-
Notifications
You must be signed in to change notification settings - Fork 2
/
Copy pathinferred_stypes.py
866 lines (851 loc) · 40.9 KB
/
inferred_stypes.py
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
from torch_frame import stype
task_to_stypes = {
'rel-stack-user-engagement': {
'OwnerUserId': stype.numerical,
'timestamp': stype.timestamp,
'contribution': stype.categorical,
'months_since_account_creation': stype.numerical,
'display_name_is_null': stype.categorical,
'website_url_is_null': stype.categorical,
'about_me_length': stype.numerical,
'location_is_null': stype.categorical,
'num_badges': stype.numerical,
'badge_score': stype.numerical,
'weeks_since_last_comment': stype.numerical,
'num_comments': stype.numerical,
'num_posts_commented': stype.numerical,
'avg_comment_length': stype.numerical,
'last_q_weeks_ago': stype.numerical,
'last_q_has_accepted_ans': stype.categorical,
'last_q_num_tags': stype.numerical,
'last_q_title_length': stype.numerical,
'last_q_body_length': stype.numerical,
'last_q_num_positive_votes': stype.numerical,
'last_q_num_negative_votes': stype.numerical,
'last_q_num_comments': stype.numerical,
'last_q_avg_comment_length': stype.numerical,
'last_q_num_distinct_commenters': stype.numerical,
'last_q_avg_commenter_badge_score': stype.numerical,
'num_questions_last_6mo': stype.numerical,
'avg_has_accepted_ans': stype.numerical,
'avg_days_since_last_post_q': stype.numerical,
'avg_num_tags': stype.numerical,
'avg_title_length_q': stype.numerical,
'avg_body_length_q': stype.numerical,
'avg_num_positive_votes_q': stype.numerical,
'avg_num_negative_votes_q': stype.numerical,
'avg_num_comments_q': stype.numerical,
'avg_avg_comment_length_q': stype.numerical,
'avg_num_distinct_commenters_q': stype.numerical,
'avg_commenter_badge_score_q': stype.numerical,
'last_a_weeks_ago': stype.numerical,
'last_a_is_accepted_ans': stype.categorical,
'last_a_body_length': stype.numerical,
'last_a_num_positive_votes': stype.numerical,
'last_a_num_negative_votes': stype.numerical,
'last_a_num_comments': stype.numerical,
'last_a_avg_comment_length': stype.numerical,
'last_a_num_distinct_commenters': stype.numerical,
'last_a_avg_commenter_badge_score': stype.numerical,
'num_answers_last_6mo': stype.numerical,
'ans_acceptance_rate': stype.numerical,
'avg_days_since_last_post_a': stype.numerical,
'avg_body_length_a': stype.numerical,
'avg_num_positive_votes_a': stype.numerical,
'avg_num_negative_votes_a': stype.numerical,
'avg_num_comments_a': stype.numerical,
'avg_avg_comment_length_a': stype.numerical,
'avg_num_distinct_commenters_a': stype.numerical,
'avg_commenter_badge_score_a': stype.numerical
},
'rel-stack-user-badge': {
'UserId': stype.numerical,
'timestamp': stype.timestamp,
'WillGetBadge': stype.categorical,
'months_since_account_creation': stype.numerical,
'num_badges': stype.numerical,
'badge_score': stype.numerical,
'max_rarity': stype.numerical,
'avg_rarity': stype.numerical,
'last_badge_name': stype.categorical,
'rarest_badge_age_weeks': stype.numerical,
'last_badge_rarity': stype.numerical,
'last_badge_weeks_ago': stype.numerical,
'avg_badge_age_weeks': stype.numerical,
'avg_weeks_bw_badges': stype.numerical,
'badge_momentum': stype.numerical,
'weeks_since_last_comment': stype.numerical,
'num_comments': stype.numerical,
'num_posts_commented': stype.numerical,
'avg_comment_length': stype.numerical,
'last_q_weeks_ago': stype.numerical,
'last_q_num_tags': stype.numerical,
'last_q_body_length': stype.numerical,
'last_q_num_positive_votes': stype.numerical,
'last_q_num_negative_votes': stype.numerical,
'last_q_num_comments': stype.numerical,
'last_q_avg_commenter_badge_score': stype.numerical,
'num_questions_last_yr': stype.numerical,
'avg_days_since_last_post_q': stype.numerical,
'avg_num_tags': stype.numerical,
'avg_body_length_q': stype.numerical,
'avg_num_positive_votes_q': stype.numerical,
'avg_num_negative_votes_q': stype.numerical,
'avg_num_comments_q': stype.numerical,
'avg_commenter_badge_score_q': stype.numerical,
'last_a_weeks_ago': stype.numerical,
'last_a_body_length': stype.numerical,
'last_a_num_positive_votes': stype.numerical,
'last_a_num_negative_votes': stype.numerical,
'last_a_num_comments': stype.numerical,
'last_a_avg_commenter_badge_score': stype.numerical,
'num_answers_last_yr': stype.numerical,
'avg_days_since_last_post_a': stype.numerical,
'avg_body_length_a': stype.numerical,
'avg_num_positive_votes_a': stype.numerical,
'avg_num_negative_votes_a': stype.numerical,
'avg_num_comments_a': stype.numerical,
'avg_commenter_badge_score_a': stype.numerical
},
'rel-stack-post-votes': {
'PostId': stype.numerical,
'timestamp': stype.timestamp,
'popularity': stype.numerical,
'post_type': stype.categorical,
'post_age_weeks': stype.numerical,
'title_length': stype.numerical,
'body_length': stype.numerical,
'num_tags': stype.numerical,
'user_age_months': stype.numerical,
'post_ordinal': stype.numerical,
'num_votes': stype.numerical,
'closed_weeks_ago': stype.numerical,
'reopened_weeks_ago': stype.numerical,
'deleted_weeks_ago': stype.numerical,
'undeleted_weeks_ago': stype.numerical,
'locked_weeks_ago': stype.numerical,
'unlocked_weeks_ago': stype.numerical,
'tweeted_weeks_ago': stype.numerical,
'bumped_weeks_ago': stype.numerical,
'avg_owner_question_upvotes_first_month': stype.numerical,
'avg_owner_question_comments_first_month': stype.numerical,
'avg_owner_answer_upvotes_first_month': stype.numerical,
'avg_owner_answer_comments_first_month': stype.numerical
},
'rel-amazon-user-churn': {
'customer_id': stype.numerical,
'timestamp': stype.timestamp,
'churn': stype.categorical,
'num_reviews': stype.numerical,
'sum_review_ratings': stype.numerical,
'avg_review_length': stype.numerical,
'last_review_weeks_ago': stype.numerical,
'last_review_summary_text': stype.text_embedded,
'last_reviewed_product_title': stype.text_embedded,
'last_reviewed_product_category': stype.categorical,
'last_review_is_verified': stype.categorical,
'avg_review_rating': stype.numerical,
'pct_verified_reviews': stype.numerical,
'std_review_rating': stype.numerical,
'min_review_rating': stype.numerical,
'max_review_rating': stype.numerical,
'avg_reviewed_product_rating': stype.numerical,
'sum_reviewed_product_rating': stype.numerical,
'std_reviewed_product_rating': stype.numerical,
'min_reviewed_product_rating': stype.numerical,
'max_reviewed_product_rating': stype.numerical,
'avg_reviewed_product_price': stype.numerical,
'sum_reviewed_product_price': stype.numerical,
'std_reviewed_product_price': stype.numerical,
'min_reviewed_product_price': stype.numerical,
'max_reviewed_product_price': stype.numerical,
'reviewed_product_modal_category': stype.categorical,
'user_bias': stype.numerical,
'num_reviews_trend': stype.numerical,
'avg_rating_trend': stype.numerical,
'avg_price_trend': stype.numerical,
'avg_user_bias_trend': stype.numerical
},
'rel-amazon-item-churn': {
'product_id': stype.numerical,
'timestamp': stype.timestamp,
'churn': stype.categorical,
'price': stype.numerical,
'category': stype.categorical,
'title': stype.text_embedded,
'weeks_since_first_review': stype.numerical,
'weeks_since_median_review': stype.numerical,
'weeks_since_latest_review': stype.numerical,
'num_reviews': stype.numerical,
'sum_ratings': stype.numerical,
'avg_rating': stype.numerical,
'std_rating': stype.numerical,
'min_rating': stype.numerical,
'max_rating': stype.numerical,
'pct_verified_reviews': stype.numerical,
'avg_review_length': stype.numerical,
'last_review_summary': stype.text_embedded,
'product_bias': stype.numerical,
'avg_reviewer_num_reviews': stype.numerical,
'avg_reviewer_total_spent': stype.numerical,
'avg_reviewer_avg_price': stype.numerical,
'avg_reviewer_avg_rating': stype.numerical,
'avg_reviewer_std_rating': stype.numerical,
'num_reviews_trend': stype.numerical,
'avg_rating_trend': stype.numerical,
'sum_ratings_trend': stype.numerical,
'min_rating_trend': stype.numerical,
'max_rating_trend': stype.numerical,
'avg_review_length_trend': stype.numerical,
'product_bias_trend': stype.numerical
},
'rel-amazon-user-ltv': {
'customer_id': stype.numerical,
'timestamp': stype.timestamp,
'ltv': stype.numerical,
'num_reviews_0_to_3': stype.numerical,
'sum_review_ratings_0_to_3': stype.numerical,
'avg_review_length_0_to_3': stype.numerical,
'avg_review_rating_0_to_3': stype.numerical,
'pct_verified_reviews_0_to_3': stype.numerical,
'std_review_rating_0_to_3': stype.numerical,
'min_review_rating_0_to_3': stype.numerical,
'max_review_rating_0_to_3': stype.numerical,
'avg_reviewed_product_rating_0_to_3': stype.numerical,
'sum_reviewed_product_rating_0_to_3': stype.numerical,
'std_reviewed_product_rating_0_to_3': stype.numerical,
'min_reviewed_product_rating_0_to_3': stype.numerical,
'max_reviewed_product_rating_0_to_3': stype.numerical,
'avg_reviewed_product_price_0_to_3': stype.numerical,
'sum_reviewed_product_price_0_to_3': stype.numerical,
'std_reviewed_product_price_0_to_3': stype.numerical,
'min_reviewed_product_price_0_to_3': stype.numerical,
'max_reviewed_product_price_0_to_3': stype.numerical,
'reviewed_product_modal_category_0_to_3': stype.categorical,
'num_reviews_3_to_6': stype.numerical,
'sum_review_ratings_3_to_6': stype.numerical,
'avg_review_length_3_to_6': stype.numerical,
'avg_review_rating_3_to_6': stype.numerical,
'pct_verified_reviews_3_to_6': stype.numerical,
'std_review_rating_3_to_6': stype.numerical,
'min_review_rating_3_to_6': stype.numerical,
'max_review_rating_3_to_6': stype.numerical,
'avg_reviewed_product_rating_3_to_6': stype.numerical,
'sum_reviewed_product_rating_3_to_6': stype.numerical,
'std_reviewed_product_rating_3_to_6': stype.numerical,
'min_reviewed_product_rating_3_to_6': stype.numerical,
'max_reviewed_product_rating_3_to_6': stype.numerical,
'avg_reviewed_product_price_3_to_6': stype.numerical,
'sum_reviewed_product_price_3_to_6': stype.numerical,
'std_reviewed_product_price_3_to_6': stype.numerical,
'min_reviewed_product_price_3_to_6': stype.numerical,
'max_reviewed_product_price_3_to_6': stype.numerical,
'reviewed_product_modal_category_3_to_6': stype.categorical,
'num_reviews_6_to_9': stype.numerical,
'sum_review_ratings_6_to_9': stype.numerical,
'avg_review_length_6_to_9': stype.numerical,
'avg_review_rating_6_to_9': stype.numerical,
'pct_verified_reviews_6_to_9': stype.numerical,
'std_review_rating_6_to_9': stype.numerical,
'min_review_rating_6_to_9': stype.numerical,
'max_review_rating_6_to_9': stype.numerical,
'avg_reviewed_product_rating_6_to_9': stype.numerical,
'sum_reviewed_product_rating_6_to_9': stype.numerical,
'std_reviewed_product_rating_6_to_9': stype.numerical,
'min_reviewed_product_rating_6_to_9': stype.numerical,
'max_reviewed_product_rating_6_to_9': stype.numerical,
'avg_reviewed_product_price_6_to_9': stype.numerical,
'sum_reviewed_product_price_6_to_9': stype.numerical,
'std_reviewed_product_price_6_to_9': stype.numerical,
'min_reviewed_product_price_6_to_9': stype.numerical,
'max_reviewed_product_price_6_to_9': stype.numerical,
'reviewed_product_modal_category_6_to_9': stype.categorical,
'weeks_since_first_review': stype.numerical,
'last_review_weeks_ago': stype.numerical,
'last_review_summary_text': stype.text_embedded,
'last_reviewed_product_title': stype.text_embedded,
'last_reviewed_product_category': stype.categorical,
'last_review_is_verified': stype.categorical,
'num_reviews': stype.numerical,
'sum_review_ratings': stype.numerical,
'avg_review_length': stype.numerical,
'avg_review_rating': stype.numerical,
'pct_verified_reviews': stype.numerical,
'std_review_rating': stype.numerical,
'min_review_rating': stype.numerical,
'max_review_rating': stype.numerical,
'avg_reviewed_product_rating': stype.numerical,
'sum_reviewed_product_rating': stype.numerical,
'std_reviewed_product_rating': stype.numerical,
'min_reviewed_product_rating': stype.numerical,
'max_reviewed_product_rating': stype.numerical,
'avg_reviewed_product_price': stype.numerical,
'sum_reviewed_product_price': stype.numerical,
'std_reviewed_product_price': stype.numerical,
'min_reviewed_product_price': stype.numerical,
'max_reviewed_product_price': stype.numerical,
'reviewed_product_modal_category': stype.categorical
},
'rel-amazon-item-ltv': {
'product_id': stype.numerical,
'timestamp': stype.timestamp,
'price': stype.numerical,
'category': stype.categorical,
'title': stype.text_embedded,
'ltv': stype.numerical,
'num_reviews_0_to_3': stype.numerical,
'sum_ratings_0_to_3': stype.numerical,
'avg_rating_0_to_3': stype.numerical,
'std_rating_0_to_3': stype.numerical,
'min_rating_0_to_3': stype.numerical,
'max_rating_0_to_3': stype.numerical,
'avg_review_length_0_to_3': stype.numerical,
'pct_verified_reviews_0_to_3': stype.numerical,
'product_bias_0_to_3': stype.numerical,
'avg_reviewer_num_reviews_0_to_3': stype.numerical,
'avg_reviewer_total_spent_0_to_3': stype.numerical,
'avg_reviewer_avg_price_0_to_3': stype.numerical,
'avg_reviewer_avg_rating_0_to_3': stype.numerical,
'avg_reviewer_std_rating_0_to_3': stype.numerical,
'num_reviews_3_to_6': stype.numerical,
'sum_ratings_3_to_6': stype.numerical,
'avg_rating_3_to_6': stype.numerical,
'std_rating_3_to_6': stype.numerical,
'min_rating_3_to_6': stype.numerical,
'max_rating_3_to_6': stype.numerical,
'avg_review_length_3_to_6': stype.numerical,
'pct_verified_reviews_3_to_6': stype.numerical,
'product_bias_3_to_6': stype.numerical,
'avg_reviewer_num_reviews_3_to_6': stype.numerical,
'avg_reviewer_total_spent_3_to_6': stype.numerical,
'avg_reviewer_avg_price_3_to_6': stype.numerical,
'avg_reviewer_avg_rating_3_to_6': stype.numerical,
'avg_reviewer_std_rating_3_to_6': stype.numerical,
'num_reviews_6_to_9': stype.numerical,
'sum_ratings_6_to_9': stype.numerical,
'avg_rating_6_to_9': stype.numerical,
'std_rating_6_to_9': stype.numerical,
'min_rating_6_to_9': stype.numerical,
'max_rating_6_to_9': stype.numerical,
'avg_review_length_6_to_9': stype.numerical,
'pct_verified_reviews_6_to_9': stype.numerical,
'product_bias_6_to_9': stype.numerical,
'avg_reviewer_num_reviews_6_to_9': stype.numerical,
'avg_reviewer_total_spent_6_to_9': stype.numerical,
'avg_reviewer_avg_price_6_to_9': stype.numerical,
'avg_reviewer_avg_rating_6_to_9': stype.numerical,
'avg_reviewer_std_rating_6_to_9': stype.numerical,
'weeks_since_first_review': stype.numerical,
'weeks_since_median_review': stype.numerical,
'weeks_since_latest_review': stype.numerical,
'last_review_summary': stype.text_embedded,
'last_review_is_verified': stype.categorical,
'num_reviews': stype.numerical,
'sum_ratings': stype.numerical,
'avg_rating': stype.numerical,
'std_rating': stype.numerical,
'min_rating': stype.numerical,
'max_rating': stype.numerical,
'avg_review_length': stype.numerical,
'pct_verified_reviews': stype.numerical,
'product_bias': stype.numerical,
'avg_reviewer_num_reviews': stype.numerical,
'avg_reviewer_total_spent': stype.numerical,
'avg_reviewer_avg_price': stype.numerical,
'avg_reviewer_avg_rating': stype.numerical,
'avg_reviewer_std_rating': stype.numerical
},
'rel-hm-item-sales': {
'article_id': stype.numerical,
'timestamp': stype.timestamp,
'sales': stype.numerical,
'week_of_year': stype.categorical,
'month_of_year': stype.categorical,
'day_of_month': stype.categorical,
'department_no': stype.categorical,
'section_no': stype.categorical,
'perceived_colour_master_id': stype.categorical,
'num_sales_1_weeks_ago': stype.numerical,
'sold_amount_1_weeks_ago': stype.numerical,
'avg_price_1_weeks_ago': stype.numerical,
'num_customers_1_weeks_ago': stype.numerical,
'avg_buyer_age_1_weeks_ago': stype.numerical,
'avg_monthly_purchase_amount_1_weeks_ago': stype.numerical,
'avg_monthly_purchase_count_1_weeks_ago': stype.numerical,
'avg_weeks_since_last_purchase_1_weeks_ago': stype.numerical,
'num_sales_2_weeks_ago': stype.numerical,
'sold_amount_2_weeks_ago': stype.numerical,
'avg_price_2_weeks_ago': stype.numerical,
'num_customers_2_weeks_ago': stype.numerical,
'avg_buyer_age_2_weeks_ago': stype.numerical,
'avg_monthly_purchase_amount_2_weeks_ago': stype.numerical,
'avg_monthly_purchase_count_2_weeks_ago': stype.numerical,
'avg_weeks_since_last_purchase_2_weeks_ago': stype.numerical,
'num_sales_3_weeks_ago': stype.numerical,
'sold_amount_3_weeks_ago': stype.numerical,
'avg_price_3_weeks_ago': stype.numerical,
'num_customers_3_weeks_ago': stype.numerical,
'avg_buyer_age_3_weeks_ago': stype.numerical,
'avg_monthly_purchase_amount_3_weeks_ago': stype.numerical,
'avg_monthly_purchase_count_3_weeks_ago': stype.numerical,
'avg_weeks_since_last_purchase_3_weeks_ago': stype.numerical,
'num_sales_4_weeks_ago': stype.numerical,
'sold_amount_4_weeks_ago': stype.numerical,
'avg_price_4_weeks_ago': stype.numerical,
'num_customers_4_weeks_ago': stype.numerical,
'avg_buyer_age_4_weeks_ago': stype.numerical,
'avg_monthly_purchase_amount_4_weeks_ago': stype.numerical,
'avg_monthly_purchase_count_4_weeks_ago': stype.numerical,
'avg_weeks_since_last_purchase_4_weeks_ago': stype.numerical,
'num_sales_5_weeks_ago': stype.numerical,
'sold_amount_5_weeks_ago': stype.numerical,
'avg_price_5_weeks_ago': stype.numerical,
'num_customers_5_weeks_ago': stype.numerical,
'avg_buyer_age_5_weeks_ago': stype.numerical,
'avg_monthly_purchase_amount_5_weeks_ago': stype.numerical,
'avg_monthly_purchase_count_5_weeks_ago': stype.numerical,
'avg_weeks_since_last_purchase_5_weeks_ago': stype.numerical
},
'rel-hm-user-churn': {
'customer_id': stype.numerical,
'timestamp': stype.timestamp,
'churn': stype.categorical,
'week_of_year': stype.categorical,
'month_of_year': stype.categorical,
'day_of_month': stype.categorical,
'age': stype.numerical,
'fn_not_null': stype.categorical,
'is_active': stype.categorical,
'club_member_status': stype.categorical,
'fashion_news_frequency': stype.categorical,
'total_purchase_count': stype.numerical,
'total_purchase_amount': stype.numerical,
'avg_purchase_price': stype.numerical,
'total_unique_articles_purchased': stype.numerical,
'prop_sales_channel_2': stype.numerical,
'modal_dept_no': stype.categorical,
'modal_section_no': stype.categorical,
'modal_color_id': stype.categorical,
'num_purchases_1_weeks_ago': stype.numerical,
'purchased_amount_1_weeks_ago': stype.numerical,
'avg_purchase_price_1_weeks_ago': stype.numerical,
'num_unique_articles_purchased_1_weeks_ago': stype.numerical,
'prop_sales_channel_2_1_weeks_ago': stype.numerical,
'avg_monthly_sales_amount_1_weeks_ago': stype.numerical,
'avg_monthly_sales_count_1_weeks_ago': stype.numerical,
'avg_days_since_last_sale_1_weeks_ago': stype.numerical,
'modal_dept_no_1_weeks_ago': stype.categorical,
'modal_section_no_1_weeks_ago': stype.categorical,
'modal_color_id_1_weeks_ago': stype.categorical,
'num_purchases_2_weeks_ago': stype.numerical,
'purchased_amount_2_weeks_ago': stype.numerical,
'avg_purchase_price_2_weeks_ago': stype.numerical,
'num_unique_articles_purchased_2_weeks_ago': stype.numerical,
'prop_sales_channel_2_2_weeks_ago': stype.numerical,
'avg_monthly_sales_amount_2_weeks_ago': stype.numerical,
'avg_monthly_sales_count_2_weeks_ago': stype.numerical,
'avg_days_since_last_sale_2_weeks_ago': stype.numerical,
'modal_dept_no_2_weeks_ago': stype.categorical,
'modal_section_no_2_weeks_ago': stype.categorical,
'modal_color_id_2_weeks_ago': stype.categorical,
'num_purchases_3_weeks_ago': stype.numerical,
'purchased_amount_3_weeks_ago': stype.numerical,
'avg_purchase_price_3_weeks_ago': stype.numerical,
'num_unique_articles_purchased_3_weeks_ago': stype.numerical,
'prop_sales_channel_2_3_weeks_ago': stype.numerical,
'avg_monthly_sales_amount_3_weeks_ago': stype.numerical,
'avg_monthly_sales_count_3_weeks_ago': stype.numerical,
'avg_days_since_last_sale_3_weeks_ago': stype.numerical,
'modal_dept_no_3_weeks_ago': stype.categorical,
'modal_section_no_3_weeks_ago': stype.categorical,
'modal_color_id_3_weeks_ago': stype.categorical,
'num_purchases_4_weeks_ago': stype.numerical,
'purchased_amount_4_weeks_ago': stype.numerical,
'avg_purchase_price_4_weeks_ago': stype.numerical,
'num_unique_articles_purchased_4_weeks_ago': stype.numerical,
'prop_sales_channel_2_4_weeks_ago': stype.numerical,
'avg_monthly_sales_amount_4_weeks_ago': stype.numerical,
'avg_monthly_sales_count_4_weeks_ago': stype.numerical,
'avg_days_since_last_sale_4_weeks_ago': stype.numerical,
'modal_dept_no_4_weeks_ago': stype.categorical,
'modal_section_no_4_weeks_ago': stype.categorical,
'modal_color_id_4_weeks_ago': stype.categorical,
'num_purchases_5_weeks_ago': stype.numerical,
'purchased_amount_5_weeks_ago': stype.numerical,
'avg_purchase_price_5_weeks_ago': stype.numerical,
'num_unique_articles_purchased_5_weeks_ago': stype.numerical,
'prop_sales_channel_2_5_weeks_ago': stype.numerical,
'avg_monthly_sales_amount_5_weeks_ago': stype.numerical,
'avg_monthly_sales_count_5_weeks_ago': stype.numerical,
'avg_days_since_last_sale_5_weeks_ago': stype.numerical,
'modal_dept_no_5_weeks_ago': stype.categorical,
'modal_section_no_5_weeks_ago': stype.categorical,
'modal_color_id_5_weeks_ago': stype.categorical
},
'rel-f1-driver-position': {
'driverId': stype.numerical,
'date': stype.timestamp,
'position': stype.numerical,
'week_of_year': stype.categorical,
'driver_ref': stype.categorical,
'driver_age': stype.numerical,
'driver_nationality': stype.categorical,
'driver_position': stype.numerical,
'driver_points': stype.numerical,
'driver_wins': stype.numerical,
'driver_points_lag': stype.numerical,
'driver_points_lead': stype.numerical,
'days_since_last_race': stype.numerical,
'constructor_ref': stype.categorical,
'constructor_nationality': stype.categorical,
'constructor_position': stype.numerical,
'constructor_points': stype.numerical,
'constructor_wins': stype.numerical,
'constructor_points_lag': stype.numerical,
'constructor_points_lead': stype.numerical,
'position_diff': stype.numerical,
'points_ratio': stype.numerical,
'wins_ratio': stype.numerical,
'past_1_driver_position': stype.numerical,
'past_1_driver_points': stype.numerical,
'past_1_driver_grid': stype.numerical,
'past_1_position_gain': stype.numerical,
'past_1_driver_rank': stype.numerical,
'past_1_pct_laps_completed': stype.numerical,
'past_1_dnf': stype.categorical,
'past_1_constructor_points': stype.numerical,
'upcoming_1_round': stype.categorical,
'upcoming_1_circuit_id': stype.categorical,
'past_2_driver_position': stype.numerical,
'past_2_driver_points': stype.numerical,
'past_2_driver_grid': stype.numerical,
'past_2_position_gain': stype.numerical,
'past_2_driver_rank': stype.numerical,
'past_2_pct_laps_completed': stype.numerical,
'past_2_dnf': stype.categorical,
'past_2_constructor_points': stype.numerical,
'upcoming_2_round': stype.categorical,
'upcoming_2_circuit_id': stype.categorical,
'past_3_driver_position': stype.numerical,
'past_3_driver_points': stype.numerical,
'past_3_driver_grid': stype.numerical,
'past_3_position_gain': stype.numerical,
'past_3_driver_rank': stype.numerical,
'past_3_pct_laps_completed': stype.numerical,
'past_3_dnf': stype.categorical,
'past_3_constructor_points': stype.numerical,
'upcoming_3_round': stype.categorical,
'upcoming_3_circuit_id': stype.categorical
},
'rel-f1-driver-dnf': {
'driverId': stype.numerical,
'date': stype.timestamp,
'did_not_finish': stype.categorical,
'week_of_year': stype.categorical,
'driver_ref': stype.categorical,
'driver_age': stype.numerical,
'driver_nationality': stype.categorical,
'driver_position': stype.numerical,
'driver_points': stype.numerical,
'driver_wins': stype.numerical,
'driver_points_lag': stype.numerical,
'driver_points_lead': stype.numerical,
'days_since_last_race': stype.numerical,
'constructor_ref': stype.categorical,
'constructor_nationality': stype.categorical,
'constructor_position': stype.numerical,
'constructor_points': stype.numerical,
'constructor_wins': stype.numerical,
'constructor_points_lag': stype.numerical,
'constructor_points_lead': stype.numerical,
'position_diff': stype.numerical,
'points_ratio': stype.numerical,
'wins_ratio': stype.numerical,
'past_1_driver_position': stype.numerical,
'past_1_driver_points': stype.numerical,
'past_1_driver_grid': stype.numerical,
'past_1_position_gain': stype.numerical,
'past_1_driver_rank': stype.numerical,
'past_1_pct_laps_completed': stype.numerical,
'past_1_dnf': stype.categorical,
'past_1_constructor_points': stype.numerical,
'upcoming_1_round': stype.categorical,
'upcoming_1_circuit_id': stype.categorical,
'past_2_driver_position': stype.numerical,
'past_2_driver_points': stype.numerical,
'past_2_driver_grid': stype.numerical,
'past_2_position_gain': stype.numerical,
'past_2_driver_rank': stype.numerical,
'past_2_pct_laps_completed': stype.numerical,
'past_2_dnf': stype.categorical,
'past_2_constructor_points': stype.numerical,
'upcoming_2_round': stype.categorical,
'upcoming_2_circuit_id': stype.categorical,
'past_3_driver_position': stype.numerical,
'past_3_driver_points': stype.numerical,
'past_3_driver_grid': stype.numerical,
'past_3_position_gain': stype.numerical,
'past_3_driver_rank': stype.numerical,
'past_3_pct_laps_completed': stype.numerical,
'past_3_dnf': stype.categorical,
'past_3_constructor_points': stype.numerical,
'upcoming_3_round': stype.categorical,
'upcoming_3_circuit_id': stype.categorical
},
'rel-f1-driver-top3': {
'driverId': stype.numerical,
'date': stype.timestamp,
'qualifying': stype.categorical,
'week_of_year': stype.categorical,
'driver_ref': stype.categorical,
'driver_age': stype.numerical,
'driver_nationality': stype.categorical,
'driver_position': stype.numerical,
'driver_points': stype.numerical,
'driver_wins': stype.numerical,
'driver_points_lag': stype.numerical,
'driver_points_lead': stype.numerical,
'days_since_last_race': stype.numerical,
'constructor_ref': stype.categorical,
'constructor_nationality': stype.categorical,
'constructor_position': stype.numerical,
'constructor_points': stype.numerical,
'constructor_wins': stype.numerical,
'constructor_points_lag': stype.numerical,
'constructor_points_lead': stype.numerical,
'position_diff': stype.numerical,
'points_ratio': stype.numerical,
'wins_ratio': stype.numerical,
'past_1_driver_position': stype.numerical,
'past_1_driver_points': stype.numerical,
'past_1_driver_grid': stype.numerical,
'past_1_position_gain': stype.numerical,
'past_1_driver_rank': stype.numerical,
'past_1_pct_laps_completed': stype.numerical,
'past_1_dnf': stype.categorical,
'past_1_constructor_points': stype.numerical,
'upcoming_1_round': stype.categorical,
'upcoming_1_circuit_id': stype.categorical,
'past_2_driver_position': stype.numerical,
'past_2_driver_points': stype.numerical,
'past_2_driver_grid': stype.numerical,
'past_2_position_gain': stype.numerical,
'past_2_driver_rank': stype.numerical,
'past_2_pct_laps_completed': stype.numerical,
'past_2_dnf': stype.categorical,
'past_2_constructor_points': stype.numerical,
'upcoming_2_round': stype.categorical,
'upcoming_2_circuit_id': stype.categorical,
'past_3_driver_position': stype.numerical,
'past_3_driver_points': stype.numerical,
'past_3_driver_grid': stype.numerical,
'past_3_position_gain': stype.numerical,
'past_3_driver_rank': stype.numerical,
'past_3_pct_laps_completed': stype.numerical,
'past_3_dnf': stype.categorical,
'past_3_constructor_points': stype.numerical,
'upcoming_3_round': stype.categorical,
'upcoming_3_circuit_id': stype.categorical
},
'rel-event-user-attendance': {
'user': stype.numerical,
'timestamp': stype.timestamp,
'target': stype.numerical,
'locale': stype.text_embedded,
'age': stype.numerical,
'gender': stype.categorical,
'days_on_app': stype.numerical,
'location': stype.text_embedded,
'timezone': stype.numerical,
'num_friends': stype.numerical,
'past_1_num_invited': stype.numerical,
'past_1_num_yes': stype.numerical,
'past_1_num_no': stype.numerical,
'past_1_num_maybe': stype.numerical,
'past_1_avg_event_start_hour': stype.numerical,
'past_1_modal_event_dow': stype.categorical,
'past_1_num_invites': stype.numerical,
'past_1_num_interested': stype.numerical,
'past_1_num_not_interested': stype.numerical,
'past_1_num_invited_and_interested': stype.categorical,
'past_1_num_invited_and_not_interested': stype.numerical,
'past_2_num_invited': stype.numerical,
'past_2_num_yes': stype.numerical,
'past_2_num_no': stype.numerical,
'past_2_num_maybe': stype.numerical,
'past_2_avg_event_start_hour': stype.numerical,
'past_2_modal_event_dow': stype.categorical,
'past_2_num_invites': stype.numerical,
'past_2_num_interested': stype.numerical,
'past_2_num_not_interested': stype.numerical,
'past_2_num_invited_and_interested': stype.numerical,
'past_2_num_invited_and_not_interested': stype.categorical,
'past_3_num_invited': stype.numerical,
'past_3_num_yes': stype.numerical,
'past_3_num_no': stype.numerical,
'past_3_num_maybe': stype.numerical,
'past_3_avg_event_start_hour': stype.numerical,
'past_3_modal_event_dow': stype.categorical,
'past_3_num_invites': stype.numerical,
'past_3_num_interested': stype.numerical,
'past_3_num_not_interested': stype.numerical,
'past_3_num_invited_and_interested': stype.categorical,
'past_3_num_invited_and_not_interested': stype.categorical,
'past_4_num_invited': stype.numerical,
'past_4_num_yes': stype.numerical,
'past_4_num_no': stype.numerical,
'past_4_num_maybe': stype.numerical,
'past_4_avg_event_start_hour': stype.numerical,
'past_4_modal_event_dow': stype.categorical,
'past_4_num_invites': stype.numerical,
'past_4_num_interested': stype.numerical,
'past_4_num_not_interested': stype.numerical,
'past_4_num_invited_and_interested': stype.categorical,
'past_4_num_invited_and_not_interested': stype.numerical,
'past_5_num_invited': stype.numerical,
'past_5_num_yes': stype.numerical,
'past_5_num_no': stype.numerical,
'past_5_num_maybe': stype.numerical,
'past_5_avg_event_start_hour': stype.numerical,
'past_5_modal_event_dow': stype.numerical,
'past_5_num_invites': stype.numerical,
'past_5_num_interested': stype.numerical,
'past_5_num_not_interested': stype.numerical,
'past_5_num_invited_and_interested': stype.numerical,
'past_5_num_invited_and_not_interested': stype.categorical
},
'rel-event-user-ignore': {
'user': stype.numerical,
'timestamp': stype.timestamp,
'target': stype.numerical,
'locale': stype.text_embedded,
'age': stype.numerical,
'gender': stype.categorical,
'days_on_app': stype.numerical,
'location': stype.text_embedded,
'timezone': stype.numerical,
'num_friends': stype.numerical,
'past_1_num_invited': stype.numerical,
'past_1_num_yes': stype.numerical,
'past_1_num_no': stype.numerical,
'past_1_num_maybe': stype.numerical,
'past_1_avg_event_start_hour': stype.numerical,
'past_1_modal_event_dow': stype.categorical,
'past_1_num_invites': stype.numerical,
'past_1_num_interested': stype.numerical,
'past_1_num_not_interested': stype.numerical,
'past_1_num_invited_and_interested': stype.categorical,
'past_1_num_invited_and_not_interested': stype.numerical,
'past_2_num_invited': stype.numerical,
'past_2_num_yes': stype.numerical,
'past_2_num_no': stype.numerical,
'past_2_num_maybe': stype.numerical,
'past_2_avg_event_start_hour': stype.numerical,
'past_2_modal_event_dow': stype.categorical,
'past_2_num_invites': stype.numerical,
'past_2_num_interested': stype.numerical,
'past_2_num_not_interested': stype.numerical,
'past_2_num_invited_and_interested': stype.numerical,
'past_2_num_invited_and_not_interested': stype.categorical,
'past_3_num_invited': stype.numerical,
'past_3_num_yes': stype.numerical,
'past_3_num_no': stype.numerical,
'past_3_num_maybe': stype.numerical,
'past_3_avg_event_start_hour': stype.numerical,
'past_3_modal_event_dow': stype.categorical,
'past_3_num_invites': stype.numerical,
'past_3_num_interested': stype.numerical,
'past_3_num_not_interested': stype.numerical,
'past_3_num_invited_and_interested': stype.categorical,
'past_3_num_invited_and_not_interested': stype.categorical,
'past_4_num_invited': stype.numerical,
'past_4_num_yes': stype.numerical,
'past_4_num_no': stype.numerical,
'past_4_num_maybe': stype.numerical,
'past_4_avg_event_start_hour': stype.numerical,
'past_4_modal_event_dow': stype.categorical,
'past_4_num_invites': stype.numerical,
'past_4_num_interested': stype.numerical,
'past_4_num_not_interested': stype.numerical,
'past_4_num_invited_and_interested': stype.categorical,
'past_4_num_invited_and_not_interested': stype.numerical,
'past_5_num_invited': stype.numerical,
'past_5_num_yes': stype.numerical,
'past_5_num_no': stype.numerical,
'past_5_num_maybe': stype.numerical,
'past_5_avg_event_start_hour': stype.numerical,
'past_5_modal_event_dow': stype.numerical,
'past_5_num_invites': stype.numerical,
'past_5_num_interested': stype.numerical,
'past_5_num_not_interested': stype.numerical,
'past_5_num_invited_and_interested': stype.numerical,
'past_5_num_invited_and_not_interested': stype.categorical
},
'rel-event-user-repeat': {
'user': stype.numerical,
'timestamp': stype.timestamp,
'target': stype.numerical,
'locale': stype.text_embedded,
'age': stype.numerical,
'gender': stype.categorical,
'days_on_app': stype.numerical,
'location': stype.text_embedded,
'timezone': stype.numerical,
'num_friends': stype.numerical,
'past_1_num_invited': stype.numerical,
'past_1_num_yes': stype.numerical,
'past_1_num_no': stype.numerical,
'past_1_num_maybe': stype.numerical,
'past_1_avg_event_start_hour': stype.numerical,
'past_1_modal_event_dow': stype.categorical,
'past_1_num_invites': stype.numerical,
'past_1_num_interested': stype.numerical,
'past_1_num_not_interested': stype.numerical,
'past_1_num_invited_and_interested': stype.categorical,
'past_1_num_invited_and_not_interested': stype.numerical,
'past_2_num_invited': stype.numerical,
'past_2_num_yes': stype.numerical,
'past_2_num_no': stype.numerical,
'past_2_num_maybe': stype.numerical,
'past_2_avg_event_start_hour': stype.numerical,
'past_2_modal_event_dow': stype.categorical,
'past_2_num_invites': stype.numerical,
'past_2_num_interested': stype.numerical,
'past_2_num_not_interested': stype.numerical,
'past_2_num_invited_and_interested': stype.numerical,
'past_2_num_invited_and_not_interested': stype.categorical,
'past_3_num_invited': stype.numerical,
'past_3_num_yes': stype.numerical,
'past_3_num_no': stype.numerical,
'past_3_num_maybe': stype.numerical,
'past_3_avg_event_start_hour': stype.numerical,
'past_3_modal_event_dow': stype.categorical,
'past_3_num_invites': stype.numerical,
'past_3_num_interested': stype.numerical,
'past_3_num_not_interested': stype.numerical,
'past_3_num_invited_and_interested': stype.categorical,
'past_3_num_invited_and_not_interested': stype.categorical,
'past_4_num_invited': stype.numerical,
'past_4_num_yes': stype.numerical,
'past_4_num_no': stype.numerical,
'past_4_num_maybe': stype.numerical,
'past_4_avg_event_start_hour': stype.numerical,
'past_4_modal_event_dow': stype.categorical,
'past_4_num_invites': stype.numerical,
'past_4_num_interested': stype.numerical,
'past_4_num_not_interested': stype.numerical,
'past_4_num_invited_and_interested': stype.categorical,
'past_4_num_invited_and_not_interested': stype.numerical,
'past_5_num_invited': stype.numerical,
'past_5_num_yes': stype.numerical,
'past_5_num_no': stype.numerical,
'past_5_num_maybe': stype.numerical,
'past_5_avg_event_start_hour': stype.numerical,
'past_5_modal_event_dow': stype.numerical,
'past_5_num_invites': stype.numerical,
'past_5_num_interested': stype.numerical,
'past_5_num_not_interested': stype.numerical,
'past_5_num_invited_and_interested': stype.numerical,
'past_5_num_invited_and_not_interested': stype.categorical
},
}