slates sequence | R_bar_r int64 | r_tilde int64 | interest int64 | engagements sequence | one_hot_engagements sequence | __index_level_0__ int64 |
|---|---|---|---|---|---|---|
[
116
] | 0 | 0 | 367 | [
0,
1,
0,
0
] | [
1,
0,
0,
0,
1,
1,
0,
1,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0
] | 4,091,489 |
[
29,
64,
65
] | 0 | 0 | 26 | [
2,
0,
1,
2
] | [
0,
0,
1,
1,
0,
0,
1,
0,
0,
1,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0
] | 1,871,502 |
[
208,
209,
210
] | 0 | 0 | 133 | [
0,
1,
0,
2
] | [
1,
0,
0,
0,
1,
1,
0,
0,
0,
1,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0
] | 4,648,887 |
[
997,
1005,
1010,
1003,
1009,
1002
] | 4 | 0 | 2 | [
1,
0,
1,
5
] | [
0,
1,
0,
1,
0,
0,
1,
0,
0,
0,
0,
0,
1,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0
] | 4,579,398 |
[
1120,
1112,
1113,
1114
] | 0 | 0 | 4,932 | [
2,
0,
1,
3
] | [
0,
0,
1,
1,
0,
0,
1,
0,
0,
0,
1,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0
] | 4,036,280 |
[
232,
208,
209,
210
] | 0 | 0 | 883 | [
1,
0,
1,
3
] | [
0,
1,
0,
1,
0,
0,
1,
0,
0,
0,
1,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0
] | 4,349,593 |
[
934,
937,
936
] | 3 | 0 | 51 | [
0,
0,
0,
2
] | [
1,
0,
0,
1,
0,
1,
0,
0,
0,
1,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0
] | 2,587,106 |
[
42,
43,
42
] | 0 | 0 | 463 | [
2,
0,
1,
2
] | [
0,
0,
1,
1,
0,
0,
1,
0,
0,
1,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0
] | 4,524,424 |
[
945,
953,
952,
949
] | 0 | 0 | 338 | [
0,
1,
0,
3
] | [
1,
0,
0,
0,
1,
1,
0,
0,
0,
0,
1,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0
] | 383,833 |
[
945,
951,
947,
948,
953,
950
] | 0 | 0 | 166 | [
2,
0,
1,
5
] | [
0,
0,
1,
1,
0,
0,
1,
0,
0,
0,
0,
0,
1,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0
] | 857,203 |
[
233,
661,
222,
418,
224
] | 1 | 0 | 925 | [
2,
0,
1,
4
] | [
0,
0,
1,
1,
0,
0,
1,
0,
0,
0,
0,
1,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0
] | 408,881 |
[
1111,
1112,
1113,
1114
] | 1 | 0 | 3,756 | [
2,
0,
1,
3
] | [
0,
0,
1,
1,
0,
0,
1,
0,
0,
0,
1,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0
] | 4,976,701 |
[
997,
998,
1010,
1003,
1001,
1002
] | 2 | 0 | 401 | [
1,
0,
1,
5
] | [
0,
1,
0,
1,
0,
0,
1,
0,
0,
0,
0,
0,
1,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0
] | 4,818,025 |
[
160,
488,
254
] | 0 | 0 | 97 | [
2,
0,
1,
2
] | [
0,
0,
1,
1,
0,
0,
1,
0,
0,
1,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0
] | 5,083,432 |
[
30,
31
] | 2 | 0 | 187 | [
0,
0,
0,
1
] | [
1,
0,
0,
1,
0,
1,
0,
0,
1,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0
] | 2,614,468 |
[
1060,
1063
] | 1 | 0 | 541 | [
1,
0,
1,
1
] | [
0,
1,
0,
1,
0,
0,
1,
0,
1,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0
] | 4,722,395 |
[
23,
24,
25
] | 0 | 0 | 6 | [
0,
0,
0,
2
] | [
1,
0,
0,
1,
0,
1,
0,
0,
0,
1,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0
] | 3,486,222 |
[
48,
49
] | 1 | 0 | 438 | [
1,
0,
1,
1
] | [
0,
1,
0,
1,
0,
0,
1,
0,
1,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0
] | 5,138,284 |
[
889,
893,
885,
891,
892
] | 2 | 0 | 44 | [
2,
1,
1,
4
] | [
0,
0,
1,
0,
1,
0,
1,
0,
0,
0,
0,
1,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0
] | 772,550 |
[
1350
] | 1 | 0 | 2,144 | [
0,
0,
0,
0
] | [
1,
0,
0,
1,
0,
1,
0,
1,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0
] | 4,329,307 |
[
67,
68,
92,
69,
70,
71,
216
] | 3 | 0 | 1,030 | [
0,
0,
0,
6
] | [
1,
0,
0,
1,
0,
1,
0,
0,
0,
0,
0,
0,
0,
1,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0
] | 4,792,032 |
[
1173,
1174,
1163
] | 1 | 0 | 1,255 | [
1,
0,
1,
2
] | [
0,
1,
0,
1,
0,
0,
1,
0,
0,
1,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0
] | 1,739,674 |
[
997,
998,
1003,
1001,
1002
] | 0 | 0 | 2 | [
0,
0,
0,
4
] | [
1,
0,
0,
1,
0,
1,
0,
0,
0,
0,
0,
1,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0
] | 4,794,310 |
[
1350
] | 0 | 0 | 88 | [
1,
1,
1,
0
] | [
0,
1,
0,
0,
1,
0,
1,
1,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0
] | 3,336,965 |
[
232,
208,
210
] | 3 | 0 | 56 | [
0,
0,
0,
2
] | [
1,
0,
0,
1,
0,
1,
0,
0,
0,
1,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0
] | 4,554,035 |
[
1011,
1005,
1010,
1003,
1001,
1002
] | 2 | 0 | 401 | [
1,
0,
1,
5
] | [
0,
1,
0,
1,
0,
0,
1,
0,
0,
0,
0,
0,
1,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0
] | 4,007,369 |
[
945,
951,
952,
949
] | 0 | 0 | 218 | [
0,
1,
0,
3
] | [
1,
0,
0,
0,
1,
1,
0,
0,
0,
0,
1,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0
] | 229,120 |
[
735,
741,
739
] | 3 | 0 | 913 | [
0,
0,
0,
2
] | [
1,
0,
0,
1,
0,
1,
0,
0,
0,
1,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0
] | 1,187,211 |
[
1205,
1206
] | 1 | 0 | 546 | [
1,
0,
1,
1
] | [
0,
1,
0,
1,
0,
0,
1,
0,
1,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0
] | 3,337,275 |
[
20,
22
] | 0 | 0 | 1,506 | [
1,
0,
1,
1
] | [
0,
1,
0,
1,
0,
0,
1,
0,
1,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0
] | 28,679 |
[
151,
152,
153
] | 2 | 0 | 373 | [
0,
0,
0,
2
] | [
1,
0,
0,
1,
0,
1,
0,
0,
0,
1,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0
] | 856,857 |
[
997,
998,
999,
1003,
1001,
1002
] | 1 | 0 | 2 | [
2,
0,
1,
5
] | [
0,
0,
1,
1,
0,
0,
1,
0,
0,
0,
0,
0,
1,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0
] | 4,506,977 |
[
151,
152,
153
] | 1 | 0 | 627 | [
1,
0,
1,
2
] | [
0,
1,
0,
1,
0,
0,
1,
0,
0,
1,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0
] | 233,545 |
[
7,
8,
9
] | 1 | 0 | 523 | [
2,
0,
1,
2
] | [
0,
0,
1,
1,
0,
0,
1,
0,
0,
1,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0
] | 1,405,442 |
[
245,
246,
520
] | 0 | 0 | 780 | [
0,
0,
0,
2
] | [
1,
0,
0,
1,
0,
1,
0,
0,
0,
1,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0
] | 1,001,918 |
[
1115,
1116,
1130
] | 1 | 0 | 144 | [
1,
0,
1,
2
] | [
0,
1,
0,
1,
0,
0,
1,
0,
0,
1,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0
] | 3,600,750 |
[
208,
210
] | 0 | 0 | 381 | [
1,
0,
1,
1
] | [
0,
1,
0,
1,
0,
0,
1,
0,
1,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0
] | 123,375 |
[
151,
152,
153
] | 0 | 0 | 298 | [
1,
1,
1,
2
] | [
0,
1,
0,
0,
1,
0,
1,
0,
0,
1,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0
] | 1,549,648 |
[
1051,
1047,
1048
] | 1 | 0 | 543 | [
1,
0,
1,
2
] | [
0,
1,
0,
1,
0,
0,
1,
0,
0,
1,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0
] | 5,167,943 |
[
1111,
1112,
1113
] | 2 | 0 | 88 | [
0,
0,
0,
2
] | [
1,
0,
0,
1,
0,
1,
0,
0,
0,
1,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0
] | 3,071,031 |
[
1100,
1101
] | 1 | 0 | 6,064 | [
2,
0,
1,
1
] | [
0,
0,
1,
1,
0,
0,
1,
0,
1,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0
] | 2,085,235 |
[
735,
742,
739
] | 0 | 0 | 3,070 | [
0,
0,
0,
2
] | [
1,
0,
0,
1,
0,
1,
0,
0,
0,
1,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0
] | 174,069 |
[
788,
789
] | 2 | 0 | 3,188 | [
2,
0,
1,
1
] | [
0,
0,
1,
1,
0,
0,
1,
0,
1,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0
] | 2,939,733 |
[
288,
272,
518
] | 0 | 0 | 225 | [
0,
1,
0,
2
] | [
1,
0,
0,
0,
1,
1,
0,
0,
0,
1,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0
] | 2,327,205 |
[
159,
253,
254
] | 0 | 0 | 224 | [
2,
0,
1,
2
] | [
0,
0,
1,
1,
0,
0,
1,
0,
0,
1,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0
] | 4,095,715 |
[
1011,
1005,
1010,
1003,
1001,
1002
] | 1 | 0 | 3,995 | [
2,
1,
1,
5
] | [
0,
0,
1,
0,
1,
0,
1,
0,
0,
0,
0,
0,
1,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0
] | 3,058,808 |
[
801,
789,
790
] | 2 | 0 | 3,214 | [
0,
0,
0,
2
] | [
1,
0,
0,
1,
0,
1,
0,
0,
0,
1,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0
] | 530,684 |
[
1100,
1103,
1102
] | 1 | 0 | 6,064 | [
2,
0,
1,
2
] | [
0,
0,
1,
1,
0,
0,
1,
0,
0,
1,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0
] | 2,960,836 |
[
250,
251,
252
] | 1 | 0 | 711 | [
1,
0,
1,
2
] | [
0,
1,
0,
1,
0,
0,
1,
0,
0,
1,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0
] | 195,149 |
[
1293,
1359,
1357
] | 1 | 0 | 169 | [
0,
0,
0,
2
] | [
1,
0,
0,
1,
0,
1,
0,
0,
0,
1,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0
] | 4,180,035 |
[
1112,
1113,
1127
] | 0 | 0 | 912 | [
2,
0,
1,
2
] | [
0,
0,
1,
1,
0,
0,
1,
0,
0,
1,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0
] | 3,053,173 |
[
1011,
1005,
1010,
1003,
1001,
1002
] | 1 | 0 | 230 | [
2,
0,
1,
5
] | [
0,
0,
1,
1,
0,
0,
1,
0,
0,
0,
0,
0,
1,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0
] | 3,963,461 |
[
752,
754,
755,
753
] | 2 | 0 | 3,227 | [
0,
0,
0,
3
] | [
1,
0,
0,
1,
0,
1,
0,
0,
0,
0,
1,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0
] | 2,291,224 |
[
1051,
1047,
1048
] | 0 | 0 | 541 | [
1,
0,
1,
2
] | [
0,
1,
0,
1,
0,
0,
1,
0,
0,
1,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0
] | 4,854,350 |
[
910
] | 1 | 0 | 7 | [
2,
0,
1,
0
] | [
0,
0,
1,
1,
0,
0,
1,
1,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0
] | 2,232,953 |
[
997,
998,
1006,
1003,
1001,
1002
] | 1 | 0 | 401 | [
1,
0,
1,
5
] | [
0,
1,
0,
1,
0,
0,
1,
0,
0,
0,
0,
0,
1,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0
] | 4,552,617 |
[
248,
111,
112,
113,
411
] | 0 | 0 | 155 | [
0,
0,
0,
4
] | [
1,
0,
0,
1,
0,
1,
0,
0,
0,
0,
0,
1,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0
] | 560,185 |
[
945,
951,
947,
948,
949,
950
] | 0 | 0 | 152 | [
0,
0,
0,
5
] | [
1,
0,
0,
1,
0,
1,
0,
0,
0,
0,
0,
0,
1,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0
] | 3,188,250 |
[
1082
] | 1 | 0 | 3,324 | [
1,
0,
1,
0
] | [
0,
1,
0,
1,
0,
0,
1,
1,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0
] | 4,303,367 |
[
841,
834,
870
] | 1 | 0 | 1,294 | [
1,
0,
1,
2
] | [
0,
1,
0,
1,
0,
0,
1,
0,
0,
1,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0
] | 5,088,645 |
[
735,
736,
739
] | 1 | 0 | 913 | [
1,
0,
1,
2
] | [
0,
1,
0,
1,
0,
0,
1,
0,
0,
1,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0
] | 798,823 |
[
735,
742,
739
] | 1 | 0 | 200 | [
1,
0,
1,
2
] | [
0,
1,
0,
1,
0,
0,
1,
0,
0,
1,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0
] | 418,261 |
[
279,
208,
209,
210
] | 1 | 0 | 375 | [
2,
0,
1,
3
] | [
0,
0,
1,
1,
0,
0,
1,
0,
0,
0,
1,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0
] | 427,341 |
[
151,
152,
153
] | 1 | 0 | 445 | [
0,
0,
0,
2
] | [
1,
0,
0,
1,
0,
1,
0,
0,
0,
1,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0
] | 1,648,023 |
[
270,
55,
271
] | 0 | 0 | 100 | [
0,
0,
0,
2
] | [
1,
0,
0,
1,
0,
1,
0,
0,
0,
1,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0
] | 950,872 |
[
945,
951,
952,
949
] | 0 | 0 | 548 | [
1,
1,
1,
3
] | [
0,
1,
0,
0,
1,
0,
1,
0,
0,
0,
1,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0
] | 907,129 |
[
1046,
1047,
1048
] | 1 | 0 | 188 | [
0,
0,
0,
2
] | [
1,
0,
0,
1,
0,
1,
0,
0,
0,
1,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0
] | 2,270,416 |
[
731,
747
] | 2 | 0 | 3,103 | [
2,
0,
1,
1
] | [
0,
0,
1,
1,
0,
0,
1,
0,
1,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0
] | 4,422,504 |
[
282,
137,
138
] | 1 | 0 | 253 | [
1,
0,
1,
2
] | [
0,
1,
0,
1,
0,
0,
1,
0,
0,
1,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0
] | 1,636,225 |
[
20,
28
] | 2 | 0 | 164 | [
1,
0,
1,
1
] | [
0,
1,
0,
1,
0,
0,
1,
0,
1,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0
] | 2,132,174 |
[
303,
271
] | 1 | 0 | 21 | [
1,
0,
1,
1
] | [
0,
1,
0,
1,
0,
0,
1,
0,
1,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0
] | 3,532,759 |
[
752,
753
] | 0 | 0 | 3,227 | [
2,
0,
1,
1
] | [
0,
0,
1,
1,
0,
0,
1,
0,
1,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0
] | 2,012,086 |
[
96,
508,
580,
99,
100,
554
] | 1 | 0 | 20 | [
1,
0,
1,
5
] | [
0,
1,
0,
1,
0,
0,
1,
0,
0,
0,
0,
0,
1,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0
] | 3,081,927 |
[
1218,
1219,
1220
] | 1 | 0 | 90 | [
1,
0,
1,
2
] | [
0,
1,
0,
1,
0,
0,
1,
0,
0,
1,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0
] | 3,434,577 |
[
30,
31
] | 1 | 0 | 895 | [
1,
0,
1,
1
] | [
0,
1,
0,
1,
0,
0,
1,
0,
1,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0
] | 2,769,725 |
[
997,
998,
1006,
1003,
1001,
1002
] | 1 | 0 | 947 | [
1,
0,
1,
5
] | [
0,
1,
0,
1,
0,
0,
1,
0,
0,
0,
0,
0,
1,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0
] | 4,209,609 |
[
42,
43,
42
] | 1 | 0 | 38 | [
1,
0,
1,
2
] | [
0,
1,
0,
1,
0,
0,
1,
0,
0,
1,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0
] | 3,622,545 |
[
59,
60,
61
] | 2 | 0 | 1,339 | [
0,
0,
0,
2
] | [
1,
0,
0,
1,
0,
1,
0,
0,
0,
1,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0
] | 4,041,537 |
[
1046,
1047,
1048
] | 0 | 0 | 130 | [
2,
0,
1,
2
] | [
0,
0,
1,
1,
0,
0,
1,
0,
0,
1,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0
] | 1,170,292 |
[
96,
97,
580,
99,
100,
554
] | 3 | 0 | 20 | [
1,
0,
1,
5
] | [
0,
1,
0,
1,
0,
0,
1,
0,
0,
0,
0,
0,
1,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0
] | 954,986 |
[
29
] | 1 | 0 | 9 | [
0,
0,
0,
0
] | [
1,
0,
0,
1,
0,
1,
0,
1,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0
] | 383,008 |
[
48,
49
] | 0 | 0 | 298 | [
1,
0,
1,
1
] | [
0,
1,
0,
1,
0,
0,
1,
0,
1,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0
] | 1,024,273 |
[
151,
152,
153
] | 1 | 0 | 445 | [
1,
0,
1,
2
] | [
0,
1,
0,
1,
0,
0,
1,
0,
0,
1,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0
] | 270,859 |
[
85,
86,
88,
95
] | 1 | 0 | 196 | [
1,
0,
1,
3
] | [
0,
1,
0,
1,
0,
0,
1,
0,
0,
0,
1,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0
] | 2,369,473 |
[
788,
794,
795
] | 1 | 0 | 293 | [
1,
0,
1,
2
] | [
0,
1,
0,
1,
0,
0,
1,
0,
0,
1,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0
] | 2,057,383 |
[
973,
969,
970
] | 0 | 0 | 6 | [
1,
0,
1,
2
] | [
0,
1,
0,
1,
0,
0,
1,
0,
0,
1,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0
] | 2,516,636 |
[
767,
768
] | 1 | 0 | 145 | [
0,
0,
0,
1
] | [
1,
0,
0,
1,
0,
1,
0,
0,
1,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0
] | 1,030,131 |
[
151,
152,
153
] | 1 | 0 | 1,883 | [
2,
0,
1,
2
] | [
0,
0,
1,
1,
0,
0,
1,
0,
0,
1,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0
] | 1,513,485 |
[
708,
709,
710,
712
] | 1 | 0 | 3,005 | [
1,
0,
1,
3
] | [
0,
1,
0,
1,
0,
0,
1,
0,
0,
0,
1,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0
] | 3,662,764 |
[
398,
543,
400
] | 1 | 0 | 1,864 | [
1,
0,
1,
2
] | [
0,
1,
0,
1,
0,
0,
1,
0,
0,
1,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0
] | 3,510,180 |
[
45,
46,
47
] | 3 | 0 | 16 | [
0,
0,
0,
2
] | [
1,
0,
0,
1,
0,
1,
0,
0,
0,
1,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0
] | 3,796,845 |
[
735,
736,
739
] | 1 | 0 | 913 | [
1,
0,
1,
2
] | [
0,
1,
0,
1,
0,
0,
1,
0,
0,
1,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0
] | 1,172,763 |
[
196,
198
] | 2 | 0 | 662 | [
1,
0,
1,
1
] | [
0,
1,
0,
1,
0,
0,
1,
0,
1,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0
] | 634,895 |
[
270,
55,
271
] | 1 | 0 | 300 | [
0,
0,
0,
2
] | [
1,
0,
0,
1,
0,
1,
0,
0,
0,
1,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0
] | 1,378,835 |
[
30,
31
] | 0 | 0 | 382 | [
1,
0,
1,
1
] | [
0,
1,
0,
1,
0,
0,
1,
0,
1,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0
] | 1,597,497 |
[
841,
834,
837
] | 1 | 0 | 88 | [
1,
0,
1,
2
] | [
0,
1,
0,
1,
0,
0,
1,
0,
0,
1,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0
] | 2,578,444 |
[
1062,
1061,
1060
] | 1 | 0 | 564 | [
1,
0,
1,
2
] | [
0,
1,
0,
1,
0,
0,
1,
0,
0,
1,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0
] | 2,748,509 |
[
1137,
1136
] | 0 | 0 | 6,135 | [
1,
0,
1,
1
] | [
0,
1,
0,
1,
0,
0,
1,
0,
1,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0
] | 1,919,810 |
[
1062,
1061,
1060,
1063
] | 1 | 0 | 541 | [
0,
0,
0,
3
] | [
1,
0,
0,
1,
0,
1,
0,
0,
0,
0,
1,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0,
0
] | 1,450,562 |
[
1349,
1350,
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Dataset Card for Click Reco Slates
Data structure. The data contain three files that contain click logs. These are train.parquet, val.parquet (validate) and special.parquet.
The file format is:
R_bar_r contains 0 for no click, or a i for a click on item i.
The interest contains the interests of the user.
The engagement contains other features that may help predict if the user clicks, one_hot_engagement is simply a one hot encoded representation of the engagements.
In addition the following embedding files are included:
products_embeddings.pt interest_embeddings.pt
which contain embeddings that can be indexed by the entries in slates (products_embbeddings.pt) or by the keyword (interest_embeddings.pt).
The train.parquet is intended for training and the val.parquet for validation - they are a randomized split. The special set special.parquet contains slates that are on a special list that are never seen in train and validate.
The motivation of this is that a click model for reco needs not to explain the data well as with likelihood, but to be capable of selecting new actions.
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