user_id_text stringlengths 1 7 | item_id_text stringlengths 1 7 | category_id_text stringlengths 2 7 | behavior stringclasses 4
values | timestamp_text stringlengths 3 11 | user_id int64 1 1.02M | item_id int64 1 5.16M | category_id int64 80 5.16M | event_at timestamp[us, tz=UTC]date 1902-05-07 22:32:46 2037-04-09 05:22:35 | source_row int64 1 100M | dataset_source stringclasses 1
value | synthetic bool 1
class |
|---|---|---|---|---|---|---|---|---|---|---|---|
1 | 2268318 | 2520377 | pv | 1511544070 | 1 | 2,268,318 | 2,520,377 | 2017-11-24T17:21:10 | 1 | taobaorec | false |
1 | 2333346 | 2520771 | pv | 1511561733 | 1 | 2,333,346 | 2,520,771 | 2017-11-24T22:15:33 | 2 | taobaorec | false |
1 | 2576651 | 149192 | pv | 1511572885 | 1 | 2,576,651 | 149,192 | 2017-11-25T01:21:25 | 3 | taobaorec | false |
1 | 3830808 | 4181361 | pv | 1511593493 | 1 | 3,830,808 | 4,181,361 | 2017-11-25T07:04:53 | 4 | taobaorec | false |
1 | 4365585 | 2520377 | pv | 1511596146 | 1 | 4,365,585 | 2,520,377 | 2017-11-25T07:49:06 | 5 | taobaorec | false |
1 | 4606018 | 2735466 | pv | 1511616481 | 1 | 4,606,018 | 2,735,466 | 2017-11-25T13:28:01 | 6 | taobaorec | false |
1 | 230380 | 411153 | pv | 1511644942 | 1 | 230,380 | 411,153 | 2017-11-25T21:22:22 | 7 | taobaorec | false |
1 | 3827899 | 2920476 | pv | 1511713473 | 1 | 3,827,899 | 2,920,476 | 2017-11-26T16:24:33 | 8 | taobaorec | false |
1 | 3745169 | 2891509 | pv | 1511725471 | 1 | 3,745,169 | 2,891,509 | 2017-11-26T19:44:31 | 9 | taobaorec | false |
1 | 1531036 | 2920476 | pv | 1511733732 | 1 | 1,531,036 | 2,920,476 | 2017-11-26T22:02:12 | 10 | taobaorec | false |
1 | 2266567 | 4145813 | pv | 1511741471 | 1 | 2,266,567 | 4,145,813 | 2017-11-27T00:11:11 | 11 | taobaorec | false |
1 | 2951368 | 1080785 | pv | 1511750828 | 1 | 2,951,368 | 1,080,785 | 2017-11-27T02:47:08 | 12 | taobaorec | false |
1 | 3108797 | 2355072 | pv | 1511758881 | 1 | 3,108,797 | 2,355,072 | 2017-11-27T05:01:21 | 13 | taobaorec | false |
1 | 1338525 | 149192 | pv | 1511773214 | 1 | 1,338,525 | 149,192 | 2017-11-27T09:00:14 | 14 | taobaorec | false |
1 | 2286574 | 2465336 | pv | 1511797167 | 1 | 2,286,574 | 2,465,336 | 2017-11-27T15:39:27 | 15 | taobaorec | false |
1 | 5002615 | 2520377 | pv | 1511839385 | 1 | 5,002,615 | 2,520,377 | 2017-11-28T03:23:05 | 16 | taobaorec | false |
1 | 2734026 | 4145813 | pv | 1511842184 | 1 | 2,734,026 | 4,145,813 | 2017-11-28T04:09:44 | 17 | taobaorec | false |
1 | 5002615 | 2520377 | pv | 1511844273 | 1 | 5,002,615 | 2,520,377 | 2017-11-28T04:44:33 | 18 | taobaorec | false |
1 | 3239041 | 2355072 | pv | 1511855664 | 1 | 3,239,041 | 2,355,072 | 2017-11-28T07:54:24 | 19 | taobaorec | false |
1 | 4615417 | 4145813 | pv | 1511870864 | 1 | 4,615,417 | 4,145,813 | 2017-11-28T12:07:44 | 20 | taobaorec | false |
1 | 4152983 | 2355072 | pv | 1511871096 | 1 | 4,152,983 | 2,355,072 | 2017-11-28T12:11:36 | 21 | taobaorec | false |
1 | 266784 | 2520771 | pv | 1511884553 | 1 | 266,784 | 2,520,771 | 2017-11-28T15:55:53 | 22 | taobaorec | false |
1 | 46259 | 149192 | pv | 1511892772 | 1 | 46,259 | 149,192 | 2017-11-28T18:12:52 | 23 | taobaorec | false |
1 | 266784 | 2520771 | pv | 1511909676 | 1 | 266,784 | 2,520,771 | 2017-11-28T22:54:36 | 24 | taobaorec | false |
1 | 4092065 | 2355072 | pv | 1511910242 | 1 | 4,092,065 | 2,355,072 | 2017-11-28T23:04:02 | 25 | taobaorec | false |
1 | 1305059 | 2520771 | pv | 1511911930 | 1 | 1,305,059 | 2,520,771 | 2017-11-28T23:32:10 | 26 | taobaorec | false |
1 | 2791761 | 2355072 | pv | 1511914689 | 1 | 2,791,761 | 2,355,072 | 2017-11-29T00:18:09 | 27 | taobaorec | false |
1 | 3239041 | 2355072 | pv | 1511939239 | 1 | 3,239,041 | 2,355,072 | 2017-11-29T07:07:19 | 28 | taobaorec | false |
1 | 46259 | 149192 | pv | 1511940971 | 1 | 46,259 | 149,192 | 2017-11-29T07:36:11 | 29 | taobaorec | false |
1 | 4973305 | 2520771 | pv | 1511969365 | 1 | 4,973,305 | 2,520,771 | 2017-11-29T15:29:25 | 30 | taobaorec | false |
1 | 2087357 | 2131531 | pv | 1511975142 | 1 | 2,087,357 | 2,131,531 | 2017-11-29T17:05:42 | 31 | taobaorec | false |
1 | 3157558 | 2520771 | pv | 1511984943 | 1 | 3,157,558 | 2,520,771 | 2017-11-29T19:49:03 | 32 | taobaorec | false |
1 | 2087357 | 2131531 | pv | 1512004568 | 1 | 2,087,357 | 2,131,531 | 2017-11-30T01:16:08 | 33 | taobaorec | false |
1 | 4170517 | 149192 | pv | 1512011019 | 1 | 4,170,517 | 149,192 | 2017-11-30T03:03:39 | 34 | taobaorec | false |
1 | 1340922 | 4690421 | pv | 1512041260 | 1 | 1,340,922 | 4,690,421 | 2017-11-30T11:27:40 | 35 | taobaorec | false |
1 | 3911125 | 982926 | pv | 1512044958 | 1 | 3,911,125 | 982,926 | 2017-11-30T12:29:18 | 36 | taobaorec | false |
1 | 4170517 | 149192 | pv | 1512049438 | 1 | 4,170,517 | 149,192 | 2017-11-30T13:43:58 | 37 | taobaorec | false |
1 | 3682069 | 4690421 | pv | 1512059832 | 1 | 3,682,069 | 4,690,421 | 2017-11-30T16:37:12 | 38 | taobaorec | false |
1 | 4954999 | 411153 | pv | 1512061318 | 1 | 4,954,999 | 411,153 | 2017-11-30T17:01:58 | 39 | taobaorec | false |
1 | 79715 | 2355072 | pv | 1512064350 | 1 | 79,715 | 2,355,072 | 2017-11-30T17:52:30 | 40 | taobaorec | false |
1 | 4666650 | 4756105 | pv | 1512084223 | 1 | 4,666,650 | 4,756,105 | 2017-11-30T23:23:43 | 41 | taobaorec | false |
1 | 1323189 | 3524510 | pv | 1512149435 | 1 | 1,323,189 | 3,524,510 | 2017-12-01T17:30:35 | 42 | taobaorec | false |
1 | 4198227 | 1320293 | pv | 1512149929 | 1 | 4,198,227 | 1,320,293 | 2017-12-01T17:38:49 | 43 | taobaorec | false |
1 | 4954999 | 411153 | pv | 1512172732 | 1 | 4,954,999 | 411,153 | 2017-12-01T23:58:52 | 44 | taobaorec | false |
1 | 2041056 | 4801426 | pv | 1512187543 | 1 | 2,041,056 | 4,801,426 | 2017-12-02T04:05:43 | 45 | taobaorec | false |
1 | 3219016 | 3002561 | pv | 1512190033 | 1 | 3,219,016 | 3,002,561 | 2017-12-02T04:47:13 | 46 | taobaorec | false |
1 | 2104483 | 4756105 | pv | 1512194830 | 1 | 2,104,483 | 4,756,105 | 2017-12-02T06:07:10 | 47 | taobaorec | false |
1 | 2028434 | 4801426 | pv | 1512224248 | 1 | 2,028,434 | 4,801,426 | 2017-12-02T14:17:28 | 48 | taobaorec | false |
1 | 3219016 | 3002561 | pv | 1512244023 | 1 | 3,219,016 | 3,002,561 | 2017-12-02T19:47:03 | 49 | taobaorec | false |
1 | 2278603 | 3002561 | pv | 1512251522 | 1 | 2,278,603 | 3,002,561 | 2017-12-02T21:52:02 | 50 | taobaorec | false |
1 | 929177 | 4801426 | pv | 1512252443 | 1 | 929,177 | 4,801,426 | 2017-12-02T22:07:23 | 51 | taobaorec | false |
1 | 4954999 | 411153 | pv | 1512264993 | 1 | 4,954,999 | 411,153 | 2017-12-03T01:36:33 | 52 | taobaorec | false |
1 | 818610 | 411153 | pv | 1512268502 | 1 | 818,610 | 411,153 | 2017-12-03T02:35:02 | 53 | taobaorec | false |
1 | 271696 | 411153 | pv | 1512272591 | 1 | 271,696 | 411,153 | 2017-12-03T03:43:11 | 54 | taobaorec | false |
1 | 568695 | 1320293 | pv | 1512281847 | 1 | 568,695 | 1,320,293 | 2017-12-03T06:17:27 | 55 | taobaorec | false |
2 | 5033609 | 3855599 | pv | 1511619075 | 2 | 5,033,609 | 3,855,599 | 2017-11-25T14:11:15 | 42,477,749 | taobaorec | false |
2 | 4983976 | 4785435 | pv | 1511670066 | 2 | 4,983,976 | 4,785,435 | 2017-11-26T04:21:06 | 42,477,750 | taobaorec | false |
2 | 5002332 | 662846 | pv | 1511670132 | 2 | 5,002,332 | 662,846 | 2017-11-26T04:22:12 | 42,477,751 | taobaorec | false |
2 | 111223 | 4130426 | fav | 1511700967 | 2 | 111,223 | 4,130,426 | 2017-11-26T12:56:07 | 42,477,752 | taobaorec | false |
2 | 4982883 | 4130426 | pv | 1511700994 | 2 | 4,982,883 | 4,130,426 | 2017-11-26T12:56:34 | 42,477,753 | taobaorec | false |
2 | 4768250 | 4130426 | pv | 1511701129 | 2 | 4,768,250 | 4,130,426 | 2017-11-26T12:58:49 | 42,477,754 | taobaorec | false |
2 | 4870037 | 1277467 | fav | 1511701183 | 2 | 4,870,037 | 1,277,467 | 2017-11-26T12:59:43 | 42,477,755 | taobaorec | false |
2 | 4768250 | 4130426 | fav | 1511701205 | 2 | 4,768,250 | 4,130,426 | 2017-11-26T13:00:05 | 42,477,756 | taobaorec | false |
2 | 111223 | 4130426 | pv | 1511701555 | 2 | 111,223 | 4,130,426 | 2017-11-26T13:05:55 | 42,477,757 | taobaorec | false |
2 | 2899794 | 3855599 | fav | 1511701649 | 2 | 2,899,794 | 3,855,599 | 2017-11-26T13:07:29 | 42,477,758 | taobaorec | false |
2 | 111223 | 4130426 | pv | 1511701683 | 2 | 111,223 | 4,130,426 | 2017-11-26T13:08:03 | 42,477,759 | taobaorec | false |
2 | 708929 | 1676308 | pv | 1511709246 | 2 | 708,929 | 1,676,308 | 2017-11-26T15:14:06 | 42,477,760 | taobaorec | false |
2 | 4514061 | 3597057 | pv | 1511751692 | 2 | 4,514,061 | 3,597,057 | 2017-11-27T03:01:32 | 42,477,761 | taobaorec | false |
2 | 2096004 | 3593457 | pv | 1511787044 | 2 | 2,096,004 | 3,593,457 | 2017-11-27T12:50:44 | 42,477,762 | taobaorec | false |
2 | 2529246 | 662846 | pv | 1511836961 | 2 | 2,529,246 | 662,846 | 2017-11-28T02:42:41 | 42,477,763 | taobaorec | false |
2 | 2177946 | 4078249 | pv | 1511836984 | 2 | 2,177,946 | 4,078,249 | 2017-11-28T02:43:04 | 42,477,764 | taobaorec | false |
2 | 3674859 | 926345 | fav | 1511841435 | 2 | 3,674,859 | 926,345 | 2017-11-28T03:57:15 | 42,477,765 | taobaorec | false |
2 | 1993509 | 3290084 | pv | 1511841471 | 2 | 1,993,509 | 3,290,084 | 2017-11-28T03:57:51 | 42,477,766 | taobaorec | false |
2 | 1705435 | 4683311 | pv | 1511847849 | 2 | 1,705,435 | 4,683,311 | 2017-11-28T05:44:09 | 42,477,767 | taobaorec | false |
2 | 1381886 | 4683311 | pv | 1511847922 | 2 | 1,381,886 | 4,683,311 | 2017-11-28T05:45:22 | 42,477,768 | taobaorec | false |
2 | 183534 | 4683311 | fav | 1511848031 | 2 | 183,534 | 4,683,311 | 2017-11-28T05:47:11 | 42,477,769 | taobaorec | false |
2 | 3674105 | 4683311 | pv | 1511848139 | 2 | 3,674,105 | 4,683,311 | 2017-11-28T05:48:59 | 42,477,770 | taobaorec | false |
2 | 2224056 | 4683311 | pv | 1511848227 | 2 | 2,224,056 | 4,683,311 | 2017-11-28T05:50:27 | 42,477,771 | taobaorec | false |
2 | 1381886 | 4683311 | pv | 1511848274 | 2 | 1,381,886 | 4,683,311 | 2017-11-28T05:51:14 | 42,477,772 | taobaorec | false |
2 | 2224056 | 4683311 | pv | 1511848277 | 2 | 2,224,056 | 4,683,311 | 2017-11-28T05:51:17 | 42,477,773 | taobaorec | false |
2 | 4441210 | 4018452 | pv | 1511848551 | 2 | 4,441,210 | 4,018,452 | 2017-11-28T05:55:51 | 42,477,774 | taobaorec | false |
2 | 2699234 | 4018452 | pv | 1511848615 | 2 | 2,699,234 | 4,018,452 | 2017-11-28T05:56:55 | 42,477,775 | taobaorec | false |
2 | 1982687 | 662846 | pv | 1511849047 | 2 | 1,982,687 | 662,846 | 2017-11-28T06:04:07 | 42,477,776 | taobaorec | false |
2 | 4606045 | 4858656 | pv | 1511849581 | 2 | 4,606,045 | 4,858,656 | 2017-11-28T06:13:01 | 42,477,777 | taobaorec | false |
2 | 3730891 | 2865017 | pv | 1511852797 | 2 | 3,730,891 | 2,865,017 | 2017-11-28T07:06:37 | 42,477,778 | taobaorec | false |
2 | 5057779 | 1849958 | pv | 1511853218 | 2 | 5,057,779 | 1,849,958 | 2017-11-28T07:13:38 | 42,477,779 | taobaorec | false |
2 | 4681233 | 1849958 | pv | 1511853300 | 2 | 4,681,233 | 1,849,958 | 2017-11-28T07:15:00 | 42,477,780 | taobaorec | false |
2 | 3730891 | 2865017 | buy | 1511853505 | 2 | 3,730,891 | 2,865,017 | 2017-11-28T07:18:25 | 42,477,781 | taobaorec | false |
2 | 4681233 | 1849958 | buy | 1511853505 | 2 | 4,681,233 | 1,849,958 | 2017-11-28T07:18:25 | 42,477,782 | taobaorec | false |
2 | 3840500 | 3312150 | pv | 1511859538 | 2 | 3,840,500 | 3,312,150 | 2017-11-28T08:58:58 | 42,477,783 | taobaorec | false |
2 | 664061 | 941949 | fav | 1511918756 | 2 | 664,061 | 941,949 | 2017-11-29T01:25:56 | 42,477,784 | taobaorec | false |
2 | 1161905 | 2925160 | buy | 1512105022 | 2 | 1,161,905 | 2,925,160 | 2017-12-01T05:10:22 | 42,477,785 | taobaorec | false |
2 | 3496752 | 2885642 | pv | 1512213296 | 2 | 3,496,752 | 2,885,642 | 2017-12-02T11:14:56 | 42,477,786 | taobaorec | false |
2 | 768349 | 2885642 | pv | 1512213343 | 2 | 768,349 | 2,885,642 | 2017-12-02T11:15:43 | 42,477,787 | taobaorec | false |
2 | 3496752 | 2885642 | pv | 1512213461 | 2 | 3,496,752 | 2,885,642 | 2017-12-02T11:17:41 | 42,477,788 | taobaorec | false |
2 | 1066723 | 3439012 | pv | 1512213570 | 2 | 1,066,723 | 3,439,012 | 2017-12-02T11:19:30 | 42,477,789 | taobaorec | false |
2 | 4828966 | 1516409 | pv | 1512213736 | 2 | 4,828,966 | 1,516,409 | 2017-12-02T11:22:16 | 42,477,790 | taobaorec | false |
2 | 3496752 | 2885642 | pv | 1512213911 | 2 | 3,496,752 | 2,885,642 | 2017-12-02T11:25:11 | 42,477,791 | taobaorec | false |
2 | 3228767 | 4159072 | pv | 1512214011 | 2 | 3,228,767 | 4,159,072 | 2017-12-02T11:26:51 | 42,477,792 | taobaorec | false |
2 | 1438918 | 4159072 | pv | 1512214164 | 2 | 1,438,918 | 4,159,072 | 2017-12-02T11:29:24 | 42,477,793 | taobaorec | false |
Taobao User Behavior
Parquet republication of the Tianchi User Behavior Data from Taobao for Recommendation. This is not the Tianchi release page. The file has no header and no train/test split. The single config user_behavior has one split, train, containing every row.
Original sources
- Dataset page: https://tianchi.aliyun.com/dataset/649?lang=en-us
- Dataset page (Chinese): https://tianchi.aliyun.com/dataset/649
The release is published by Alibaba Tianchi. There is no official GitHub repository for the data.
The columns, in order, are user, item, category, behavior (pv, buy, cart, fav), and a Unix timestamp. They are kept as VARCHAR, with user_id, item_id, category_id, and event_at added. source_row is the 1-based line number, assigned before sorting. No history or label was derived.
event_at covers the nominal window around 2017-11-25 through 2017-12-03, and also 961,765 raw timestamps outside 2017-11-25 00:00 through 2017-12-04 00:00 in the local conversion. Those rows are kept.
| behavior | rows |
|---|---|
| pv | 89,716,264 |
| cart | 5,530,446 |
| fav | 2,888,258 |
| buy | 2,015,839 |
| total | 100,150,807 |
License
Use is governed by the terms on the Tianchi dataset page linked above.
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