      "Skipping trade 36922 because market is not closed. Market Status: Finalizing\n",
      "Skipping trade 37368 because currentAnswer is NaN\n",
      "Skipping trade 38634 because currentAnswer is NaN\n",
      "Skipping trade 39110 because currentAnswer is NaN\n",
      "Skipping trade 41670 because currentAnswer is NaN\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Analysing trades: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 594/594 [00:00<00:00, 1442.36it/s]\n",
      "Analysing creators:   1%|          | 2/280 [00:03<09:09,  1.98s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Skipping trade 44574 because market is not closed. Market Status: Finalizing\n",
      "Skipping trade 45628 because currentAnswer is NaN\n",
      "Skipping trade 45860 because currentAnswer is NaN\n",
      "Skipping trade 47753 because currentAnswer is NaN\n",
      "Skipping trade 48653 because market is not closed. Market Status: Finalizing\n",
      "Skipping trade 48984 because currentAnswer is NaN\n",
      "Skipping trade 51698 because currentAnswer is NaN\n",
      "Skipping trade 52960 because currentAnswer is NaN\n",
      "Skipping trade 53535 because currentAnswer is NaN\n",
      "Skipping trade 53591 because currentAnswer is NaN\n",
      "Skipping trade 56274 because market is not closed. Market Status: Finalizing\n",
      "Skipping trade 57172 because currentAnswer is NaN\n",
      "Skipping trade 58402 because currentAnswer is NaN\n",
      "Skipping trade 58648 because currentAnswer is NaN\n",
      "Skipping trade 59796 because currentAnswer is NaN\n",
      "Skipping trade 63284 because market is not closed. Market Status: Finalizing\n",
      "Skipping trade 67157 because currentAnswer is NaN\n",
      "Skipping trade 67848 because currentAnswer is NaN\n",
      "Skipping trade 70774 because currentAnswer is NaN\n",
      "Skipping trade 71589 because currentAnswer is NaN\n",
      "Skipping trade 72386 because market is not closed. Market Status: Finalizing\n",
      "Skipping trade 74116 because currentAnswer is NaN\n",
      "Skipping trade 76994 because market is not closed. Market Status: Finalizing\n",
      "Skipping trade 78764 because currentAnswer is NaN\n",
      "Skipping trade 79562 because market is not closed. Market Status: Finalizing\n",
      "Skipping trade 79792 because currentAnswer is NaN\n",
      "Skipping trade 80026 because currentAnswer is NaN\n",
      "Skipping trade 80215 because market is not closed. Market Status: Finalizing\n",
      "Skipping trade 82384 because currentAnswer is NaN\n",
      "Skipping trade 87617 because currentAnswer is NaN\n",
      "Skipping trade 88949 because currentAnswer is NaN\n",
      "Skipping trade 89989 because currentAnswer is NaN\n",
      "Skipping trade 91067 because currentAnswer is NaN\n",
      "Skipping trade 91133 because currentAnswer is NaN\n",
      "Skipping trade 92214 because currentAnswer is NaN\n",
      "Skipping trade 93311 because market is not closed. Market Status: Finalizing\n",
      "Skipping trade 94903 because currentAnswer is NaN\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": []
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Skipping trade 358 because currentAnswer is NaN\n",
      "Skipping trade 1400 because currentAnswer is NaN\n",
      "Skipping trade 1979 because currentAnswer is NaN\n",
      "Skipping trade 2671 because currentAnswer is NaN\n",
      "Skipping trade 2672 because currentAnswer is NaN\n",
      "Skipping trade 2921 because currentAnswer is NaN\n",
      "Skipping trade 3357 because currentAnswer is NaN\n",
      "Skipping trade 7041 because currentAnswer is NaN\n",
      "Skipping trade 7756 because currentAnswer is NaN\n",
      "Skipping trade 8532 because currentAnswer is NaN\n",
      "Skipping trade 9150 because currentAnswer is NaN\n",
      "Skipping trade 10904 because currentAnswer is NaN\n",
      "Skipping trade 14196 because currentAnswer is NaN\n",
      "Skipping trade 14368 because currentAnswer is NaN\n",
      "Skipping trade 15043 because currentAnswer is NaN\n",
      "Skipping trade 17557 because currentAnswer is NaN\n",
      "Skipping trade 22002 because currentAnswer is NaN\n",
      "Skipping trade 22990 because currentAnswer is NaN\n",
      "Skipping trade 29933 because currentAnswer is NaN\n",
      "Skipping trade 30378 because currentAnswer is NaN\n",
      "Skipping trade 32626 because currentAnswer is NaN\n",
      "Skipping trade 32784 because currentAnswer is NaN\n",
      "Skipping trade 34652 because market is not closed. Market Status: Finalizing\n",
      "Skipping trade 35503 because currentAnswer is NaN\n",
      "Skipping trade 36032 because currentAnswer is NaN\n",
      "Skipping trade 36924 because market is not closed. Market Status: Finalizing\n",
      "Skipping trade 37369 because currentAnswer is NaN\n",
      "Skipping trade 38636 because currentAnswer is NaN\n",
      "Skipping trade 41548 because currentAnswer is NaN\n",
      "Skipping trade 41672 because currentAnswer is NaN\n",
      "Skipping trade 41777 because currentAnswer is NaN\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": []
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Skipping trade 43340 because currentAnswer is NaN\n",
      "Skipping trade 44575 because market is not closed. Market Status: Finalizing\n",
      "Skipping trade 48656 because market is not closed. Market Status: Finalizing\n",
      "Skipping trade 56276 because market is not closed. Market Status: Finalizing\n",
      "Skipping trade 58627 because currentAnswer is NaN\n",
      "Skipping trade 59245 because currentAnswer is NaN\n",
      "Skipping trade 59802 because currentAnswer is NaN\n",
      "Skipping trade 63287 because market is not closed. Market Status: Finalizing\n",
      "Skipping trade 66843 because currentAnswer is NaN\n",
      "Skipping trade 67665 because currentAnswer is NaN\n",
      "Skipping trade 67851 because currentAnswer is NaN\n",
      "Skipping trade 70775 because currentAnswer is NaN\n",
      "Skipping trade 74118 because currentAnswer is NaN\n",
      "Skipping trade 76536 because currentAnswer is NaN\n",
      "Skipping trade 79794 because currentAnswer is NaN\n",
      "Skipping trade 81042 because currentAnswer is NaN\n",
      "Skipping trade 87619 because currentAnswer is NaN\n",
      "Skipping trade 90995 because currentAnswer is NaN\n",
      "Skipping trade 91134 because currentAnswer is NaN\n",
      "Skipping trade 92216 because currentAnswer is NaN\n",
      "Skipping trade 93313 because market is not closed. Market Status: Finalizing\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Analysing trades: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 613/613 [00:00<00:00, 1377.67it/s]\n",
      "Analysing creators:   1%|          | 3/280 [00:06<09:21,  2.03s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Skipping trade 1852 because market is not closed. Market Status: Finalizing\n",
      "Skipping trade 1980 because currentAnswer is NaN\n",
      "Skipping trade 1981 because currentAnswer is NaN\n",
      "Skipping trade 2678 because currentAnswer is NaN\n",
      "Skipping trade 2679 because currentAnswer is NaN\n",
      "Skipping trade 2922 because currentAnswer is NaN\n",
      "Skipping trade 3358 because currentAnswer is NaN\n",
      "Skipping trade 3879 because currentAnswer is NaN\n",
      "Skipping trade 3880 because currentAnswer is NaN\n",
      "Skipping trade 3881 because currentAnswer is NaN\n",
      "Skipping trade 7042 because currentAnswer is NaN\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": []
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Skipping trade 9151 because currentAnswer is NaN\n",
      "Skipping trade 10804 because currentAnswer is NaN\n",
      "Skipping trade 10905 because currentAnswer is NaN\n",
      "Skipping trade 14197 because currentAnswer is NaN\n",
      "Skipping trade 14370 because currentAnswer is NaN\n",
      "Skipping trade 14371 because currentAnswer is NaN\n",
      "Skipping trade 14372 because currentAnswer is NaN\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": []
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Skipping trade 15826 because currentAnswer is NaN\n",
      "Skipping trade 17560 because currentAnswer is NaN\n",
      "Skipping trade 18838 because currentAnswer is NaN\n",
      "Skipping trade 21655 because currentAnswer is NaN\n",
      "Skipping trade 21656 because currentAnswer is NaN\n",
      "Skipping trade 22003 because currentAnswer is NaN\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": []
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Skipping trade 22991 because currentAnswer is NaN\n",
      "Skipping trade 22992 because currentAnswer is NaN\n",
      "Skipping trade 25763 because currentAnswer is NaN\n",
      "Skipping trade 25764 because currentAnswer is NaN\n",
      "Skipping trade 25765 because currentAnswer is NaN\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": []
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Skipping trade 29939 because currentAnswer is NaN\n",
      "Skipping trade 29940 because currentAnswer is NaN\n",
      "Skipping trade 30380 because currentAnswer is NaN\n",
      "Skipping trade 30381 because currentAnswer is NaN\n",
      "Skipping trade 32187 because currentAnswer is NaN\n",
      "Skipping trade 32220 because currentAnswer is NaN\n",
      "Skipping trade 32627 because currentAnswer is NaN\n",
      "Skipping trade 32628 because currentAnswer is NaN\n",
      "Skipping trade 32785 because currentAnswer is NaN\n",
      "Skipping trade 34653 because market is not closed. Market Status: Finalizing\n",
      "Skipping trade 34654 because market is not closed. Market Status: Finalizing\n",
      "Skipping trade 35507 because currentAnswer is NaN\n",
      "Skipping trade 35508 because currentAnswer is NaN\n",
      "Skipping trade 35509 because currentAnswer is NaN\n",
      "Skipping trade 35883 because currentAnswer is NaN\n",
      "Skipping trade 35884 because currentAnswer is NaN\n",
      "Skipping trade 35885 because currentAnswer is NaN\n",
      "Skipping trade 36034 because currentAnswer is NaN\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": []
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Skipping trade 36925 because market is not closed. Market Status: Finalizing\n",
      "Skipping trade 36926 because market is not closed. Market Status: Finalizing\n",
      "Skipping trade 37370 because currentAnswer is NaN\n",
      "Skipping trade 37371 because currentAnswer is NaN\n",
      "Skipping trade 38638 because currentAnswer is NaN\n",
      "Skipping trade 41550 because currentAnswer is NaN\n",
      "Skipping trade 41674 because currentAnswer is NaN\n",
      "Skipping trade 41675 because currentAnswer is NaN\n",
      "Skipping trade 41778 because currentAnswer is NaN\n",
      "Skipping trade 41779 because currentAnswer is NaN\n",
      "Skipping trade 43341 because currentAnswer is NaN\n",
      "Skipping trade 43342 because currentAnswer is NaN\n",
      "Skipping trade 44290 because currentAnswer is NaN\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": []
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Skipping trade 44576 because market is not closed. Market Status: Finalizing\n",
      "Skipping trade 44577 because market is not closed. Market Status: Finalizing\n",
      "Skipping trade 45631 because currentAnswer is NaN\n",
      "Skipping trade 48658 because market is not closed. Market Status: Finalizing\n",
      "Skipping trade 50031 because currentAnswer is NaN\n",
      "Skipping trade 50032 because currentAnswer is NaN\n",
      "Skipping trade 50735 because currentAnswer is NaN\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": []
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Skipping trade 51700 because currentAnswer is NaN\n",
      "Skipping trade 53537 because currentAnswer is NaN\n",
      "Skipping trade 53594 because currentAnswer is NaN\n",
      "Skipping trade 54663 because currentAnswer is NaN\n",
      "Skipping trade 55041 because currentAnswer is NaN\n",
      "Skipping trade 55042 because currentAnswer is NaN\n",
      "Skipping trade 55043 because currentAnswer is NaN\n",
      "Skipping trade 56277 because market is not closed. Market Status: Finalizing\n",
      "Skipping trade 56278 because market is not closed. Market Status: Finalizing\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": []
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Skipping trade 58628 because currentAnswer is NaN\n",
      "Skipping trade 58629 because currentAnswer is NaN\n",
      "Skipping trade 59247 because currentAnswer is NaN\n",
      "Skipping trade 59248 because currentAnswer is NaN\n",
      "Skipping trade 59810 because currentAnswer is NaN\n",
      "Skipping trade 59811 because currentAnswer is NaN\n",
      "Skipping trade 60274 because currentAnswer is NaN\n",
      "Skipping trade 60275 because currentAnswer is NaN\n",
      "Skipping trade 60276 because currentAnswer is NaN\n",
      "Skipping trade 63288 because market is not closed. Market Status: Finalizing\n",
      "Skipping trade 63289 because market is not closed. Market Status: Finalizing\n",
      "Skipping trade 64872 because currentAnswer is NaN\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": []
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Skipping trade 66844 because currentAnswer is NaN\n",
      "Skipping trade 66959 because currentAnswer is NaN\n",
      "Skipping trade 66960 because currentAnswer is NaN\n",
      "Skipping trade 66961 because currentAnswer is NaN\n",
      "Skipping trade 67666 because currentAnswer is NaN\n",
      "Skipping trade 67853 because currentAnswer is NaN\n",
      "Skipping trade 67854 because currentAnswer is NaN\n",
      "Skipping trade 68664 because currentAnswer is NaN\n",
      "Skipping trade 68665 because currentAnswer is NaN\n",
      "Skipping trade 70776 because currentAnswer is NaN\n",
      "Skipping trade 70777 because currentAnswer is NaN\n",
      "Skipping trade 71590 because currentAnswer is NaN\n",
      "Skipping trade 72047 because currentAnswer is NaN\n",
      "Skipping trade 72388 because market is not closed. Market Status: Finalizing\n",
      "Skipping trade 72389 because market is not closed. Market Status: Finalizing\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": []
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Skipping trade 73673 because currentAnswer is NaN\n",
      "Skipping trade 73714 because currentAnswer is NaN\n",
      "Skipping trade 73715 because currentAnswer is NaN\n",
      "Skipping trade 73716 because currentAnswer is NaN\n",
      "Skipping trade 73776 because currentAnswer is NaN\n",
      "Skipping trade 74120 because currentAnswer is NaN\n",
      "Skipping trade 76537 because currentAnswer is NaN\n",
      "Skipping trade 76538 because currentAnswer is NaN\n",
      "Skipping trade 76996 because market is not closed. Market Status: Finalizing\n",
      "Skipping trade 76997 because market is not closed. Market Status: Finalizing\n",
      "Skipping trade 79563 because market is not closed. Market Status: Finalizing\n",
      "Skipping trade 79564 because market is not closed. Market Status: Finalizing\n",
      "Skipping trade 79795 because currentAnswer is NaN\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": []
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Skipping trade 80217 because market is not closed. Market Status: Finalizing\n",
      "Skipping trade 80218 because market is not closed. Market Status: Finalizing\n",
      "Skipping trade 81043 because currentAnswer is NaN\n",
      "Skipping trade 81348 because currentAnswer is NaN\n",
      "Skipping trade 81349 because currentAnswer is NaN\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": []
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Skipping trade 86975 because currentAnswer is NaN\n",
      "Skipping trade 87620 because currentAnswer is NaN\n",
      "Skipping trade 90998 because currentAnswer is NaN\n",
      "Skipping trade 90999 because currentAnswer is NaN\n",
      "Skipping trade 91135 because currentAnswer is NaN\n",
      "Skipping trade 92217 because currentAnswer is NaN\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Analysing trades: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 3587/3587 [00:03<00:00, 1183.85it/s]\n",
      "Analysing creators:   1%|▏         | 4/280 [00:13<19:26,  4.22s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Skipping trade 93314 because market is not closed. Market Status: Finalizing\n",
      "Skipping trade 93315 because market is not closed. Market Status: Finalizing\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": []
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Skipping trade 1408 because currentAnswer is NaN\n",
      "Skipping trade 1853 because market is not closed. Market Status: Finalizing\n",
      "Skipping trade 1854 because market is not closed. Market Status: Finalizing\n",
      "Skipping trade 1982 because currentAnswer is NaN\n",
      "Skipping trade 2680 because currentAnswer is NaN\n",
      "Skipping trade 2681 because currentAnswer is NaN\n",
      "Skipping trade 2682 because currentAnswer is NaN\n",
      "Skipping trade 2923 because currentAnswer is NaN\n",
      "Skipping trade 7043 because currentAnswer is NaN\n",
      "Skipping trade 7757 because currentAnswer is NaN\n",
      "Skipping trade 7758 because currentAnswer is NaN\n",
      "Skipping trade 8535 because currentAnswer is NaN\n",
      "Skipping trade 8536 because currentAnswer is NaN\n",
      "Skipping trade 9152 because currentAnswer is NaN\n",
      "Skipping trade 10906 because currentAnswer is NaN\n",
      "Skipping trade 10907 because currentAnswer is NaN\n",
      "Skipping trade 14198 because currentAnswer is NaN\n",
      "Skipping trade 15044 because currentAnswer is NaN\n",
      "Skipping trade 17561 because currentAnswer is NaN\n",
      "Skipping trade 17926 because currentAnswer is NaN\n",
      "Skipping trade 18839 because currentAnswer is NaN\n",
      "Skipping trade 19061 because currentAnswer is NaN\n",
      "Skipping trade 22004 because currentAnswer is NaN\n",
      "Skipping trade 22005 because currentAnswer is NaN\n",
      "Skipping trade 22139 because currentAnswer is NaN\n",
      "Skipping trade 22993 because currentAnswer is NaN\n",
      "Skipping trade 29941 because currentAnswer is NaN\n",
      "Skipping trade 29942 because currentAnswer is NaN\n",
      "Skipping trade 31272 because currentAnswer is NaN\n",
      "Skipping trade 32221 because currentAnswer is NaN\n",
      "Skipping trade 32629 because currentAnswer is NaN\n",
      "Skipping trade 32786 because currentAnswer is NaN\n",
      "Skipping trade 34655 because market is not closed. Market Status: Finalizing\n",
      "Skipping trade 35442 because currentAnswer is NaN\n",
      "Skipping trade 35510 because currentAnswer is NaN\n",
      "Skipping trade 35511 because currentAnswer is NaN\n",
      "Skipping trade 36927 because market is not closed. Market Status: Finalizing\n",
      "Skipping trade 37372 because currentAnswer is NaN\n",
      "Skipping trade 38639 because currentAnswer is NaN\n",
      "Skipping trade 41551 because currentAnswer is NaN\n",
      "Skipping trade 41676 because currentAnswer is NaN\n",
      "Skipping trade 51701 because currentAnswer is NaN\n",
      "Skipping trade 54665 because currentAnswer is NaN\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Analysing trades: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 508/508 [00:00<00:00, 1461.64it/s]\n",
      "Analysing creators:   2%|▏         | 5/280 [00:15<15:29,  3.38s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Skipping trade 56279 because market is not closed. Market Status: Finalizing\n",
      "Skipping trade 63290 because market is not closed. Market Status: Finalizing\n",
      "Skipping trade 63291 because market is not closed. Market Status: Finalizing\n",
      "Skipping trade 67855 because currentAnswer is NaN\n",
      "Skipping trade 72390 because market is not closed. Market Status: Finalizing\n",
      "Skipping trade 73410 because currentAnswer is NaN\n",
      "Skipping trade 73674 because currentAnswer is NaN\n",
      "Skipping trade 73777 because currentAnswer is NaN\n",
      "Skipping trade 74121 because currentAnswer is NaN\n",
      "Skipping trade 76482 because currentAnswer is NaN\n",
      "Skipping trade 76539 because currentAnswer is NaN\n",
      "Skipping trade 76998 because market is not closed. Market Status: Finalizing\n",
      "Skipping trade 80219 because market is not closed. Market Status: Finalizing\n",
      "Skipping trade 81350 because currentAnswer is NaN\n",
      "Skipping trade 81351 because currentAnswer is NaN\n",
      "Skipping trade 87621 because currentAnswer is NaN\n",
      "Skipping trade 91051 because currentAnswer is NaN\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": []
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Skipping trade 1855 because market is not closed. Market Status: Finalizing\n",
      "Skipping trade 1983 because currentAnswer is NaN\n",
      "Skipping trade 1984 because currentAnswer is NaN\n",
      "Skipping trade 3359 because currentAnswer is NaN\n",
      "Skipping trade 3882 because currentAnswer is NaN\n",
      "Skipping trade 3883 because currentAnswer is NaN\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": []
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Skipping trade 14199 because currentAnswer is NaN\n",
      "Skipping trade 17562 because currentAnswer is NaN\n",
      "Skipping trade 21657 because currentAnswer is NaN\n",
      "Skipping trade 22994 because currentAnswer is NaN\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": []
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Skipping trade 30382 because currentAnswer is NaN\n",
      "Skipping trade 32223 because currentAnswer is NaN\n",
      "Skipping trade 32787 because currentAnswer is NaN\n",
      "Skipping trade 34656 because market is not closed. Market Status: Finalizing\n",
      "Skipping trade 34657 because market is not closed. Market Status: Finalizing\n",
      "Skipping trade 36928 because market is not closed. Market Status: Finalizing\n",
      "Skipping trade 36929 because market is not closed. Market Status: Finalizing\n",
      "Skipping trade 37373 because currentAnswer is NaN\n",
      "Skipping trade 38640 because currentAnswer is NaN\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": []
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Skipping trade 41677 because currentAnswer is NaN\n",
      "Skipping trade 41678 because currentAnswer is NaN\n",
      "Skipping trade 41780 because currentAnswer is NaN\n",
      "Skipping trade 43343 because currentAnswer is NaN\n",
      "Skipping trade 45632 because currentAnswer is NaN\n",
      "Skipping trade 48659 because market is not closed. Market Status: Finalizing\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": []
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Skipping trade 51702 because currentAnswer is NaN\n",
      "Skipping trade 53538 because currentAnswer is NaN\n",
      "Skipping trade 53595 because currentAnswer is NaN\n",
      "Skipping trade 56280 because market is not closed. Market Status: Finalizing\n",
      "Skipping trade 59249 because currentAnswer is NaN\n",
      "Skipping trade 59812 because currentAnswer is NaN\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": []
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Skipping trade 63292 because market is not closed. Market Status: Finalizing\n",
      "Skipping trade 63293 because market is not closed. Market Status: Finalizing\n",
      "Skipping trade 67667 because currentAnswer is NaN\n",
      "Skipping trade 67856 because currentAnswer is NaN\n",
      "Skipping trade 70778 because currentAnswer is NaN\n",
      "Skipping trade 71591 because currentAnswer is NaN\n",
      "Skipping trade 72391 because market is not closed. Market Status: Finalizing\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": []
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Skipping trade 73717 because currentAnswer is NaN\n",
      "Skipping trade 74122 because currentAnswer is NaN\n",
      "Skipping trade 76483 because currentAnswer is NaN\n",
      "Skipping trade 76540 because currentAnswer is NaN\n",
      "Skipping trade 76999 because market is not closed. Market Status: Finalizing\n",
      "Skipping trade 77000 because market is not closed. Market Status: Finalizing\n",
      "Skipping trade 79565 because market is not closed. Market Status: Finalizing\n",
      "Skipping trade 79566 because market is not closed. Market Status: Finalizing\n",
      "Skipping trade 79796 because currentAnswer is NaN\n",
      "Skipping trade 80220 because market is not closed. Market Status: Finalizing\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Analysing trades: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 2508/2508 [00:02<00:00, 1150.23it/s]\n",
      "Analysing creators:   2%|▏         | 6/280 [00:21<18:59,  4.16s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Skipping trade 87622 because currentAnswer is NaN\n",
      "Skipping trade 91136 because currentAnswer is NaN\n",
      "Skipping trade 93316 because market is not closed. Market Status: Finalizing\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": []
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Skipping trade 362 because currentAnswer is NaN\n",
      "Skipping trade 1410 because currentAnswer is NaN\n",
      "Skipping trade 1856 because market is not closed. Market Status: Finalizing\n",
      "Skipping trade 1986 because currentAnswer is NaN\n",
      "Skipping trade 2683 because currentAnswer is NaN\n",
      "Skipping trade 3884 because currentAnswer is NaN\n",
      "Skipping trade 4333 because currentAnswer is NaN\n",
      "Skipping trade 4892 because currentAnswer is NaN\n",
      "Skipping trade 5666 because currentAnswer is NaN\n",
      "Skipping trade 6499 because currentAnswer is NaN\n",
      "Skipping trade 7045 because currentAnswer is NaN\n",
      "Skipping trade 7761 because currentAnswer is NaN\n",
      "Skipping trade 8540 because currentAnswer is NaN\n",
      "Skipping trade 8816 because currentAnswer is NaN\n",
      "Skipping trade 10910 because currentAnswer is NaN\n",
      "Skipping trade 10911 because currentAnswer is NaN\n",
      "Skipping trade 13185 because currentAnswer is NaN\n",
      "Skipping trade 14200 because currentAnswer is NaN\n",
      "Skipping trade 14375 because currentAnswer is NaN\n",
      "Skipping trade 15049 because currentAnswer is NaN\n",
      "Skipping trade 15213 because currentAnswer is NaN\n",
      "Skipping trade 15828 because currentAnswer is NaN\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": []
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Skipping trade 17564 because currentAnswer is NaN\n",
      "Skipping trade 17927 because currentAnswer is NaN\n",
      "Skipping trade 18841 because currentAnswer is NaN\n",
      "Skipping trade 18842 because currentAnswer is NaN\n",
      "Skipping trade 19064 because currentAnswer is NaN\n",
      "Skipping trade 22140 because currentAnswer is NaN\n",
      "Skipping trade 22997 because currentAnswer is NaN\n",
      "Skipping trade 23588 because currentAnswer is NaN\n",
      "Skipping trade 25766 because currentAnswer is NaN\n",
      "Skipping trade 26384 because currentAnswer is NaN\n",
      "Skipping trade 29944 because currentAnswer is NaN\n",
      "Skipping trade 30387 because currentAnswer is NaN\n",
      "Skipping trade 32188 because currentAnswer is NaN\n",
      "Skipping trade 32225 because currentAnswer is NaN\n",
      "Skipping trade 32226 because currentAnswer is NaN\n",
      "Skipping trade 32630 because currentAnswer is NaN\n",
      "Skipping trade 32788 because currentAnswer is NaN\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": []
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Skipping trade 33516 because currentAnswer is NaN\n",
      "Skipping trade 33850 because currentAnswer is NaN\n",
      "Skipping trade 34662 because market is not closed. Market Status: Finalizing\n",
      "Skipping trade 34751 because currentAnswer is NaN\n",
      "Skipping trade 34951 because currentAnswer is NaN\n",
      "Skipping trade 35443 because currentAnswer is NaN\n",
      "Skipping trade 35512 because currentAnswer is NaN\n",
      "Skipping trade 36036 because currentAnswer is NaN\n",
      "Skipping trade 36244 because currentAnswer is NaN\n",
      "Skipping trade 36936 because market is not closed. Market Status: Finalizing\n",
      "Skipping trade 37376 because currentAnswer is NaN\n",
      "Skipping trade 38643 because currentAnswer is NaN\n",
      "Skipping trade 39111 because currentAnswer is NaN\n",
      "Skipping trade 41682 because currentAnswer is NaN\n",
      "Skipping trade 41781 because currentAnswer is NaN\n",
      "Skipping trade 43345 because currentAnswer is NaN\n",
      "Skipping trade 43346 because currentAnswer is NaN\n",
      "Skipping trade 45638 because currentAnswer is NaN\n",
      "Skipping trade 45862 because currentAnswer is NaN\n",
      "Skipping trade 47756 because currentAnswer is NaN\n",
      "Skipping trade 48664 because market is not closed. Market Status: Finalizing\n",
      "Skipping trade 48987 because currentAnswer is NaN\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": []
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Skipping trade 51703 because currentAnswer is NaN\n",
      "Skipping trade 52961 because currentAnswer is NaN\n",
      "Skipping trade 53542 because currentAnswer is NaN\n",
      "Skipping trade 53599 because currentAnswer is NaN\n",
      "Skipping trade 53727 because currentAnswer is NaN\n",
      "Skipping trade 56281 because market is not closed. Market Status: Finalizing\n",
      "Skipping trade 57175 because currentAnswer is NaN\n",
      "Skipping trade 58403 because currentAnswer is NaN\n",
      "Skipping trade 59251 because currentAnswer is NaN\n",
      "Skipping trade 59814 because currentAnswer is NaN\n",
      "Skipping trade 60278 because currentAnswer is NaN\n",
      "Skipping trade 63296 because market is not closed. Market Status: Finalizing\n",
      "Skipping trade 64879 because currentAnswer is NaN\n",
      "Skipping trade 67159 because currentAnswer is NaN\n",
      "Skipping trade 67668 because currentAnswer is NaN\n",
      "Skipping trade 67860 because currentAnswer is NaN\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": []
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Skipping trade 70095 because currentAnswer is NaN\n",
      "Skipping trade 71555 because currentAnswer is NaN\n",
      "Skipping trade 71592 because currentAnswer is NaN\n",
      "Skipping trade 72049 because currentAnswer is NaN\n",
      "Skipping trade 73718 because currentAnswer is NaN\n",
      "Skipping trade 73781 because currentAnswer is NaN\n",
      "Skipping trade 73782 because currentAnswer is NaN\n",
      "Skipping trade 74126 because currentAnswer is NaN\n",
      "Skipping trade 76543 because currentAnswer is NaN\n",
      "Skipping trade 77003 because market is not closed. Market Status: Finalizing\n",
      "Skipping trade 78766 because currentAnswer is NaN\n",
      "Skipping trade 79569 because market is not closed. Market Status: Finalizing\n",
      "Skipping trade 80028 because currentAnswer is NaN\n",
      "Skipping trade 80222 because market is not closed. Market Status: Finalizing\n",
      "Skipping trade 81353 because currentAnswer is NaN\n",
      "Skipping trade 82385 because currentAnswer is NaN\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Analysing trades: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 1673/1673 [00:01<00:00, 1338.46it/s]\n",
      "Analysing creators:   2%|β–Ž         | 7/280 [00:25<18:47,  4.13s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Skipping trade 88955 because currentAnswer is NaN\n",
      "Skipping trade 91000 because currentAnswer is NaN\n",
      "Skipping trade 91053 because currentAnswer is NaN\n",
      "Skipping trade 91068 because currentAnswer is NaN\n",
      "Skipping trade 91139 because currentAnswer is NaN\n",
      "Skipping trade 93318 because market is not closed. Market Status: Finalizing\n",
      "Skipping trade 94810 because currentAnswer is NaN\n",
      "Skipping trade 94904 because currentAnswer is NaN\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": []
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Skipping trade 1421 because currentAnswer is NaN\n",
      "Skipping trade 2692 because currentAnswer is NaN\n",
      "Skipping trade 2693 because currentAnswer is NaN\n",
      "Skipping trade 2694 because currentAnswer is NaN\n",
      "Skipping trade 2695 because currentAnswer is NaN\n",
      "Skipping trade 2696 because currentAnswer is NaN\n",
      "Skipping trade 3889 because currentAnswer is NaN\n",
      "Skipping trade 3890 because currentAnswer is NaN\n",
      "Skipping trade 3891 because currentAnswer is NaN\n",
      "Skipping trade 3892 because currentAnswer is NaN\n",
      "Skipping trade 3893 because currentAnswer is NaN\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": []
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Skipping trade 14396 because currentAnswer is NaN\n",
      "Skipping trade 14397 because currentAnswer is NaN\n",
      "Skipping trade 14398 because currentAnswer is NaN\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": []
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Skipping trade 21659 because currentAnswer is NaN\n",
      "Skipping trade 21660 because currentAnswer is NaN\n",
      "Skipping trade 25769 because currentAnswer is NaN\n",
      "Skipping trade 25770 because currentAnswer is NaN\n",
      "Skipping trade 25771 because currentAnswer is NaN\n",
      "Skipping trade 25772 because currentAnswer is NaN\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": []
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Skipping trade 29951 because currentAnswer is NaN\n",
      "Skipping trade 29952 because currentAnswer is NaN\n",
      "Skipping trade 29953 because currentAnswer is NaN\n",
      "Skipping trade 29954 because currentAnswer is NaN\n",
      "Skipping trade 29955 because currentAnswer is NaN\n",
      "Skipping trade 32632 because currentAnswer is NaN\n",
      "Skipping trade 32633 because currentAnswer is NaN\n",
      "Skipping trade 32634 because currentAnswer is NaN\n",
      "Skipping trade 35521 because currentAnswer is NaN\n",
      "Skipping trade 35522 because currentAnswer is NaN\n",
      "Skipping trade 35523 because currentAnswer is NaN\n",
      "Skipping trade 35524 because currentAnswer is NaN\n",
      "Skipping trade 35525 because currentAnswer is NaN\n",
      "Skipping trade 35892 because currentAnswer is NaN\n",
      "Skipping trade 35893 because currentAnswer is NaN\n",
      "Skipping trade 35894 because currentAnswer is NaN\n",
      "Skipping trade 35895 because currentAnswer is NaN\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": []
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Skipping trade 50036 because currentAnswer is NaN\n",
      "Skipping trade 50037 because currentAnswer is NaN\n",
      "Skipping trade 50038 because currentAnswer is NaN\n",
      "Skipping trade 50039 because currentAnswer is NaN\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": []
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Skipping trade 55047 because currentAnswer is NaN\n",
      "Skipping trade 55048 because currentAnswer is NaN\n",
      "Skipping trade 55049 because currentAnswer is NaN\n",
      "Skipping trade 59821 because currentAnswer is NaN\n",
      "Skipping trade 59822 because currentAnswer is NaN\n",
      "Skipping trade 59823 because currentAnswer is NaN\n",
      "Skipping trade 59824 because currentAnswer is NaN\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": []
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Skipping trade 60293 because currentAnswer is NaN\n",
      "Skipping trade 60294 because currentAnswer is NaN\n",
      "Skipping trade 60295 because currentAnswer is NaN\n",
      "Skipping trade 60296 because currentAnswer is NaN\n",
      "Skipping trade 60297 because currentAnswer is NaN\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": []
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Skipping trade 66963 because currentAnswer is NaN\n",
      "Skipping trade 66964 because currentAnswer is NaN\n",
      "Skipping trade 66965 because currentAnswer is NaN\n",
      "Skipping trade 66966 because currentAnswer is NaN\n",
      "Skipping trade 67676 because currentAnswer is NaN\n",
      "Skipping trade 68668 because currentAnswer is NaN\n",
      "Skipping trade 68669 because currentAnswer is NaN\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": []
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Skipping trade 73726 because currentAnswer is NaN\n",
      "Skipping trade 73727 because currentAnswer is NaN\n",
      "Skipping trade 73728 because currentAnswer is NaN\n",
      "Skipping trade 73729 because currentAnswer is NaN\n",
      "Skipping trade 76490 because currentAnswer is NaN\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": []
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Skipping trade 81044 because currentAnswer is NaN\n",
      "Skipping trade 81045 because currentAnswer is NaN\n",
      "Skipping trade 81046 because currentAnswer is NaN\n",
      "Skipping trade 81047 because currentAnswer is NaN\n",
      "Skipping trade 81362 because currentAnswer is NaN\n",
      "Skipping trade 81363 because currentAnswer is NaN\n",
      "Skipping trade 81364 because currentAnswer is NaN\n",
      "Skipping trade 81365 because currentAnswer is NaN\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Analysing trades: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 4464/4464 [00:03<00:00, 1167.90it/s]\n",
      "Analysing creators:   3%|β–Ž         | 8/280 [00:33<24:51,  5.48s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Skipping trade 91007 because currentAnswer is NaN\n",
      "Skipping trade 91008 because currentAnswer is NaN\n",
      "Skipping trade 91009 because currentAnswer is NaN\n",
      "Skipping trade 91010 because currentAnswer is NaN\n",
      "Skipping trade 91011 because currentAnswer is NaN\n",
      "Skipping trade 91058 because currentAnswer is NaN\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": []
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Skipping trade 382 because currentAnswer is NaN\n",
      "Skipping trade 1860 because market is not closed. Market Status: Finalizing\n",
      "Skipping trade 1998 because currentAnswer is NaN\n",
      "Skipping trade 3894 because currentAnswer is NaN\n",
      "Skipping trade 4903 because currentAnswer is NaN\n",
      "Skipping trade 6503 because currentAnswer is NaN\n",
      "Skipping trade 7769 because currentAnswer is NaN\n",
      "Skipping trade 8548 because currentAnswer is NaN\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": []
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Skipping trade 10927 because currentAnswer is NaN\n",
      "Skipping trade 15064 because currentAnswer is NaN\n",
      "Skipping trade 15219 because currentAnswer is NaN\n",
      "Skipping trade 17583 because currentAnswer is NaN\n",
      "Skipping trade 17931 because currentAnswer is NaN\n",
      "Skipping trade 19074 because currentAnswer is NaN\n",
      "Skipping trade 23597 because currentAnswer is NaN\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": []
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Skipping trade 29774 because currentAnswer is NaN\n",
      "Skipping trade 30416 because currentAnswer is NaN\n",
      "Skipping trade 32792 because currentAnswer is NaN\n",
      "Skipping trade 33534 because currentAnswer is NaN\n",
      "Skipping trade 33833 because currentAnswer is NaN\n",
      "Skipping trade 33864 because currentAnswer is NaN\n",
      "Skipping trade 34680 because market is not closed. Market Status: Finalizing\n",
      "Skipping trade 34757 because currentAnswer is NaN\n",
      "Skipping trade 35448 because currentAnswer is NaN\n",
      "Skipping trade 36042 because currentAnswer is NaN\n",
      "Skipping trade 36251 because currentAnswer is NaN\n",
      "Skipping trade 36956 because market is not closed. Market Status: Finalizing\n",
      "Skipping trade 37388 because currentAnswer is NaN\n",
      "Skipping trade 38662 because currentAnswer is NaN\n",
      "Skipping trade 41557 because currentAnswer is NaN\n",
      "Skipping trade 41705 because currentAnswer is NaN\n",
      "Skipping trade 44299 because currentAnswer is NaN\n",
      "Skipping trade 45660 because currentAnswer is NaN\n",
      "Skipping trade 45875 because currentAnswer is NaN\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": []
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Skipping trade 47764 because currentAnswer is NaN\n",
      "Skipping trade 48688 because market is not closed. Market Status: Finalizing\n",
      "Skipping trade 49000 because currentAnswer is NaN\n",
      "Skipping trade 50741 because currentAnswer is NaN\n",
      "Skipping trade 51713 because currentAnswer is NaN\n",
      "Skipping trade 53557 because currentAnswer is NaN\n",
      "Skipping trade 53613 because currentAnswer is NaN\n",
      "Skipping trade 56288 because market is not closed. Market Status: Finalizing\n",
      "Skipping trade 57185 because currentAnswer is NaN\n",
      "Skipping trade 58658 because currentAnswer is NaN\n",
      "Skipping trade 63319 because market is not closed. Market Status: Finalizing\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": []
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Skipping trade 66847 because currentAnswer is NaN\n",
      "Skipping trade 66976 because currentAnswer is NaN\n",
      "Skipping trade 67162 because currentAnswer is NaN\n",
      "Skipping trade 67677 because currentAnswer is NaN\n",
      "Skipping trade 67881 because currentAnswer is NaN\n",
      "Skipping trade 70117 because currentAnswer is NaN\n",
      "Skipping trade 72397 because market is not closed. Market Status: Finalizing\n",
      "Skipping trade 74141 because currentAnswer is NaN\n",
      "Skipping trade 78776 because currentAnswer is NaN\n",
      "Skipping trade 79585 because market is not closed. Market Status: Finalizing\n",
      "Skipping trade 80234 because market is not closed. Market Status: Finalizing\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Analysing trades: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 1668/1668 [00:01<00:00, 1185.32it/s]\n",
      "Analysing creators:   3%|β–Ž         | 9/280 [00:38<23:39,  5.24s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Skipping trade 87628 because currentAnswer is NaN\n",
      "Skipping trade 88973 because currentAnswer is NaN\n",
      "Skipping trade 89993 because currentAnswer is NaN\n",
      "Skipping trade 91059 because currentAnswer is NaN\n",
      "Skipping trade 91149 because currentAnswer is NaN\n",
      "Skipping trade 92222 because currentAnswer is NaN\n",
      "Skipping trade 93328 because market is not closed. Market Status: Finalizing\n",
      "Skipping trade 94893 because currentAnswer is NaN\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": []
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Skipping trade 14409 because currentAnswer is NaN\n",
      "Skipping trade 14410 because currentAnswer is NaN\n",
      "Skipping trade 15856 because currentAnswer is NaN\n",
      "Skipping trade 18865 because currentAnswer is NaN\n",
      "Skipping trade 22145 because currentAnswer is NaN\n",
      "Skipping trade 32271 because currentAnswer is NaN\n",
      "Skipping trade 34957 because currentAnswer is NaN\n",
      "Skipping trade 35531 because currentAnswer is NaN\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": []
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Skipping trade 59831 because currentAnswer is NaN\n",
      "Skipping trade 60305 because currentAnswer is NaN\n",
      "Skipping trade 64924 because currentAnswer is NaN\n",
      "Skipping trade 67678 because currentAnswer is NaN\n",
      "Skipping trade 67679 because currentAnswer is NaN\n",
      "Skipping trade 73694 because currentAnswer is NaN\n",
      "Skipping trade 73813 because currentAnswer is NaN\n",
      "Skipping trade 75832 because currentAnswer is NaN\n",
      "Skipping trade 81371 because currentAnswer is NaN\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Analysing trades: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 723/723 [00:00<00:00, 1281.76it/s]\n",
      "Analysing creators:   4%|β–Ž         | 10/280 [00:40<19:46,  4.39s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Skipping trade 15868 because currentAnswer is NaN\n",
      "Skipping trade 18878 because currentAnswer is NaN\n",
      "Skipping trade 32287 because currentAnswer is NaN\n",
      "Skipping trade 34963 because currentAnswer is NaN\n",
      "Skipping trade 36050 because currentAnswer is NaN\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": []
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Skipping trade 43393 because currentAnswer is NaN\n",
      "Skipping trade 59311 because currentAnswer is NaN\n",
      "Skipping trade 64941 because currentAnswer is NaN\n",
      "Skipping trade 70136 because currentAnswer is NaN\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Analysing trades: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 965/965 [00:00<00:00, 1308.38it/s]\n",
      "Analysing creators:   4%|▍         | 11/280 [00:43<17:27,  3.89s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Skipping trade 73701 because currentAnswer is NaN\n",
      "Skipping trade 73828 because currentAnswer is NaN\n",
      "Skipping trade 76592 because currentAnswer is NaN\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": []
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Skipping trade 1448 because currentAnswer is NaN\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": []
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Skipping trade 29965 because currentAnswer is NaN\n",
      "Skipping trade 30438 because currentAnswer is NaN\n",
      "Skipping trade 35544 because currentAnswer is NaN\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": []
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Skipping trade 59841 because currentAnswer is NaN\n",
      "Skipping trade 76593 because currentAnswer is NaN\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Analysing trades: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 931/931 [00:00<00:00, 1180.59it/s]\n",
      "Analysing creators:   4%|▍         | 12/280 [00:46<15:56,  3.57s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Skipping trade 399 because currentAnswer is NaN\n",
      "Skipping trade 4913 because currentAnswer is NaN\n",
      "Skipping trade 5679 because currentAnswer is NaN\n",
      "Skipping trade 7777 because currentAnswer is NaN\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": []
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Skipping trade 13194 because currentAnswer is NaN\n",
      "Skipping trade 15072 because currentAnswer is NaN\n",
      "Skipping trade 17597 because currentAnswer is NaN\n",
      "Skipping trade 18879 because currentAnswer is NaN\n",
      "Skipping trade 19081 because currentAnswer is NaN\n",
      "Skipping trade 25915 because currentAnswer is NaN\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": []
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Skipping trade 32288 because currentAnswer is NaN\n",
      "Skipping trade 33549 because currentAnswer is NaN\n",
      "Skipping trade 33880 because currentAnswer is NaN\n",
      "Skipping trade 36258 because currentAnswer is NaN\n",
      "Skipping trade 38680 because currentAnswer is NaN\n",
      "Skipping trade 39120 because currentAnswer is NaN\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": []
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Skipping trade 45676 because currentAnswer is NaN\n",
      "Skipping trade 45889 because currentAnswer is NaN\n",
      "Skipping trade 47771 because currentAnswer is NaN\n",
      "Skipping trade 52966 because currentAnswer is NaN\n",
      "Skipping trade 53569 because currentAnswer is NaN\n",
      "Skipping trade 53630 because currentAnswer is NaN\n",
      "Skipping trade 57192 because currentAnswer is NaN\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": []
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Skipping trade 59843 because currentAnswer is NaN\n",
      "Skipping trade 64942 because currentAnswer is NaN\n",
      "Skipping trade 68670 because currentAnswer is NaN\n",
      "Skipping trade 72943 because currentAnswer is NaN\n",
      "Skipping trade 72944 because currentAnswer is NaN\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": []
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Skipping trade 73702 because currentAnswer is NaN\n",
      "Skipping trade 73741 because currentAnswer is NaN\n",
      "Skipping trade 73829 because currentAnswer is NaN\n",
      "Skipping trade 78786 because currentAnswer is NaN\n",
      "Skipping trade 81383 because currentAnswer is NaN\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Analysing trades: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 1837/1837 [00:01<00:00, 1191.35it/s]\n",
      "Analysing creators:   5%|▍         | 13/280 [00:51<18:03,  4.06s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Skipping trade 87054 because currentAnswer is NaN\n",
      "Skipping trade 87055 because currentAnswer is NaN\n",
      "Skipping trade 91076 because currentAnswer is NaN\n",
      "Skipping trade 91161 because currentAnswer is NaN\n",
      "Skipping trade 94824 because currentAnswer is NaN\n",
      "Skipping trade 94918 because currentAnswer is NaN\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": []
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Skipping trade 400 because currentAnswer is NaN\n",
      "Skipping trade 2007 because currentAnswer is NaN\n",
      "Skipping trade 3369 because currentAnswer is NaN\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": []
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Skipping trade 7778 because currentAnswer is NaN\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": []
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Skipping trade 14214 because currentAnswer is NaN\n",
      "Skipping trade 14432 because currentAnswer is NaN\n",
      "Skipping trade 15073 because currentAnswer is NaN\n",
      "Skipping trade 15222 because currentAnswer is NaN\n",
      "Skipping trade 17598 because currentAnswer is NaN\n",
      "Skipping trade 17937 because currentAnswer is NaN\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": []
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Skipping trade 19082 because currentAnswer is NaN\n",
      "Skipping trade 21663 because currentAnswer is NaN\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": []
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Skipping trade 23038 because currentAnswer is NaN\n",
      "Skipping trade 23603 because currentAnswer is NaN\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": []
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Skipping trade 29814 because currentAnswer is NaN\n",
      "Skipping trade 30441 because currentAnswer is NaN\n",
      "Skipping trade 32292 because currentAnswer is NaN\n",
      "Skipping trade 32799 because currentAnswer is NaN\n",
      "Skipping trade 33550 because currentAnswer is NaN\n",
      "Skipping trade 33881 because currentAnswer is NaN\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": []
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Skipping trade 34694 because market is not closed. Market Status: Finalizing\n",
      "Skipping trade 34760 because currentAnswer is NaN\n",
      "Skipping trade 35452 because currentAnswer is NaN\n",
      "Skipping trade 36259 because currentAnswer is NaN\n",
      "Skipping trade 36975 because market is not closed. Market Status: Finalizing\n",
      "Skipping trade 37402 because currentAnswer is NaN\n",
      "Skipping trade 38681 because currentAnswer is NaN\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": []
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Skipping trade 41722 because currentAnswer is NaN\n",
      "Skipping trade 43396 because currentAnswer is NaN\n",
      "Skipping trade 43397 because currentAnswer is NaN\n",
      "Skipping trade 44306 because currentAnswer is NaN\n",
      "Skipping trade 45678 because currentAnswer is NaN\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": []
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Skipping trade 48704 because market is not closed. Market Status: Finalizing\n",
      "Skipping trade 49004 because currentAnswer is NaN\n",
      "Skipping trade 51722 because currentAnswer is NaN\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": []
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Skipping trade 53571 because currentAnswer is NaN\n",
      "Skipping trade 53631 because currentAnswer is NaN\n",
      "Skipping trade 57193 because currentAnswer is NaN\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": []
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Skipping trade 58664 because currentAnswer is NaN\n",
      "Skipping trade 59313 because currentAnswer is NaN\n",
      "Skipping trade 59314 because currentAnswer is NaN\n",
      "Skipping trade 60318 because currentAnswer is NaN\n",
      "Skipping trade 60319 because currentAnswer is NaN\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": []
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Skipping trade 63340 because market is not closed. Market Status: Finalizing\n",
      "Skipping trade 64946 because currentAnswer is NaN\n",
      "Skipping trade 64947 because currentAnswer is NaN\n",
      "Skipping trade 66978 because currentAnswer is NaN\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": []
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Skipping trade 67685 because currentAnswer is NaN\n",
      "Skipping trade 67906 because currentAnswer is NaN\n",
      "Skipping trade 68671 because currentAnswer is NaN\n",
      "Skipping trade 70137 because currentAnswer is NaN\n",
      "Skipping trade 71607 because currentAnswer is NaN\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": []
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Skipping trade 72404 because market is not closed. Market Status: Finalizing\n",
      "Skipping trade 72945 because currentAnswer is NaN\n",
      "Skipping trade 72946 because currentAnswer is NaN\n",
      "Skipping trade 72947 because currentAnswer is NaN\n",
      "Skipping trade 73833 because currentAnswer is NaN\n",
      "Skipping trade 73834 because currentAnswer is NaN\n",
      "Skipping trade 74157 because currentAnswer is NaN\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": []
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Skipping trade 76494 because currentAnswer is NaN\n",
      "Skipping trade 76596 because currentAnswer is NaN\n",
      "Skipping trade 77031 because market is not closed. Market Status: Finalizing\n",
      "Skipping trade 79596 because market is not closed. Market Status: Finalizing\n",
      "Skipping trade 80039 because currentAnswer is NaN\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": []
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Skipping trade 80243 because market is not closed. Market Status: Finalizing\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": []
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Skipping trade 87056 because currentAnswer is NaN\n",
      "Skipping trade 87057 because currentAnswer is NaN\n",
      "Skipping trade 87058 because currentAnswer is NaN\n",
      "Skipping trade 87059 because currentAnswer is NaN\n",
      "Skipping trade 87060 because currentAnswer is NaN\n",
      "Skipping trade 87632 because currentAnswer is NaN\n",
      "Skipping trade 88703 because currentAnswer is NaN\n",
      "Skipping trade 88990 because currentAnswer is NaN\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": []
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Skipping trade 91061 because currentAnswer is NaN\n",
      "Skipping trade 91163 because currentAnswer is NaN\n",
      "Skipping trade 92224 because currentAnswer is NaN\n",
      "Skipping trade 93336 because market is not closed. Market Status: Finalizing\n",
      "Skipping trade 94900 because currentAnswer is NaN\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Analysing trades: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 4942/4942 [00:04<00:00, 1081.02it/s]\n",
      "Analysing trades: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 45/45 [00:00<00:00, 811.55it/s]t]\n",
      "Analysing creators:   5%|β–Œ         | 15/280 [01:03<20:01,  4.53s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Skipping trade 1432 because currentAnswer is NaN\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": []
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Skipping trade 352 because currentAnswer is NaN\n",
      "Skipping trade 1848 because market is not closed. Market Status: Finalizing\n",
      "Skipping trade 1972 because currentAnswer is NaN\n",
      "Skipping trade 7032 because currentAnswer is NaN\n",
      "Skipping trade 10896 because currentAnswer is NaN\n",
      "Skipping trade 14356 because currentAnswer is NaN\n",
      "Skipping trade 15817 because currentAnswer is NaN\n",
      "Skipping trade 17550 because currentAnswer is NaN\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": []
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Skipping trade 18830 because currentAnswer is NaN\n",
      "Skipping trade 21653 because currentAnswer is NaN\n",
      "Skipping trade 21995 because currentAnswer is NaN\n",
      "Skipping trade 22137 because currentAnswer is NaN\n",
      "Skipping trade 22979 because currentAnswer is NaN\n",
      "Skipping trade 30362 because currentAnswer is NaN\n",
      "Skipping trade 32207 because currentAnswer is NaN\n",
      "Skipping trade 33840 because currentAnswer is NaN\n",
      "Skipping trade 34640 because market is not closed. Market Status: Finalizing\n",
      "Skipping trade 34947 because currentAnswer is NaN\n",
      "Skipping trade 35880 because currentAnswer is NaN\n",
      "Skipping trade 36911 because market is not closed. Market Status: Finalizing\n",
      "Skipping trade 37362 because currentAnswer is NaN\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": []
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Skipping trade 41663 because currentAnswer is NaN\n",
      "Skipping trade 43325 because currentAnswer is NaN\n",
      "Skipping trade 45621 because currentAnswer is NaN\n",
      "Skipping trade 51693 because currentAnswer is NaN\n",
      "Skipping trade 53528 because currentAnswer is NaN\n",
      "Skipping trade 56270 because market is not closed. Market Status: Finalizing\n",
      "Skipping trade 58623 because currentAnswer is NaN\n",
      "Skipping trade 59228 because currentAnswer is NaN\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": []
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Skipping trade 63274 because market is not closed. Market Status: Finalizing\n",
      "Skipping trade 66840 because currentAnswer is NaN\n",
      "Skipping trade 67837 because currentAnswer is NaN\n",
      "Skipping trade 70082 because currentAnswer is NaN\n",
      "Skipping trade 70083 because currentAnswer is NaN\n",
      "Skipping trade 70771 because currentAnswer is NaN\n",
      "Skipping trade 71586 because currentAnswer is NaN\n",
      "Skipping trade 72381 because market is not closed. Market Status: Finalizing\n",
      "Skipping trade 73710 because currentAnswer is NaN\n",
      "Skipping trade 75826 because currentAnswer is NaN\n",
      "Skipping trade 76521 because currentAnswer is NaN\n",
      "Skipping trade 76987 because market is not closed. Market Status: Finalizing\n",
      "Skipping trade 79557 because market is not closed. Market Status: Finalizing\n",
      "Skipping trade 79789 because currentAnswer is NaN\n",
      "Skipping trade 80210 because market is not closed. Market Status: Finalizing\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Analysing trades: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 1416/1416 [00:01<00:00, 1263.31it/s]\n",
      "Analysing creators:   6%|β–Œ         | 16/280 [01:07<19:32,  4.44s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Skipping trade 88943 because currentAnswer is NaN\n",
      "Skipping trade 93306 because market is not closed. Market Status: Finalizing\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": []
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Skipping trade 353 because currentAnswer is NaN\n",
      "Skipping trade 3350 because currentAnswer is NaN\n",
      "Skipping trade 4331 because currentAnswer is NaN\n",
      "Skipping trade 4889 because currentAnswer is NaN\n",
      "Skipping trade 5269 because currentAnswer is NaN\n",
      "Skipping trade 5662 because currentAnswer is NaN\n",
      "Skipping trade 6496 because currentAnswer is NaN\n",
      "Skipping trade 7751 because currentAnswer is NaN\n",
      "Skipping trade 7988 because currentAnswer is NaN\n",
      "Skipping trade 8528 because currentAnswer is NaN\n",
      "Skipping trade 8814 because currentAnswer is NaN\n",
      "Skipping trade 9146 because currentAnswer is NaN\n",
      "Skipping trade 10897 because currentAnswer is NaN\n",
      "Skipping trade 10898 because currentAnswer is NaN\n",
      "Skipping trade 13183 because currentAnswer is NaN\n",
      "Skipping trade 14193 because currentAnswer is NaN\n",
      "Skipping trade 14360 because currentAnswer is NaN\n",
      "Skipping trade 15037 because currentAnswer is NaN\n",
      "Skipping trade 15208 because currentAnswer is NaN\n",
      "Skipping trade 15621 because currentAnswer is NaN\n",
      "Skipping trade 16891 because currentAnswer is NaN\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": []
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Skipping trade 17551 because currentAnswer is NaN\n",
      "Skipping trade 17924 because currentAnswer is NaN\n",
      "Skipping trade 19057 because currentAnswer is NaN\n",
      "Skipping trade 23585 because currentAnswer is NaN\n",
      "Skipping trade 25761 because currentAnswer is NaN\n",
      "Skipping trade 25910 because currentAnswer is NaN\n",
      "Skipping trade 26383 because currentAnswer is NaN\n",
      "Skipping trade 29771 because currentAnswer is NaN\n",
      "Skipping trade 29811 because currentAnswer is NaN\n",
      "Skipping trade 29815 because currentAnswer is NaN\n",
      "Skipping trade 32623 because currentAnswer is NaN\n",
      "Skipping trade 32780 because currentAnswer is NaN\n",
      "Skipping trade 33101 because currentAnswer is NaN\n",
      "Skipping trade 33509 because currentAnswer is NaN\n",
      "Skipping trade 33828 because currentAnswer is NaN\n",
      "Skipping trade 33841 because currentAnswer is NaN\n",
      "Skipping trade 34641 because market is not closed. Market Status: Finalizing\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": []
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Skipping trade 35438 because currentAnswer is NaN\n",
      "Skipping trade 36028 because currentAnswer is NaN\n",
      "Skipping trade 36240 because currentAnswer is NaN\n",
      "Skipping trade 36913 because market is not closed. Market Status: Finalizing\n",
      "Skipping trade 37363 because currentAnswer is NaN\n",
      "Skipping trade 38630 because currentAnswer is NaN\n",
      "Skipping trade 39109 because currentAnswer is NaN\n",
      "Skipping trade 39590 because currentAnswer is NaN\n",
      "Skipping trade 41664 because currentAnswer is NaN\n",
      "Skipping trade 42832 because currentAnswer is NaN\n",
      "Skipping trade 44286 because currentAnswer is NaN\n",
      "Skipping trade 44573 because market is not closed. Market Status: Finalizing\n",
      "Skipping trade 45623 because currentAnswer is NaN\n",
      "Skipping trade 45858 because currentAnswer is NaN\n",
      "Skipping trade 47752 because currentAnswer is NaN\n",
      "Skipping trade 48647 because market is not closed. Market Status: Finalizing\n",
      "Skipping trade 48983 because currentAnswer is NaN\n",
      "Skipping trade 50732 because currentAnswer is NaN\n",
      "Skipping trade 51186 because currentAnswer is NaN\n",
      "Skipping trade 51189 because currentAnswer is NaN\n",
      "Skipping trade 51695 because currentAnswer is NaN\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": []
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Skipping trade 52958 because currentAnswer is NaN\n",
      "Skipping trade 53530 because currentAnswer is NaN\n",
      "Skipping trade 53586 because currentAnswer is NaN\n",
      "Skipping trade 53725 because currentAnswer is NaN\n",
      "Skipping trade 57170 because currentAnswer is NaN\n",
      "Skipping trade 58401 because currentAnswer is NaN\n",
      "Skipping trade 58571 because currentAnswer is NaN\n",
      "Skipping trade 58644 because currentAnswer is NaN\n",
      "Skipping trade 58884 because currentAnswer is NaN\n",
      "Skipping trade 60267 because currentAnswer is NaN\n",
      "Skipping trade 63276 because market is not closed. Market Status: Finalizing\n",
      "Skipping trade 66842 because currentAnswer is NaN\n",
      "Skipping trade 66970 because currentAnswer is NaN\n",
      "Skipping trade 67156 because currentAnswer is NaN\n",
      "Skipping trade 67662 because currentAnswer is NaN\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": []
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Skipping trade 70085 because currentAnswer is NaN\n",
      "Skipping trade 70086 because currentAnswer is NaN\n",
      "Skipping trade 71587 because currentAnswer is NaN\n",
      "Skipping trade 72355 because currentAnswer is NaN\n",
      "Skipping trade 73409 because currentAnswer is NaN\n",
      "Skipping trade 74110 because currentAnswer is NaN\n",
      "Skipping trade 76481 because currentAnswer is NaN\n",
      "Skipping trade 76988 because market is not closed. Market Status: Finalizing\n",
      "Skipping trade 78763 because currentAnswer is NaN\n",
      "Skipping trade 79558 because market is not closed. Market Status: Finalizing\n",
      "Skipping trade 80021 because currentAnswer is NaN\n",
      "Skipping trade 82383 because currentAnswer is NaN\n",
      "Skipping trade 87615 because currentAnswer is NaN\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Analysing trades: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 1574/1574 [00:01<00:00, 1309.93it/s]\n",
      "Analysing creators:   6%|β–Œ         | 17/280 [01:11<19:09,  4.37s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Skipping trade 88944 because currentAnswer is NaN\n",
      "Skipping trade 89988 because currentAnswer is NaN\n",
      "Skipping trade 91050 because currentAnswer is NaN\n",
      "Skipping trade 91065 because currentAnswer is NaN\n",
      "Skipping trade 91131 because currentAnswer is NaN\n",
      "Skipping trade 92211 because currentAnswer is NaN\n",
      "Skipping trade 93307 because market is not closed. Market Status: Finalizing\n",
      "Skipping trade 94809 because currentAnswer is NaN\n",
      "Skipping trade 94887 because currentAnswer is NaN\n",
      "Skipping trade 94902 because currentAnswer is NaN\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": []
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Skipping trade 2670 because currentAnswer is NaN\n",
      "Skipping trade 3356 because currentAnswer is NaN\n",
      "Skipping trade 7040 because currentAnswer is NaN\n",
      "Skipping trade 9149 because currentAnswer is NaN\n",
      "Skipping trade 14365 because currentAnswer is NaN\n",
      "Skipping trade 17556 because currentAnswer is NaN\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": []
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Skipping trade 22989 because currentAnswer is NaN\n",
      "Skipping trade 30376 because currentAnswer is NaN\n",
      "Skipping trade 32783 because currentAnswer is NaN\n",
      "Skipping trade 34651 because market is not closed. Market Status: Finalizing\n",
      "Skipping trade 36030 because currentAnswer is NaN\n",
      "Skipping trade 36923 because market is not closed. Market Status: Finalizing\n",
      "Skipping trade 38635 because currentAnswer is NaN\n",
      "Skipping trade 41671 because currentAnswer is NaN\n",
      "Skipping trade 43338 because currentAnswer is NaN\n",
      "Skipping trade 44288 because currentAnswer is NaN\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": []
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Skipping trade 45629 because currentAnswer is NaN\n",
      "Skipping trade 48655 because market is not closed. Market Status: Finalizing\n",
      "Skipping trade 51699 because currentAnswer is NaN\n",
      "Skipping trade 53536 because currentAnswer is NaN\n",
      "Skipping trade 53592 because currentAnswer is NaN\n",
      "Skipping trade 54662 because currentAnswer is NaN\n",
      "Skipping trade 59244 because currentAnswer is NaN\n",
      "Skipping trade 59801 because currentAnswer is NaN\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": []
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Skipping trade 63286 because market is not closed. Market Status: Finalizing\n",
      "Skipping trade 64869 because currentAnswer is NaN\n",
      "Skipping trade 67849 because currentAnswer is NaN\n",
      "Skipping trade 70092 because currentAnswer is NaN\n",
      "Skipping trade 71551 because currentAnswer is NaN\n",
      "Skipping trade 73712 because currentAnswer is NaN\n",
      "Skipping trade 73775 because currentAnswer is NaN\n",
      "Skipping trade 74117 because currentAnswer is NaN\n",
      "Skipping trade 76995 because market is not closed. Market Status: Finalizing\n",
      "Skipping trade 80216 because market is not closed. Market Status: Finalizing\n",
      "Skipping trade 81344 because currentAnswer is NaN\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Analysing trades: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 1319/1319 [00:01<00:00, 1239.87it/s]\n",
      "Analysing creators:   6%|β–‹         | 18/280 [01:15<18:29,  4.23s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Skipping trade 87618 because currentAnswer is NaN\n",
      "Skipping trade 90994 because currentAnswer is NaN\n",
      "Skipping trade 92215 because currentAnswer is NaN\n",
      "Skipping trade 93312 because market is not closed. Market Status: Finalizing\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": []
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Skipping trade 8533 because currentAnswer is NaN\n",
      "Skipping trade 8534 because currentAnswer is NaN\n",
      "Skipping trade 17558 because currentAnswer is NaN\n",
      "Skipping trade 17559 because currentAnswer is NaN\n",
      "Skipping trade 30379 because currentAnswer is NaN\n",
      "Skipping trade 33846 because currentAnswer is NaN\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": []
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Skipping trade 35882 because currentAnswer is NaN\n",
      "Skipping trade 38637 because currentAnswer is NaN\n",
      "Skipping trade 41673 because currentAnswer is NaN\n",
      "Skipping trade 45630 because currentAnswer is NaN\n",
      "Skipping trade 48657 because market is not closed. Market Status: Finalizing\n",
      "Skipping trade 53593 because currentAnswer is NaN\n",
      "Skipping trade 55040 because currentAnswer is NaN\n",
      "Skipping trade 59246 because currentAnswer is NaN\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Analysing trades: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 916/916 [00:00<00:00, 1260.98it/s]\n",
      "Analysing creators:   7%|β–‹         | 19/280 [01:18<16:23,  3.77s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Skipping trade 67852 because currentAnswer is NaN\n",
      "Skipping trade 73713 because currentAnswer is NaN\n",
      "Skipping trade 74119 because currentAnswer is NaN\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Analysing trades: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 209/209 [00:00<00:00, 1260.86it/s]\n",
      "Analysing creators:   7%|β–‹         | 20/280 [01:19<13:17,  3.07s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Skipping trade 86976 because currentAnswer is NaN\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": []
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Skipping trade 368 because currentAnswer is NaN\n",
      "Skipping trade 1411 because currentAnswer is NaN\n",
      "Skipping trade 1857 because market is not closed. Market Status: Finalizing\n",
      "Skipping trade 1990 because currentAnswer is NaN\n",
      "Skipping trade 2684 because currentAnswer is NaN\n",
      "Skipping trade 2685 because currentAnswer is NaN\n",
      "Skipping trade 3360 because currentAnswer is NaN\n",
      "Skipping trade 3885 because currentAnswer is NaN\n",
      "Skipping trade 3886 because currentAnswer is NaN\n",
      "Skipping trade 4896 because currentAnswer is NaN\n",
      "Skipping trade 6500 because currentAnswer is NaN\n",
      "Skipping trade 7763 because currentAnswer is NaN\n",
      "Skipping trade 8542 because currentAnswer is NaN\n",
      "Skipping trade 10806 because currentAnswer is NaN\n",
      "Skipping trade 14202 because currentAnswer is NaN\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": []
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Skipping trade 15055 because currentAnswer is NaN\n",
      "Skipping trade 15214 because currentAnswer is NaN\n",
      "Skipping trade 15836 because currentAnswer is NaN\n",
      "Skipping trade 17568 because currentAnswer is NaN\n",
      "Skipping trade 17929 because currentAnswer is NaN\n",
      "Skipping trade 18848 because currentAnswer is NaN\n",
      "Skipping trade 19067 because currentAnswer is NaN\n",
      "Skipping trade 21658 because currentAnswer is NaN\n",
      "Skipping trade 22141 because currentAnswer is NaN\n",
      "Skipping trade 23590 because currentAnswer is NaN\n",
      "Skipping trade 25767 because currentAnswer is NaN\n",
      "Skipping trade 29945 because currentAnswer is NaN\n",
      "Skipping trade 30396 because currentAnswer is NaN\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": []
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Skipping trade 32231 because currentAnswer is NaN\n",
      "Skipping trade 33523 because currentAnswer is NaN\n",
      "Skipping trade 33831 because currentAnswer is NaN\n",
      "Skipping trade 33854 because currentAnswer is NaN\n",
      "Skipping trade 34669 because market is not closed. Market Status: Finalizing\n",
      "Skipping trade 34753 because currentAnswer is NaN\n",
      "Skipping trade 34953 because currentAnswer is NaN\n",
      "Skipping trade 35444 because currentAnswer is NaN\n",
      "Skipping trade 35513 because currentAnswer is NaN\n",
      "Skipping trade 35886 because currentAnswer is NaN\n",
      "Skipping trade 35887 because currentAnswer is NaN\n",
      "Skipping trade 36247 because currentAnswer is NaN\n",
      "Skipping trade 36944 because market is not closed. Market Status: Finalizing\n",
      "Skipping trade 37380 because currentAnswer is NaN\n",
      "Skipping trade 38649 because currentAnswer is NaN\n",
      "Skipping trade 39112 because currentAnswer is NaN\n",
      "Skipping trade 41688 because currentAnswer is NaN\n",
      "Skipping trade 44579 because market is not closed. Market Status: Finalizing\n",
      "Skipping trade 45645 because currentAnswer is NaN\n",
      "Skipping trade 45866 because currentAnswer is NaN\n",
      "Skipping trade 47759 because currentAnswer is NaN\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": []
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Skipping trade 48672 because market is not closed. Market Status: Finalizing\n",
      "Skipping trade 48994 because currentAnswer is NaN\n",
      "Skipping trade 50034 because currentAnswer is NaN\n",
      "Skipping trade 51707 because currentAnswer is NaN\n",
      "Skipping trade 53546 because currentAnswer is NaN\n",
      "Skipping trade 53603 because currentAnswer is NaN\n",
      "Skipping trade 54666 because currentAnswer is NaN\n",
      "Skipping trade 55044 because currentAnswer is NaN\n",
      "Skipping trade 56282 because market is not closed. Market Status: Finalizing\n",
      "Skipping trade 57179 because currentAnswer is NaN\n",
      "Skipping trade 58404 because currentAnswer is NaN\n",
      "Skipping trade 58652 because currentAnswer is NaN\n",
      "Skipping trade 63303 because market is not closed. Market Status: Finalizing\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": []
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Skipping trade 64883 because currentAnswer is NaN\n",
      "Skipping trade 67160 because currentAnswer is NaN\n",
      "Skipping trade 67868 because currentAnswer is NaN\n",
      "Skipping trade 70781 because currentAnswer is NaN\n",
      "Skipping trade 71596 because currentAnswer is NaN\n",
      "Skipping trade 72392 because market is not closed. Market Status: Finalizing\n",
      "Skipping trade 72885 because currentAnswer is NaN\n",
      "Skipping trade 73678 because currentAnswer is NaN\n",
      "Skipping trade 73719 because currentAnswer is NaN\n",
      "Skipping trade 73720 because currentAnswer is NaN\n",
      "Skipping trade 73789 because currentAnswer is NaN\n",
      "Skipping trade 74129 because currentAnswer is NaN\n",
      "Skipping trade 75829 because currentAnswer is NaN\n",
      "Skipping trade 77007 because market is not closed. Market Status: Finalizing\n",
      "Skipping trade 78769 because currentAnswer is NaN\n",
      "Skipping trade 79575 because market is not closed. Market Status: Finalizing\n",
      "Skipping trade 80029 because currentAnswer is NaN\n",
      "Skipping trade 80226 because market is not closed. Market Status: Finalizing\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": []
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Skipping trade 82386 because currentAnswer is NaN\n",
      "Skipping trade 86990 because currentAnswer is NaN\n",
      "Skipping trade 87624 because currentAnswer is NaN\n",
      "Skipping trade 88960 because currentAnswer is NaN\n",
      "Skipping trade 89991 because currentAnswer is NaN\n",
      "Skipping trade 91001 because currentAnswer is NaN\n",
      "Skipping trade 91142 because currentAnswer is NaN\n",
      "Skipping trade 93322 because market is not closed. Market Status: Finalizing\n",
      "Skipping trade 94811 because currentAnswer is NaN\n",
      "Skipping trade 94905 because currentAnswer is NaN\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Analysing trades: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 1648/1648 [00:01<00:00, 1235.38it/s]\n",
      "Analysing creators:   8%|β–Š         | 21/280 [01:24<15:16,  3.54s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Skipping trade 14384 because currentAnswer is NaN\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": []
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Skipping trade 67671 because currentAnswer is NaN\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Analysing trades: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 1860/1860 [00:01<00:00, 1260.05it/s]\n",
      "Analysing creators:   8%|β–Š         | 22/280 [01:28<16:06,  3.75s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Skipping trade 2687 because currentAnswer is NaN\n",
      "Skipping trade 3887 because currentAnswer is NaN\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": []
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Skipping trade 14385 because currentAnswer is NaN\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": []
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Skipping trade 23008 because currentAnswer is NaN\n",
      "Skipping trade 25768 because currentAnswer is NaN\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": []
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Skipping trade 32631 because currentAnswer is NaN\n",
      "Skipping trade 35889 because currentAnswer is NaN\n",
      "Skipping trade 36946 because market is not closed. Market Status: Finalizing\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": []
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Skipping trade 41694 because currentAnswer is NaN\n",
      "Skipping trade 43361 because currentAnswer is NaN\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": []
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Skipping trade 50035 because currentAnswer is NaN\n",
      "Skipping trade 55045 because currentAnswer is NaN\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": []
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Skipping trade 59816 because currentAnswer is NaN\n",
      "Skipping trade 60284 because currentAnswer is NaN\n",
      "Skipping trade 63307 because market is not closed. Market Status: Finalizing\n",
      "Skipping trade 67673 because currentAnswer is NaN\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": []
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Skipping trade 72891 because currentAnswer is NaN\n",
      "Skipping trade 72892 because currentAnswer is NaN\n",
      "Skipping trade 72893 because currentAnswer is NaN\n",
      "Skipping trade 72894 because currentAnswer is NaN\n",
      "Skipping trade 72895 because currentAnswer is NaN\n",
      "Skipping trade 73722 because currentAnswer is NaN\n",
      "Skipping trade 76559 because currentAnswer is NaN\n",
      "Skipping trade 76560 because currentAnswer is NaN\n",
      "Skipping trade 77010 because market is not closed. Market Status: Finalizing\n",
      "Skipping trade 80229 because market is not closed. Market Status: Finalizing\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": []
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Skipping trade 86996 because currentAnswer is NaN\n",
      "Skipping trade 86997 because currentAnswer is NaN\n",
      "Skipping trade 86998 because currentAnswer is NaN\n",
      "Skipping trade 86999 because currentAnswer is NaN\n",
      "Skipping trade 87000 because currentAnswer is NaN\n",
      "Skipping trade 91003 because currentAnswer is NaN\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Analysing trades: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 2665/2665 [00:02<00:00, 1147.00it/s]\n",
      "Analysing creators:   8%|β–Š         | 23/280 [01:34<19:25,  4.54s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Skipping trade 374 because currentAnswer is NaN\n",
      "Skipping trade 4334 because currentAnswer is NaN\n",
      "Skipping trade 4901 because currentAnswer is NaN\n",
      "Skipping trade 5270 because currentAnswer is NaN\n",
      "Skipping trade 5670 because currentAnswer is NaN\n",
      "Skipping trade 6501 because currentAnswer is NaN\n",
      "Skipping trade 7765 because currentAnswer is NaN\n",
      "Skipping trade 7989 because currentAnswer is NaN\n",
      "Skipping trade 8544 because currentAnswer is NaN\n",
      "Skipping trade 8818 because currentAnswer is NaN\n",
      "Skipping trade 10921 because currentAnswer is NaN\n",
      "Skipping trade 10922 because currentAnswer is NaN\n",
      "Skipping trade 13189 because currentAnswer is NaN\n",
      "Skipping trade 15059 because currentAnswer is NaN\n",
      "Skipping trade 15216 because currentAnswer is NaN\n",
      "Skipping trade 15622 because currentAnswer is NaN\n",
      "Skipping trade 16893 because currentAnswer is NaN\n",
      "Skipping trade 17573 because currentAnswer is NaN\n",
      "Skipping trade 17930 because currentAnswer is NaN\n",
      "Skipping trade 19070 because currentAnswer is NaN\n",
      "Skipping trade 23593 because currentAnswer is NaN\n",
      "Skipping trade 25912 because currentAnswer is NaN\n",
      "Skipping trade 26385 because currentAnswer is NaN\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": []
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Skipping trade 29813 because currentAnswer is NaN\n",
      "Skipping trade 29816 because currentAnswer is NaN\n",
      "Skipping trade 33102 because currentAnswer is NaN\n",
      "Skipping trade 33527 because currentAnswer is NaN\n",
      "Skipping trade 33832 because currentAnswer is NaN\n",
      "Skipping trade 33858 because currentAnswer is NaN\n",
      "Skipping trade 35445 because currentAnswer is NaN\n",
      "Skipping trade 36041 because currentAnswer is NaN\n",
      "Skipping trade 36248 because currentAnswer is NaN\n",
      "Skipping trade 37384 because currentAnswer is NaN\n",
      "Skipping trade 38654 because currentAnswer is NaN\n",
      "Skipping trade 39115 because currentAnswer is NaN\n",
      "Skipping trade 39591 because currentAnswer is NaN\n",
      "Skipping trade 41697 because currentAnswer is NaN\n",
      "Skipping trade 44294 because currentAnswer is NaN\n",
      "Skipping trade 44582 because market is not closed. Market Status: Finalizing\n",
      "Skipping trade 45650 because currentAnswer is NaN\n",
      "Skipping trade 45870 because currentAnswer is NaN\n",
      "Skipping trade 47762 because currentAnswer is NaN\n",
      "Skipping trade 48678 because market is not closed. Market Status: Finalizing\n",
      "Skipping trade 48998 because currentAnswer is NaN\n",
      "Skipping trade 50739 because currentAnswer is NaN\n",
      "Skipping trade 51187 because currentAnswer is NaN\n",
      "Skipping trade 51191 because currentAnswer is NaN\n",
      "Skipping trade 51709 because currentAnswer is NaN\n",
      "Skipping trade 52963 because currentAnswer is NaN\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": []
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Skipping trade 53549 because currentAnswer is NaN\n",
      "Skipping trade 53605 because currentAnswer is NaN\n",
      "Skipping trade 53731 because currentAnswer is NaN\n",
      "Skipping trade 57182 because currentAnswer is NaN\n",
      "Skipping trade 58405 because currentAnswer is NaN\n",
      "Skipping trade 58572 because currentAnswer is NaN\n",
      "Skipping trade 58654 because currentAnswer is NaN\n",
      "Skipping trade 58885 because currentAnswer is NaN\n",
      "Skipping trade 63309 because market is not closed. Market Status: Finalizing\n",
      "Skipping trade 66975 because currentAnswer is NaN\n",
      "Skipping trade 67161 because currentAnswer is NaN\n",
      "Skipping trade 67674 because currentAnswer is NaN\n",
      "Skipping trade 70109 because currentAnswer is NaN\n",
      "Skipping trade 71598 because currentAnswer is NaN\n",
      "Skipping trade 72356 because currentAnswer is NaN\n",
      "Skipping trade 73411 because currentAnswer is NaN\n",
      "Skipping trade 74132 because currentAnswer is NaN\n",
      "Skipping trade 76488 because currentAnswer is NaN\n",
      "Skipping trade 78773 because currentAnswer is NaN\n",
      "Skipping trade 80030 because currentAnswer is NaN\n",
      "Skipping trade 82387 because currentAnswer is NaN\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Analysing trades: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 915/915 [00:00<00:00, 1272.14it/s]\n",
      "Analysing creators:   9%|β–Š         | 24/280 [01:37<16:48,  3.94s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Skipping trade 87626 because currentAnswer is NaN\n",
      "Skipping trade 88702 because currentAnswer is NaN\n",
      "Skipping trade 88965 because currentAnswer is NaN\n",
      "Skipping trade 89992 because currentAnswer is NaN\n",
      "Skipping trade 91056 because currentAnswer is NaN\n",
      "Skipping trade 91071 because currentAnswer is NaN\n",
      "Skipping trade 91144 because currentAnswer is NaN\n",
      "Skipping trade 92219 because currentAnswer is NaN\n",
      "Skipping trade 94815 because currentAnswer is NaN\n",
      "Skipping trade 94891 because currentAnswer is NaN\n",
      "Skipping trade 94909 because currentAnswer is NaN\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": []
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Skipping trade 375 because currentAnswer is NaN\n",
      "Skipping trade 1414 because currentAnswer is NaN\n",
      "Skipping trade 1859 because market is not closed. Market Status: Finalizing\n",
      "Skipping trade 1994 because currentAnswer is NaN\n",
      "Skipping trade 7048 because currentAnswer is NaN\n",
      "Skipping trade 7766 because currentAnswer is NaN\n",
      "Skipping trade 10923 because currentAnswer is NaN\n",
      "Skipping trade 14204 because currentAnswer is NaN\n",
      "Skipping trade 17574 because currentAnswer is NaN\n",
      "Skipping trade 19071 because currentAnswer is NaN\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": []
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Skipping trade 23011 because currentAnswer is NaN\n",
      "Skipping trade 30406 because currentAnswer is NaN\n",
      "Skipping trade 32790 because currentAnswer is NaN\n",
      "Skipping trade 34674 because market is not closed. Market Status: Finalizing\n",
      "Skipping trade 35891 because currentAnswer is NaN\n",
      "Skipping trade 36949 because market is not closed. Market Status: Finalizing\n",
      "Skipping trade 37385 because currentAnswer is NaN\n",
      "Skipping trade 38657 because currentAnswer is NaN\n",
      "Skipping trade 41554 because currentAnswer is NaN\n",
      "Skipping trade 41699 because currentAnswer is NaN\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": []
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Skipping trade 43366 because currentAnswer is NaN\n",
      "Skipping trade 45653 because currentAnswer is NaN\n",
      "Skipping trade 48682 because market is not closed. Market Status: Finalizing\n",
      "Skipping trade 51710 because currentAnswer is NaN\n",
      "Skipping trade 53550 because currentAnswer is NaN\n",
      "Skipping trade 53606 because currentAnswer is NaN\n",
      "Skipping trade 55046 because currentAnswer is NaN\n",
      "Skipping trade 56284 because market is not closed. Market Status: Finalizing\n",
      "Skipping trade 59274 because currentAnswer is NaN\n",
      "Skipping trade 63311 because market is not closed. Market Status: Finalizing\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": []
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Skipping trade 67872 because currentAnswer is NaN\n",
      "Skipping trade 68666 because currentAnswer is NaN\n",
      "Skipping trade 70110 because currentAnswer is NaN\n",
      "Skipping trade 70783 because currentAnswer is NaN\n",
      "Skipping trade 71599 because currentAnswer is NaN\n",
      "Skipping trade 72395 because market is not closed. Market Status: Finalizing\n",
      "Skipping trade 73724 because currentAnswer is NaN\n",
      "Skipping trade 74134 because currentAnswer is NaN\n",
      "Skipping trade 77012 because market is not closed. Market Status: Finalizing\n",
      "Skipping trade 79579 because market is not closed. Market Status: Finalizing\n",
      "Skipping trade 80031 because currentAnswer is NaN\n",
      "Skipping trade 80230 because market is not closed. Market Status: Finalizing\n",
      "Skipping trade 81357 because currentAnswer is NaN\n",
      "Skipping trade 87627 because currentAnswer is NaN\n",
      "Skipping trade 88966 because currentAnswer is NaN\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Analysing trades: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 1311/1311 [00:01<00:00, 1279.00it/s]\n",
      "Analysing creators:   9%|β–‰         | 25/280 [01:41<16:35,  3.90s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Skipping trade 91004 because currentAnswer is NaN\n",
      "Skipping trade 91145 because currentAnswer is NaN\n",
      "Skipping trade 93324 because market is not closed. Market Status: Finalizing\n",
      "Skipping trade 94892 because currentAnswer is NaN\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": []
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Skipping trade 3896 because currentAnswer is NaN\n",
      "Skipping trade 3897 because currentAnswer is NaN\n",
      "Skipping trade 10933 because currentAnswer is NaN\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": []
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Skipping trade 25773 because currentAnswer is NaN\n",
      "Skipping trade 29960 because currentAnswer is NaN\n",
      "Skipping trade 32636 because currentAnswer is NaN\n",
      "Skipping trade 35896 because currentAnswer is NaN\n",
      "Skipping trade 35897 because currentAnswer is NaN\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": []
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Skipping trade 50743 because currentAnswer is NaN\n",
      "Skipping trade 59829 because currentAnswer is NaN\n",
      "Skipping trade 60301 because currentAnswer is NaN\n",
      "Skipping trade 60302 because currentAnswer is NaN\n",
      "Skipping trade 66967 because currentAnswer is NaN\n",
      "Skipping trade 66968 because currentAnswer is NaN\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": []
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Skipping trade 70121 because currentAnswer is NaN\n",
      "Skipping trade 73731 because currentAnswer is NaN\n",
      "Skipping trade 73732 because currentAnswer is NaN\n",
      "Skipping trade 73810 because currentAnswer is NaN\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Analysing trades: 100%|β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ| 1353/1353 [00:01<00:00, 1241.41it/s]\n",
      "Analysing creators:   9%|β–‰         | 26/280 [01:44<15:41,  3.70s/it]\n",
      "Analysing trades:  17%|β–ˆβ–‹        | 245/1404 [00:00<00:00, 1165.11it/s]"
     ]
    }
   ],
   "source": [
    "all_traders = []\n",
    "for trader_address in tqdm(\n",
    "    fpmmTrades[\"trader_address\"].unique(),\n",
    "    total=len(fpmmTrades[\"trader_address\"].unique()),\n",
    "    desc=\"Analysing creators\",\n",
    "):\n",
    "\n",
    "    trades = fpmmTrades[fpmmTrades[\"trader_address\"] == trader_address]\n",
    "    tools_usage = tools[tools[\"trader_address\"] == trader_address]\n",
    "\n",
    "    # Prepare the DataFrame\n",
    "    trades_df = pd.DataFrame(columns=ALL_TRADES_STATS_DF_COLS)\n",
    "    if trades.empty:\n",
    "        continue\n",
    "\n",
    "    # Fetch user's conditional tokens gc graph\n",
    "    try:\n",
    "        user_json = _query_conditional_tokens_gc_subgraph(trader_address)\n",
    "    except Exception as e:\n",
    "        print(f\"Error fetching user data: {e}\")\n",
    "        raise e\n",
    "\n",
    "    # Iterate over the trades\n",
    "    for i, trade in tqdm(trades.iterrows(), total=len(trades), desc=\"Analysing trades\"):\n",
    "        try:\n",
    "            if not trade['fpmm.currentAnswer']:\n",
    "                print(f\"Skipping trade {i} because currentAnswer is NaN\")\n",
    "                continue\n",
    "            # Parsing and computing shared values\n",
    "            creation_timestamp_utc = datetime.datetime.fromtimestamp(\n",
    "                int(trade[\"creationTimestamp\"]), tz=datetime.timezone.utc\n",
    "            )\n",
    "            collateral_amount = wei_to_unit(float(trade[\"collateralAmount\"]))\n",
    "            fee_amount = wei_to_unit(float(trade[\"feeAmount\"]))\n",
    "            outcome_tokens_traded = wei_to_unit(float(trade[\"outcomeTokensTraded\"]))\n",
    "            earnings, winner_trade = (0, False)\n",
    "            redemption = _is_redeemed(user_json, trade)\n",
    "            current_answer = trade[\"fpmm.currentAnswer\"]\n",
    "            # Determine market status\n",
    "            market_status = determine_market_status(trade, current_answer)\n",
    "\n",
    "            # Skip non-closed markets\n",
    "            if market_status != MarketState.CLOSED:\n",
    "                print(\n",
    "                    f\"Skipping trade {i} because market is not closed. Market Status: {market_status}\"\n",
    "                )\n",
    "                continue\n",
    "            current_answer = convert_hex_to_int(current_answer)\n",
    "\n",
    "            # Compute invalidity\n",
    "            is_invalid = current_answer == INVALID_ANSWER\n",
    "\n",
    "            # Compute earnings and winner trade status\n",
    "            if is_invalid:\n",
    "                earnings = collateral_amount\n",
    "                winner_trade = False\n",
    "            elif trade[\"outcomeIndex\"] == current_answer:\n",
    "                earnings = outcome_tokens_traded\n",
    "                winner_trade = True\n",
    "\n",
    "            # Compute mech calls\n",
    "            num_mech_calls = (\n",
    "                tools_usage[\"prompt_request\"].apply(lambda x: trade[\"title\"] in x).sum()\n",
    "            )\n",
    "            net_earnings = (\n",
    "                earnings\n",
    "                - fee_amount\n",
    "                - (num_mech_calls * DEFAULT_MECH_FEE)\n",
    "                - collateral_amount\n",
    "            )\n",
    "\n",
    "            # Assign values to DataFrame\n",
    "            trades_df.loc[i] = {\n",
    "                \"trader_address\": trader_address,\n",
    "                \"trade_id\": trade[\"id\"],\n",
    "                \"market_status\": market_status.name,\n",
    "                \"creation_timestamp\": creation_timestamp_utc,\n",
    "                \"title\": trade[\"title\"],\n",
    "                \"collateral_amount\": collateral_amount,\n",
    "                \"outcome_index\": trade[\"outcomeIndex\"],\n",
    "                \"trade_fee_amount\": fee_amount,\n",
    "                \"outcomes_tokens_traded\": outcome_tokens_traded,\n",
    "                \"current_answer\": current_answer,\n",
    "                \"is_invalid\": is_invalid,\n",
    "                \"winning_trade\": winner_trade,\n",
    "                \"earnings\": earnings,\n",
    "                \"redeemed\": redemption,\n",
    "                \"redeemed_amount\": earnings if redemption else 0,\n",
    "                \"num_mech_calls\": num_mech_calls,\n",
    "                \"mech_fee_amount\": num_mech_calls * DEFAULT_MECH_FEE,\n",
    "                \"net_earnings\": net_earnings,\n",
    "                \"roi\": net_earnings / (collateral_amount + fee_amount + num_mech_calls * DEFAULT_MECH_FEE),\n",
    "            }\n",
    "        except Exception as e:\n",
    "            print(f\"Error processing trade {i}: {e}\")\n",
    "            raise e"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "akash",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.14"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}