user_id
string | trail_id
string | inputs
string | targets
string |
---|---|---|---|
79937
|
2013_1756689
|
The following data is a trajectory of user 79937: At 2012-04-14 03:02:00, user 79937 visited POI id 529 which is a Pet Store, at Wangjing, CN. Given the data, At 2012-04-14 03:05:00, Which POI id will user 79937 visit? Note that POI id is an integer in the range from 0 to 1120.
|
At 2012-04-14 03:05:00, user 79937 will visit POI id 804.
|
8036
|
2013_210296
|
The following data is a trajectory of user 8036: At 2012-06-27 10:37:00, user 8036 visited POI id 219 which is a Hotel, at Babaoshan, CN. Given the data, At 2012-06-27 15:30:00, Which POI id will user 8036 visit? Note that POI id is an integer in the range from 0 to 1120.
|
At 2012-06-27 15:30:00, user 8036 will visit POI id 222.
|
12980
|
2013_333905
|
The following data is a trajectory of user 12980: At 2012-05-12 04:37:00, user 12980 visited POI id 800 which is a Cafรฉ, at Wangjing, CN. Given the data, At 2012-05-12 08:31:00, Which POI id will user 12980 visit? Note that POI id is an integer in the range from 0 to 1120.
|
At 2012-05-12 08:31:00, user 12980 will visit POI id 17.
|
193979
|
2013_4059560
|
The following data is a trajectory of user 193979: At 2012-10-17 10:44:00, user 193979 visited POI id 772 which is a Government Building, at Wangjing, CN. At 2012-10-17 10:48:00, user 193979 visited POI id 852 which is a Embassy / Consulate, at Wangjing, CN. Given the data, At 2012-10-17 10:55:00, Which POI id will user 193979 visit? Note that POI id is an integer in the range from 0 to 1120.
|
At 2012-10-17 10:55:00, user 193979 will visit POI id 81.
|
42579
|
2013_1017457
|
The following data is a trajectory of user 42579: At 2013-01-11 01:49:00, user 42579 visited POI id 993 which is a Elementary School, at Wangjing, CN. At 2013-01-11 09:35:00, user 42579 visited POI id 973 which is a Travel Lounge, at Wangjing, CN. At 2013-01-11 11:04:00, user 42579 visited POI id 988 which is a School, at Huaxiang, CN. Given the data, At 2013-01-11 11:09:00, Which POI id will user 42579 visit? Note that POI id is an integer in the range from 0 to 1120.
|
At 2013-01-11 11:09:00, user 42579 will visit POI id 634.
|
113593
|
2013_2343582
|
The following data is a trajectory of user 113593: At 2012-07-17 01:51:00, user 113593 visited POI id 849 which is a Tech Startup, at Wangjing, CN. Given the data, At 2012-07-17 05:38:00, Which POI id will user 113593 visit? Note that POI id is an integer in the range from 0 to 1120.
|
At 2012-07-17 05:38:00, user 113593 will visit POI id 659.
|
12512
|
2013_321654
|
The following data is a trajectory of user 12512: At 2013-05-08 05:09:00, user 12512 visited POI id 129 which is a Coffee Shop, at Wangjing, CN. At 2013-05-08 05:29:00, user 12512 visited POI id 1013 which is a New American Restaurant, at Wangjing, CN. Given the data, At 2013-05-08 09:05:00, Which POI id will user 12512 visit? Note that POI id is an integer in the range from 0 to 1120.
|
At 2013-05-08 09:05:00, user 12512 will visit POI id 749.
|
55397
|
2013_1282965
|
The following data is a trajectory of user 55397: At 2012-04-20 13:02:00, user 55397 visited POI id 498 which is a Shopping Mall, at Wangjing, CN. At 2012-04-20 13:07:00, user 55397 visited POI id 564 which is a Ice Cream Shop, at Wangjing, CN. At 2012-04-20 13:22:00, user 55397 visited POI id 802 which is a Sporting Goods Shop, at Wangjing, CN. Given the data, At 2012-04-20 13:24:00, Which POI id will user 55397 visit? Note that POI id is an integer in the range from 0 to 1120.
|
At 2012-04-20 13:24:00, user 55397 will visit POI id 803.
|
187713
|
2013_3783936
|
The following data is a trajectory of user 187713: At 2013-01-30 00:57:00, user 187713 visited POI id 886 which is a Office, at Wangjing, CN. At 2013-01-30 05:52:00, user 187713 visited POI id 697 which is a Office, at Wangjing, CN. Given the data, At 2013-01-30 08:20:00, Which POI id will user 187713 visit? Note that POI id is an integer in the range from 0 to 1120.
|
At 2013-01-30 08:20:00, user 187713 will visit POI id 589.
|
207515
|
2013_4591377
|
The following data is a trajectory of user 207515: At 2013-05-12 23:57:00, user 207515 visited POI id 262 which is a Football Stadium, at Huaxiang, CN. At 2013-05-13 01:09:00, user 207515 visited POI id 257 which is a Chinese Restaurant, at Huaxiang, CN. Given the data, At 2013-05-13 02:05:00, Which POI id will user 207515 visit? Note that POI id is an integer in the range from 0 to 1120.
|
At 2013-05-13 02:05:00, user 207515 will visit POI id 294.
|
130314
|
2013_2609815
|
The following data is a trajectory of user 130314: At 2013-07-05 11:31:00, user 130314 visited POI id 806 which is a Asian Restaurant, at Wangjing, CN. At 2013-07-05 11:50:00, user 130314 visited POI id 157 which is a Shopping Mall, at Wangjing, CN. Given the data, At 2013-07-05 17:31:00, Which POI id will user 130314 visit? Note that POI id is an integer in the range from 0 to 1120.
|
At 2013-07-05 17:31:00, user 130314 will visit POI id 237.
|
236819
|
2013_5557124
|
The following data is a trajectory of user 236819: At 2013-03-20 12:11:00, user 236819 visited POI id 751 which is a Gym / Fitness Center, at Wangjing, CN. Given the data, At 2013-03-20 12:12:00, Which POI id will user 236819 visit? Note that POI id is an integer in the range from 0 to 1120.
|
At 2013-03-20 12:12:00, user 236819 will visit POI id 656.
|
46296
|
2018_928371
|
The following data is a trajectory of user 46296: At 2017-10-21 06:25:00, user 46296 visited POI id 1107 which is a Nursery School, at Wangjing, CN. Given the data, At 2017-10-21 13:12:00, Which POI id will user 46296 visit? Note that POI id is an integer in the range from 0 to 1120.
|
At 2017-10-21 13:12:00, user 46296 will visit POI id 860.
|
205557
|
2013_4518963
|
The following data is a trajectory of user 205557: At 2013-02-25 04:04:00, user 205557 visited POI id 862 which is a Automotive Shop, at Wangjing, CN. Given the data, At 2013-02-25 04:05:00, Which POI id will user 205557 visit? Note that POI id is an integer in the range from 0 to 1120.
|
At 2013-02-25 04:05:00, user 205557 will visit POI id 553.
|
187811
|
2013_3788457
|
The following data is a trajectory of user 187811: At 2012-06-12 06:32:00, user 187811 visited POI id 71 which is a Metro Station, at Wangjing, CN. At 2012-06-12 06:41:00, user 187811 visited POI id 81 which is a Metro Station, at Wangjing, CN. Given the data, At 2012-06-12 06:54:00, Which POI id will user 187811 visit? Note that POI id is an integer in the range from 0 to 1120.
|
At 2012-06-12 06:54:00, user 187811 will visit POI id 776.
|
6552
|
2013_171461
|
The following data is a trajectory of user 6552: At 2012-10-23 01:55:00, user 6552 visited POI id 849 which is a Tech Startup, at Wangjing, CN. At 2012-10-23 05:33:00, user 6552 visited POI id 962 which is a Seafood Restaurant, at Wangjing, CN. At 2012-10-23 11:17:00, user 6552 visited POI id 84 which is a Metro Station, at Wangjing, CN. Given the data, At 2012-10-23 13:24:00, Which POI id will user 6552 visit? Note that POI id is an integer in the range from 0 to 1120.
|
At 2012-10-23 13:24:00, user 6552 will visit POI id 74.
|
107993
|
2013_2250582
|
The following data is a trajectory of user 107993: At 2012-07-15 10:51:00, user 107993 visited POI id 526 which is a Cafรฉ, at Wangjing, CN. Given the data, At 2012-07-15 11:05:00, Which POI id will user 107993 visit? Note that POI id is an integer in the range from 0 to 1120.
|
At 2012-07-15 11:05:00, user 107993 will visit POI id 594.
|
55397
|
2013_1282968
|
The following data is a trajectory of user 55397: At 2012-05-02 05:22:00, user 55397 visited POI id 485 which is a Building, at Wangjing, CN. At 2012-05-02 05:40:00, user 55397 visited POI id 757 which is a Office, at Wangjing, CN. Given the data, At 2012-05-02 08:01:00, Which POI id will user 55397 visit? Note that POI id is an integer in the range from 0 to 1120.
|
At 2012-05-02 08:01:00, user 55397 will visit POI id 498.
|
245813
|
2013_5817869
|
The following data is a trajectory of user 245813: At 2012-04-22 10:53:00, user 245813 visited POI id 457 which is a Soccer Field, at Jiugong, CN. Given the data, At 2012-04-22 12:57:00, Which POI id will user 245813 visit? Note that POI id is an integer in the range from 0 to 1120.
|
At 2012-04-22 12:57:00, user 245813 will visit POI id 399.
|
40024
|
2013_963341
|
The following data is a trajectory of user 40024: At 2012-07-04 14:32:00, user 40024 visited POI id 202 which is a Pool, at Wangjing, CN. Given the data, At 2012-07-04 14:34:00, Which POI id will user 40024 visit? Note that POI id is an integer in the range from 0 to 1120.
|
At 2012-07-04 14:34:00, user 40024 will visit POI id 351.
|
55397
|
2013_1283046
|
The following data is a trajectory of user 55397: At 2013-09-05 09:35:00, user 55397 visited POI id 352 which is a Gym / Fitness Center, at Wangjing, CN. Given the data, At 2013-09-05 13:11:00, Which POI id will user 55397 visit? Note that POI id is an integer in the range from 0 to 1120.
|
At 2013-09-05 13:11:00, user 55397 will visit POI id 899.
|
192465
|
2013_3994868
|
The following data is a trajectory of user 192465: At 2012-10-12 23:50:00, user 192465 visited POI id 912 which is a Housing Development, at Wangjing, CN. At 2012-10-13 02:59:00, user 192465 visited POI id 798 which is a Gym / Fitness Center, at Wangjing, CN. Given the data, At 2012-10-13 12:06:00, Which POI id will user 192465 visit? Note that POI id is an integer in the range from 0 to 1120.
|
At 2012-10-13 12:06:00, user 192465 will visit POI id 26.
|
207969
|
2013_4608225
|
The following data is a trajectory of user 207969: At 2012-05-14 02:03:00, user 207969 visited POI id 105 which is a German Restaurant, at Wangjing, CN. At 2012-05-14 04:55:00, user 207969 visited POI id 357 which is a Chinese Restaurant, at Wangjing, CN. Given the data, At 2012-05-14 04:58:00, Which POI id will user 207969 visit? Note that POI id is an integer in the range from 0 to 1120.
|
At 2012-05-14 04:58:00, user 207969 will visit POI id 464.
|
245813
|
2013_5817878
|
The following data is a trajectory of user 245813: At 2012-06-17 05:52:00, user 245813 visited POI id 147 which is a Shopping Mall, at Wangjing, CN. Given the data, At 2012-06-17 10:45:00, Which POI id will user 245813 visit? Note that POI id is an integer in the range from 0 to 1120.
|
At 2012-06-17 10:45:00, user 245813 will visit POI id 457.
|
90715
|
2013_1951562
|
The following data is a trajectory of user 90715: At 2013-07-20 07:39:00, user 90715 visited POI id 657 which is a Fast Food Restaurant, at Wangjing, CN. Given the data, At 2013-07-20 08:41:00, Which POI id will user 90715 visit? Note that POI id is an integer in the range from 0 to 1120.
|
At 2013-07-20 08:41:00, user 90715 will visit POI id 163.
|
187713
|
2013_3783928
|
The following data is a trajectory of user 187713: At 2013-01-18 06:24:00, user 187713 visited POI id 819 which is a Hotel, at Wangjing, CN. At 2013-01-18 08:31:00, user 187713 visited POI id 697 which is a Office, at Wangjing, CN. Given the data, At 2013-01-18 10:33:00, Which POI id will user 187713 visit? Note that POI id is an integer in the range from 0 to 1120.
|
At 2013-01-18 10:33:00, user 187713 will visit POI id 240.
|
82753
|
2013_1808777
|
The following data is a trajectory of user 82753: At 2012-05-28 12:28:00, user 82753 visited POI id 747 which is a Indian Restaurant, at Wangjing, CN. Given the data, At 2012-05-28 13:20:00, Which POI id will user 82753 visit? Note that POI id is an integer in the range from 0 to 1120.
|
At 2012-05-28 13:20:00, user 82753 will visit POI id 808.
|
82753
|
2013_1808789
|
The following data is a trajectory of user 82753: At 2012-07-12 04:54:00, user 82753 visited POI id 383 which is a Asian Restaurant, at Huaxiang, CN. Given the data, At 2012-07-12 15:33:00, Which POI id will user 82753 visit? Note that POI id is an integer in the range from 0 to 1120.
|
At 2012-07-12 15:33:00, user 82753 will visit POI id 101.
|
220046
|
2013_5030898
|
The following data is a trajectory of user 220046: At 2012-12-03 00:37:00, user 220046 visited POI id 295 which is a Hotel, at Wangjing, CN. At 2012-12-03 00:51:00, user 220046 visited POI id 125 which is a Office, at Wangjing, CN. Given the data, At 2012-12-03 00:53:00, Which POI id will user 220046 visit? Note that POI id is an integer in the range from 0 to 1120.
|
At 2012-12-03 00:53:00, user 220046 will visit POI id 879.
|
187713
|
2013_3783910
|
The following data is a trajectory of user 187713: At 2012-12-18 01:11:00, user 187713 visited POI id 400 which is a Office, at Wangjing, CN. Given the data, At 2012-12-18 03:09:00, Which POI id will user 187713 visit? Note that POI id is an integer in the range from 0 to 1120.
|
At 2012-12-18 03:09:00, user 187713 will visit POI id 774.
|
173553
|
2013_3236261
|
The following data is a trajectory of user 173553: At 2012-07-17 08:06:00, user 173553 visited POI id 40 which is a Furniture / Home Store, at Wangjing, CN. Given the data, At 2012-07-17 13:26:00, Which POI id will user 173553 visit? Note that POI id is an integer in the range from 0 to 1120.
|
At 2012-07-17 13:26:00, user 173553 will visit POI id 690.
|
12980
|
2013_333903
|
The following data is a trajectory of user 12980: At 2012-05-07 04:51:00, user 12980 visited POI id 185 which is a Asian Restaurant, at Wangjing, CN. At 2012-05-07 07:22:00, user 12980 visited POI id 48 which is a University, at Wangjing, CN. Given the data, At 2012-05-07 08:30:00, Which POI id will user 12980 visit? Note that POI id is an integer in the range from 0 to 1120.
|
At 2012-05-07 08:30:00, user 12980 will visit POI id 350.
|
90715
|
2013_1951449
|
The following data is a trajectory of user 90715: At 2012-05-05 03:01:00, user 90715 visited POI id 80 which is a Metro Station, at Wangjing, CN. At 2012-05-05 03:41:00, user 90715 visited POI id 837 which is a Bus Line, at Wangjing, CN. Given the data, At 2012-05-05 09:40:00, Which POI id will user 90715 visit? Note that POI id is an integer in the range from 0 to 1120.
|
At 2012-05-05 09:40:00, user 90715 will visit POI id 545.
|
90715
|
2013_1951558
|
The following data is a trajectory of user 90715: At 2013-04-29 05:37:00, user 90715 visited POI id 579 which is a Building, at Wangjing, CN. At 2013-04-29 08:34:00, user 90715 visited POI id 618 which is a Furniture / Home Store, at Jiugong, CN. Given the data, At 2013-04-29 08:52:00, Which POI id will user 90715 visit? Note that POI id is an integer in the range from 0 to 1120.
|
At 2013-04-29 08:52:00, user 90715 will visit POI id 253.
|
192465
|
2013_3994857
|
The following data is a trajectory of user 192465: At 2012-06-09 11:46:00, user 192465 visited POI id 798 which is a Gym / Fitness Center, at Wangjing, CN. Given the data, At 2012-06-09 12:06:00, Which POI id will user 192465 visit? Note that POI id is an integer in the range from 0 to 1120.
|
At 2012-06-09 12:06:00, user 192465 will visit POI id 790.
|
8036
|
2013_210289
|
The following data is a trajectory of user 8036: At 2012-04-19 01:13:00, user 8036 visited POI id 90 which is a Metro Station, at Babaoshan, CN. Given the data, At 2012-04-19 06:56:00, Which POI id will user 8036 visit? Note that POI id is an integer in the range from 0 to 1120.
|
At 2012-04-19 06:56:00, user 8036 will visit POI id 358.
|
113593
|
2013_2343555
|
The following data is a trajectory of user 113593: At 2012-04-28 05:55:00, user 113593 visited POI id 671 which is a Ramen Restaurant, at Wangjing, CN. Given the data, At 2012-04-28 11:54:00, Which POI id will user 113593 visit? Note that POI id is an integer in the range from 0 to 1120.
|
At 2012-04-28 11:54:00, user 113593 will visit POI id 84.
|
207515
|
2013_4591336
|
The following data is a trajectory of user 207515: At 2013-01-30 09:14:00, user 207515 visited POI id 294 which is a Coffee Shop, at Wangjing, CN. Given the data, At 2013-01-30 14:29:00, Which POI id will user 207515 visit? Note that POI id is an integer in the range from 0 to 1120.
|
At 2013-01-30 14:29:00, user 207515 will visit POI id 638.
|
113593
|
2013_2343585
|
The following data is a trajectory of user 113593: At 2012-08-20 01:57:00, user 113593 visited POI id 849 which is a Tech Startup, at Wangjing, CN. Given the data, At 2012-08-20 05:58:00, Which POI id will user 113593 visit? Note that POI id is an integer in the range from 0 to 1120.
|
At 2012-08-20 05:58:00, user 113593 will visit POI id 875.
|
207515
|
2013_4591282
|
The following data is a trajectory of user 207515: At 2012-04-08 03:25:00, user 207515 visited POI id 283 which is a Building, at Huaxiang, CN. Given the data, At 2012-04-08 11:43:00, Which POI id will user 207515 visit? Note that POI id is an integer in the range from 0 to 1120.
|
At 2012-04-08 11:43:00, user 207515 will visit POI id 796.
|
90715
|
2013_1951473
|
The following data is a trajectory of user 90715: At 2012-06-04 11:23:00, user 90715 visited POI id 84 which is a Metro Station, at Wangjing, CN. Given the data, At 2012-06-04 13:42:00, Which POI id will user 90715 visit? Note that POI id is an integer in the range from 0 to 1120.
|
At 2012-06-04 13:42:00, user 90715 will visit POI id 143.
|
47052
|
2013_1111828
|
The following data is a trajectory of user 47052: At 2013-02-19 01:58:00, user 47052 visited POI id 378 which is a Government Building, at Wangjing, CN. At 2013-02-19 03:01:00, user 47052 visited POI id 292 which is a Building, at Wangjing, CN. At 2013-02-19 09:40:00, user 47052 visited POI id 706 which is a Office, at Wangjing, CN. Given the data, At 2013-02-19 10:53:00, Which POI id will user 47052 visit? Note that POI id is an integer in the range from 0 to 1120.
|
At 2013-02-19 10:53:00, user 47052 will visit POI id 292.
|
113593
|
2013_2343573
|
The following data is a trajectory of user 113593: At 2012-06-11 05:46:00, user 113593 visited POI id 671 which is a Ramen Restaurant, at Wangjing, CN. Given the data, At 2012-06-11 12:47:00, Which POI id will user 113593 visit? Note that POI id is an integer in the range from 0 to 1120.
|
At 2012-06-11 12:47:00, user 113593 will visit POI id 84.
|
6552
|
2013_171473
|
The following data is a trajectory of user 6552: At 2012-12-04 01:56:00, user 6552 visited POI id 849 which is a Tech Startup, at Wangjing, CN. At 2012-12-04 04:22:00, user 6552 visited POI id 970 which is a Japanese Restaurant, at Wangjing, CN. Given the data, At 2012-12-04 11:24:00, Which POI id will user 6552 visit? Note that POI id is an integer in the range from 0 to 1120.
|
At 2012-12-04 11:24:00, user 6552 will visit POI id 84.
|
236819
|
2013_5557125
|
The following data is a trajectory of user 236819: At 2013-04-07 02:46:00, user 236819 visited POI id 765 which is a Office, at Wangjing, CN. Given the data, At 2013-04-07 05:31:00, Which POI id will user 236819 visit? Note that POI id is an integer in the range from 0 to 1120.
|
At 2013-04-07 05:31:00, user 236819 will visit POI id 901.
|
6552
|
2013_171481
|
The following data is a trajectory of user 6552: At 2012-12-17 02:04:00, user 6552 visited POI id 849 which is a Tech Startup, at Wangjing, CN. Given the data, At 2012-12-17 05:19:00, Which POI id will user 6552 visit? Note that POI id is an integer in the range from 0 to 1120.
|
At 2012-12-17 05:19:00, user 6552 will visit POI id 659.
|
55397
|
2013_1283014
|
The following data is a trajectory of user 55397: At 2013-04-24 06:20:00, user 55397 visited POI id 1009 which is a Japanese Restaurant, at Wangjing, CN. Given the data, At 2013-04-24 08:08:00, Which POI id will user 55397 visit? Note that POI id is an integer in the range from 0 to 1120.
|
At 2013-04-24 08:08:00, user 55397 will visit POI id 885.
|
236819
|
2013_5557122
|
The following data is a trajectory of user 236819: At 2013-03-06 06:25:00, user 236819 visited POI id 765 which is a Office, at Wangjing, CN. Given the data, At 2013-03-06 10:12:00, Which POI id will user 236819 visit? Note that POI id is an integer in the range from 0 to 1120.
|
At 2013-03-06 10:12:00, user 236819 will visit POI id 913.
|
27860
|
2018_564100
|
The following data is a trajectory of user 27860: At 2017-12-24 04:20:00, user 27860 visited POI id 1120 which is a Chinese Restaurant, at Jiugong, CN. Given the data, At 2017-12-24 06:01:00, Which POI id will user 27860 visit? Note that POI id is an integer in the range from 0 to 1120.
|
At 2017-12-24 06:01:00, user 27860 will visit POI id 544.
|
146094
|
2013_2848149
|
The following data is a trajectory of user 146094: At 2012-06-07 11:36:00, user 146094 visited POI id 445 which is a Pizza Place, at Wangjing, CN. At 2012-06-07 13:06:00, user 146094 visited POI id 3 which is a Hotel, at Wangjing, CN. Given the data, At 2012-06-07 13:08:00, Which POI id will user 146094 visit? Note that POI id is an integer in the range from 0 to 1120.
|
At 2012-06-07 13:08:00, user 146094 will visit POI id 455.
|
221519
|
2013_5079746
|
The following data is a trajectory of user 221519: At 2012-12-31 10:16:00, user 221519 visited POI id 499 which is a Park, at Taihu, CN. Given the data, At 2012-12-31 13:08:00, Which POI id will user 221519 visit? Note that POI id is an integer in the range from 0 to 1120.
|
At 2012-12-31 13:08:00, user 221519 will visit POI id 642.
|
6552
|
2013_171466
|
The following data is a trajectory of user 6552: At 2012-10-31 01:55:00, user 6552 visited POI id 849 which is a Tech Startup, at Wangjing, CN. Given the data, At 2012-10-31 05:51:00, Which POI id will user 6552 visit? Note that POI id is an integer in the range from 0 to 1120.
|
At 2012-10-31 05:51:00, user 6552 will visit POI id 875.
|
220046
|
2013_5030889
|
The following data is a trajectory of user 220046: At 2012-08-10 00:48:00, user 220046 visited POI id 693 which is a Cafรฉ, at Wangjing, CN. Given the data, At 2012-08-10 00:57:00, Which POI id will user 220046 visit? Note that POI id is an integer in the range from 0 to 1120.
|
At 2012-08-10 00:57:00, user 220046 will visit POI id 535.
|
187713
|
2013_3783899
|
The following data is a trajectory of user 187713: At 2012-08-09 09:44:00, user 187713 visited POI id 705 which is a Dumpling Restaurant, at Wangjing, CN. At 2012-08-09 10:06:00, user 187713 visited POI id 721 which is a Office, at Wangjing, CN. At 2012-08-09 12:14:00, user 187713 visited POI id 742 which is a Chinese Restaurant, at Jiugong, CN. Given the data, At 2012-08-09 15:19:00, Which POI id will user 187713 visit? Note that POI id is an integer in the range from 0 to 1120.
|
At 2012-08-09 15:19:00, user 187713 will visit POI id 338.
|
180110
|
2013_3424797
|
The following data is a trajectory of user 180110: At 2012-06-12 07:42:00, user 180110 visited POI id 227 which is a Cafรฉ, at Wangjing, CN. At 2012-06-12 08:04:00, user 180110 visited POI id 2 which is a Hotel, at Wangjing, CN. Given the data, At 2012-06-14 09:14:00, Which POI id will user 180110 visit? Note that POI id is an integer in the range from 0 to 1120.
|
At 2012-06-14 09:14:00, user 180110 will visit POI id 227.
|
6552
|
2013_171433
|
The following data is a trajectory of user 6552: At 2012-06-07 01:50:00, user 6552 visited POI id 849 which is a Tech Startup, at Wangjing, CN. At 2012-06-07 05:01:00, user 6552 visited POI id 292 which is a Building, at Wangjing, CN. At 2012-06-07 05:43:00, user 6552 visited POI id 659 which is a Chinese Restaurant, at Wangjing, CN. Given the data, At 2012-06-07 11:40:00, Which POI id will user 6552 visit? Note that POI id is an integer in the range from 0 to 1120.
|
At 2012-06-07 11:40:00, user 6552 will visit POI id 84.
|
90715
|
2013_1951444
|
The following data is a trajectory of user 90715: At 2012-04-25 10:46:00, user 90715 visited POI id 767 which is a Bridge, at Wangjing, CN. Given the data, At 2012-04-25 13:19:00, Which POI id will user 90715 visit? Note that POI id is an integer in the range from 0 to 1120.
|
At 2012-04-25 13:19:00, user 90715 will visit POI id 143.
|
207515
|
2013_4591317
|
The following data is a trajectory of user 207515: At 2012-11-18 03:46:00, user 207515 visited POI id 40 which is a Furniture / Home Store, at Wangjing, CN. Given the data, At 2012-11-18 08:39:00, Which POI id will user 207515 visit? Note that POI id is an integer in the range from 0 to 1120.
|
At 2012-11-18 08:39:00, user 207515 will visit POI id 283.
|
130314
|
2013_2609785
|
The following data is a trajectory of user 130314: At 2012-05-19 04:56:00, user 130314 visited POI id 207 which is a Clothing Store, at Wangjing, CN. At 2012-05-19 06:15:00, user 130314 visited POI id 623 which is a Shopping Mall, at Wangjing, CN. At 2012-05-19 12:24:00, user 130314 visited POI id 237 which is a Residential Building (Apartment / Condo), at Wangjing, CN. At 2012-06-03 09:28:00, user 130314 visited POI id 806 which is a Asian Restaurant, at Wangjing, CN. At 2012-06-03 10:49:00, user 130314 visited POI id 155 which is a Department Store, at Wangjing, CN. Given the data, At 2012-06-03 12:19:00, Which POI id will user 130314 visit? Note that POI id is an integer in the range from 0 to 1120.
|
At 2012-06-03 12:19:00, user 130314 will visit POI id 237.
|
207515
|
2013_4591366
|
The following data is a trajectory of user 207515: At 2013-04-15 22:50:00, user 207515 visited POI id 257 which is a Chinese Restaurant, at Huaxiang, CN. Given the data, At 2013-04-16 01:48:00, Which POI id will user 207515 visit? Note that POI id is an integer in the range from 0 to 1120.
|
At 2013-04-16 01:48:00, user 207515 will visit POI id 294.
|
207515
|
2013_4591298
|
The following data is a trajectory of user 207515: At 2012-06-21 11:38:00, user 207515 visited POI id 13 which is a Department Store, at Wangjing, CN. Given the data, At 2012-06-21 15:02:00, Which POI id will user 207515 visit? Note that POI id is an integer in the range from 0 to 1120.
|
At 2012-06-21 15:02:00, user 207515 will visit POI id 262.
|
187713
|
2013_3783919
|
The following data is a trajectory of user 187713: At 2013-01-07 01:12:00, user 187713 visited POI id 380 which is a Chinese Restaurant, at Wangjing, CN. At 2013-01-07 03:39:00, user 187713 visited POI id 672 which is a Tech Startup, at Wangjing, CN. At 2013-01-07 05:05:00, user 187713 visited POI id 58 which is a American Restaurant, at Wangjing, CN. Given the data, At 2013-01-07 10:37:00, Which POI id will user 187713 visit? Note that POI id is an integer in the range from 0 to 1120.
|
At 2013-01-07 10:37:00, user 187713 will visit POI id 720.
|
192465
|
2013_3994853
|
The following data is a trajectory of user 192465: At 2012-04-29 05:13:00, user 192465 visited POI id 195 which is a Department Store, at Wangjing, CN. At 2012-04-29 08:14:00, user 192465 visited POI id 163 which is a Sporting Goods Shop, at Wangjing, CN. Given the data, At 2012-04-29 09:27:00, Which POI id will user 192465 visit? Note that POI id is an integer in the range from 0 to 1120.
|
At 2012-04-29 09:27:00, user 192465 will visit POI id 798.
|
187713
|
2013_3783889
|
The following data is a trajectory of user 187713: At 2012-07-13 10:32:00, user 187713 visited POI id 98 which is a Shopping Mall, at Wangjing, CN. At 2012-07-13 13:19:00, user 187713 visited POI id 556 which is a Event Space, at Jiugong, CN. At 2012-07-13 16:57:00, user 187713 visited POI id 807 which is a Seafood Restaurant, at Jiugong, CN. Given the data, At 2012-07-13 23:33:00, Which POI id will user 187713 visit? Note that POI id is an integer in the range from 0 to 1120.
|
At 2012-07-13 23:33:00, user 187713 will visit POI id 406.
|
193979
|
2013_4059571
|
The following data is a trajectory of user 193979: At 2013-01-12 02:12:00, user 193979 visited POI id 723 which is a Metro Station, at Huilongguan, CN. At 2013-01-12 02:58:00, user 193979 visited POI id 554 which is a General College & University, at Wangjing, CN. Given the data, At 2013-01-12 03:00:00, Which POI id will user 193979 visit? Note that POI id is an integer in the range from 0 to 1120.
|
At 2013-01-12 03:00:00, user 193979 will visit POI id 0.
|
245813
|
2013_5817881
|
The following data is a trajectory of user 245813: At 2012-07-24 13:48:00, user 245813 visited POI id 900 which is a Fast Food Restaurant, at Wangjing, CN. Given the data, At 2012-07-24 14:17:00, Which POI id will user 245813 visit? Note that POI id is an integer in the range from 0 to 1120.
|
At 2012-07-24 14:17:00, user 245813 will visit POI id 779.
|
6552
|
2013_171476
|
The following data is a trajectory of user 6552: At 2012-12-07 02:00:00, user 6552 visited POI id 849 which is a Tech Startup, at Wangjing, CN. Given the data, At 2012-12-07 05:53:00, Which POI id will user 6552 visit? Note that POI id is an integer in the range from 0 to 1120.
|
At 2012-12-07 05:53:00, user 6552 will visit POI id 480.
|
193979
|
2013_4059561
|
The following data is a trajectory of user 193979: At 2012-10-19 00:07:00, user 193979 visited POI id 723 which is a Metro Station, at Huilongguan, CN. Given the data, At 2012-10-19 01:02:00, Which POI id will user 193979 visit? Note that POI id is an integer in the range from 0 to 1120.
|
At 2012-10-19 01:02:00, user 193979 will visit POI id 554.
|
130314
|
2013_2609800
|
The following data is a trajectory of user 130314: At 2013-03-26 12:08:00, user 130314 visited POI id 409 which is a Shopping Mall, at Wangjing, CN. Given the data, At 2013-03-26 13:58:00, Which POI id will user 130314 visit? Note that POI id is an integer in the range from 0 to 1120.
|
At 2013-03-26 13:58:00, user 130314 will visit POI id 237.
|
207515
|
2013_4591385
|
The following data is a trajectory of user 207515: At 2013-07-14 23:46:00, user 207515 visited POI id 600 which is a Chinese Restaurant, at Huaxiang, CN. Given the data, At 2013-07-15 01:09:00, Which POI id will user 207515 visit? Note that POI id is an integer in the range from 0 to 1120.
|
At 2013-07-15 01:09:00, user 207515 will visit POI id 638.
|
130314
|
2013_2609802
|
The following data is a trajectory of user 130314: At 2013-04-06 07:54:00, user 130314 visited POI id 771 which is a Car Wash, at Wangjing, CN. At 2013-04-06 08:09:00, user 130314 visited POI id 320 which is a Clothing Store, at Wangjing, CN. Given the data, At 2013-04-06 12:39:00, Which POI id will user 130314 visit? Note that POI id is an integer in the range from 0 to 1120.
|
At 2013-04-06 12:39:00, user 130314 will visit POI id 237.
|
187713
|
2013_3783905
|
The following data is a trajectory of user 187713: At 2012-08-18 20:59:00, user 187713 visited POI id 338 which is a Hotel, at Jiugong, CN. Given the data, At 2012-08-19 00:14:00, Which POI id will user 187713 visit? Note that POI id is an integer in the range from 0 to 1120.
|
At 2012-08-19 00:14:00, user 187713 will visit POI id 400.
|
207515
|
2013_4591343
|
The following data is a trajectory of user 207515: At 2013-02-07 07:28:00, user 207515 visited POI id 13 which is a Department Store, at Wangjing, CN. At 2013-02-07 10:43:00, user 207515 visited POI id 294 which is a Coffee Shop, at Wangjing, CN. Given the data, At 2013-02-07 12:30:00, Which POI id will user 207515 visit? Note that POI id is an integer in the range from 0 to 1120.
|
At 2013-02-07 12:30:00, user 207515 will visit POI id 94.
|
29682
|
2013_731919
|
The following data is a trajectory of user 29682: At 2012-12-01 02:30:00, user 29682 visited POI id 230 which is a Hotel, at Wangjing, CN. Given the data, At 2012-12-01 07:53:00, Which POI id will user 29682 visit? Note that POI id is an integer in the range from 0 to 1120.
|
At 2012-12-01 07:53:00, user 29682 will visit POI id 74.
|
236819
|
2013_5557119
|
The following data is a trajectory of user 236819: At 2013-02-18 00:27:00, user 236819 visited POI id 656 which is a Cafรฉ, at Wangjing, CN. Given the data, At 2013-02-18 08:14:00, Which POI id will user 236819 visit? Note that POI id is an integer in the range from 0 to 1120.
|
At 2013-02-18 08:14:00, user 236819 will visit POI id 765.
|
130314
|
2013_2609810
|
The following data is a trajectory of user 130314: At 2013-05-10 08:49:00, user 130314 visited POI id 425 which is a General College & University, at Wangjing, CN. Given the data, At 2013-05-10 11:19:00, Which POI id will user 130314 visit? Note that POI id is an integer in the range from 0 to 1120.
|
At 2013-05-10 11:19:00, user 130314 will visit POI id 237.
|
6552
|
2013_171458
|
The following data is a trajectory of user 6552: At 2012-08-20 05:57:00, user 6552 visited POI id 875 which is a Ramen Restaurant, at Wangjing, CN. Given the data, At 2012-08-20 11:26:00, Which POI id will user 6552 visit? Note that POI id is an integer in the range from 0 to 1120.
|
At 2012-08-20 11:26:00, user 6552 will visit POI id 84.
|
6552
|
2013_171414
|
The following data is a trajectory of user 6552: At 2012-04-28 01:45:00, user 6552 visited POI id 292 which is a Building, at Wangjing, CN. At 2012-04-28 05:54:00, user 6552 visited POI id 671 which is a Ramen Restaurant, at Wangjing, CN. Given the data, At 2012-04-28 11:39:00, Which POI id will user 6552 visit? Note that POI id is an integer in the range from 0 to 1120.
|
At 2012-04-28 11:39:00, user 6552 will visit POI id 84.
|
193252
|
2013_4028202
|
The following data is a trajectory of user 193252: At 2012-07-14 10:48:00, user 193252 visited POI id 896 which is a Asian Restaurant, at Beiqijia, CN. Given the data, At 2012-07-14 12:37:00, Which POI id will user 193252 visit? Note that POI id is an integer in the range from 0 to 1120.
|
At 2012-07-14 12:37:00, user 193252 will visit POI id 124.
|
42579
|
2013_1017458
|
The following data is a trajectory of user 42579: At 2013-01-12 05:40:00, user 42579 visited POI id 387 which is a College Stadium, at Jiugong, CN. At 2013-01-12 06:22:00, user 42579 visited POI id 228 which is a Department Store, at Jiugong, CN. At 2013-01-12 06:24:00, user 42579 visited POI id 727 which is a Pet Store, at Jiugong, CN. At 2013-01-12 07:52:00, user 42579 visited POI id 958 which is a Bridge, at Huaxiang, CN. At 2013-01-12 07:53:00, user 42579 visited POI id 927 which is a College Academic Building, at Huaxiang, CN. At 2013-01-12 08:16:00, user 42579 visited POI id 609 which is a Shop & Service, at Huaxiang, CN. Given the data, At 2013-01-12 08:23:00, Which POI id will user 42579 visit? Note that POI id is an integer in the range from 0 to 1120.
|
At 2013-01-12 08:23:00, user 42579 will visit POI id 988.
|
187713
|
2013_3783900
|
The following data is a trajectory of user 187713: At 2012-08-10 00:09:00, user 187713 visited POI id 705 which is a Dumpling Restaurant, at Wangjing, CN. At 2012-08-10 01:26:00, user 187713 visited POI id 483 which is a Sandwich Place, at Wangjing, CN. At 2012-08-10 06:00:00, user 187713 visited POI id 847 which is a Office, at Wangjing, CN. Given the data, At 2012-08-10 08:12:00, Which POI id will user 187713 visit? Note that POI id is an integer in the range from 0 to 1120.
|
At 2012-08-10 08:12:00, user 187713 will visit POI id 858.
|
6552
|
2013_171446
|
The following data is a trajectory of user 6552: At 2012-07-08 10:25:00, user 6552 visited POI id 165 which is a Home (private), at Wangjing, CN. Given the data, At 2012-07-08 13:27:00, Which POI id will user 6552 visit? Note that POI id is an integer in the range from 0 to 1120.
|
At 2012-07-08 13:27:00, user 6552 will visit POI id 84.
|
8036
|
2013_210295
|
The following data is a trajectory of user 8036: At 2012-06-11 07:37:00, user 8036 visited POI id 222 which is a Hospital, at Babaoshan, CN. Given the data, At 2012-06-11 08:21:00, Which POI id will user 8036 visit? Note that POI id is an integer in the range from 0 to 1120.
|
At 2012-06-11 08:21:00, user 8036 will visit POI id 219.
|
207515
|
2013_4591310
|
The following data is a trajectory of user 207515: At 2012-10-19 11:38:00, user 207515 visited POI id 71 which is a Metro Station, at Wangjing, CN. Given the data, At 2012-10-19 12:46:00, Which POI id will user 207515 visit? Note that POI id is an integer in the range from 0 to 1120.
|
At 2012-10-19 12:46:00, user 207515 will visit POI id 572.
|
6552
|
2013_171448
|
The following data is a trajectory of user 6552: At 2012-07-11 05:53:00, user 6552 visited POI id 196 which is a Fast Food Restaurant, at Wangjing, CN. Given the data, At 2012-07-11 11:33:00, Which POI id will user 6552 visit? Note that POI id is an integer in the range from 0 to 1120.
|
At 2012-07-11 11:33:00, user 6552 will visit POI id 84.
|
207515
|
2013_4591386
|
The following data is a trajectory of user 207515: At 2013-07-20 02:54:00, user 207515 visited POI id 600 which is a Chinese Restaurant, at Huaxiang, CN. Given the data, At 2013-07-20 03:03:00, Which POI id will user 207515 visit? Note that POI id is an integer in the range from 0 to 1120.
|
At 2013-07-20 03:03:00, user 207515 will visit POI id 638.
|
79937
|
2013_1756695
|
The following data is a trajectory of user 79937: At 2013-04-21 07:02:00, user 79937 visited POI id 409 which is a Shopping Mall, at Wangjing, CN. Given the data, At 2013-04-21 10:00:00, Which POI id will user 79937 visit? Note that POI id is an integer in the range from 0 to 1120.
|
At 2013-04-21 10:00:00, user 79937 will visit POI id 447.
|
113593
|
2013_2343548
|
The following data is a trajectory of user 113593: At 2012-04-13 05:41:00, user 113593 visited POI id 659 which is a Chinese Restaurant, at Wangjing, CN. Given the data, At 2012-04-13 11:19:00, Which POI id will user 113593 visit? Note that POI id is an integer in the range from 0 to 1120.
|
At 2012-04-13 11:19:00, user 113593 will visit POI id 84.
|
187811
|
2013_3788459
|
The following data is a trajectory of user 187811: At 2012-06-21 10:44:00, user 187811 visited POI id 479 which is a Shopping Mall, at Babaoshan, CN. Given the data, At 2012-06-21 11:03:00, Which POI id will user 187811 visit? Note that POI id is an integer in the range from 0 to 1120.
|
At 2012-06-21 11:03:00, user 187811 will visit POI id 675.
|
55397
|
2013_1283040
|
The following data is a trajectory of user 55397: At 2013-07-29 02:18:00, user 55397 visited POI id 352 which is a Gym / Fitness Center, at Wangjing, CN. Given the data, At 2013-07-29 03:56:00, Which POI id will user 55397 visit? Note that POI id is an integer in the range from 0 to 1120.
|
At 2013-07-29 03:56:00, user 55397 will visit POI id 1007.
|
90715
|
2013_1951468
|
The following data is a trajectory of user 90715: At 2012-05-27 01:49:00, user 90715 visited POI id 80 which is a Metro Station, at Wangjing, CN. Given the data, At 2012-05-27 11:11:00, Which POI id will user 90715 visit? Note that POI id is an integer in the range from 0 to 1120.
|
At 2012-05-27 11:11:00, user 90715 will visit POI id 80.
|
4328
|
2013_113691
|
The following data is a trajectory of user 4328: At 2012-07-17 11:36:00, user 4328 visited POI id 166 which is a Park, at Wangjing, CN. Given the data, At 2012-07-17 11:39:00, Which POI id will user 4328 visit? Note that POI id is an integer in the range from 0 to 1120.
|
At 2012-07-17 11:39:00, user 4328 will visit POI id 308.
|
90715
|
2013_1951526
|
The following data is a trajectory of user 90715: At 2012-11-24 11:12:00, user 90715 visited POI id 269 which is a Scandinavian Restaurant, at Wangjing, CN. Given the data, At 2012-11-24 11:17:00, Which POI id will user 90715 visit? Note that POI id is an integer in the range from 0 to 1120.
|
At 2012-11-24 11:17:00, user 90715 will visit POI id 40.
|
90715
|
2013_1951555
|
The following data is a trajectory of user 90715: At 2013-04-09 00:40:00, user 90715 visited POI id 49 which is a Shopping Mall, at Wangjing, CN. Given the data, At 2013-04-09 00:46:00, Which POI id will user 90715 visit? Note that POI id is an integer in the range from 0 to 1120.
|
At 2013-04-09 00:46:00, user 90715 will visit POI id 239.
|
186670
|
2013_3736505
|
The following data is a trajectory of user 186670: At 2013-03-05 12:25:00, user 186670 visited POI id 72 which is a Metro Station, at Wangjing, CN. Given the data, At 2013-03-05 12:31:00, Which POI id will user 186670 visit? Note that POI id is an integer in the range from 0 to 1120.
|
At 2013-03-05 12:31:00, user 186670 will visit POI id 998.
|
47052
|
2013_1111815
|
The following data is a trajectory of user 47052: At 2012-05-02 10:46:00, user 47052 visited POI id 121 which is a Department Store, at Huaxiang, CN. At 2012-05-02 11:42:00, user 47052 visited POI id 115 which is a Hotel, at Huaxiang, CN. Given the data, At 2012-05-02 11:54:00, Which POI id will user 47052 visit? Note that POI id is an integer in the range from 0 to 1120.
|
At 2012-05-02 11:54:00, user 47052 will visit POI id 685.
|
187713
|
2013_3783882
|
The following data is a trajectory of user 187713: At 2012-07-06 09:50:00, user 187713 visited POI id 331 which is a Office, at Wangjing, CN. Given the data, At 2012-07-06 09:52:00, Which POI id will user 187713 visit? Note that POI id is an integer in the range from 0 to 1120.
|
At 2012-07-06 09:52:00, user 187713 will visit POI id 175.
|
12512
|
2013_321645
|
The following data is a trajectory of user 12512: At 2013-04-08 05:32:00, user 12512 visited POI id 17 which is a Shopping Mall, at Wangjing, CN. Given the data, At 2013-04-08 08:07:00, Which POI id will user 12512 visit? Note that POI id is an integer in the range from 0 to 1120.
|
At 2013-04-08 08:07:00, user 12512 will visit POI id 1013.
|
220046
|
2013_5030884
|
The following data is a trajectory of user 220046: At 2012-07-13 00:44:00, user 220046 visited POI id 247 which is a Hotel, at Wangjing, CN. Given the data, At 2012-07-13 01:14:00, Which POI id will user 220046 visit? Note that POI id is an integer in the range from 0 to 1120.
|
At 2012-07-13 01:14:00, user 220046 will visit POI id 125.
|
207969
|
2013_4608373
|
The following data is a trajectory of user 207969: At 2013-04-11 05:56:00, user 207969 visited POI id 331 which is a Office, at Wangjing, CN. At 2013-04-11 12:36:00, user 207969 visited POI id 999 which is a Asian Restaurant, at Wangjing, CN. Given the data, At 2013-04-11 12:38:00, Which POI id will user 207969 visit? Note that POI id is an integer in the range from 0 to 1120.
|
At 2013-04-11 12:38:00, user 207969 will visit POI id 967.
|
Massive-STEPS-Beijing
Dataset Summary
Massive-STEPS is a large-scale dataset of semantic trajectories intended for understanding POI check-ins. The dataset is derived from the Semantic Trails Dataset and Foursquare Open Source Places, and includes check-in data from 12 cities across 10 countries. The dataset is designed to facilitate research in various domains, including trajectory prediction, POI recommendation, and urban modeling. Massive-STEPS emphasizes the importance of geographical diversity, scale, semantic richness, and reproducibility in trajectory datasets.
City | URL |
---|---|
Beijing ๐จ๐ณ | ๐ค |
Istanbul ๐น๐ท | ๐ค |
Jakarta ๐ฎ๐ฉ | ๐ค |
Kuwait City ๐ฐ๐ผ | ๐ค |
Melbourne ๐ฆ๐บ | ๐ค |
Moscow ๐ท๐บ | ๐ค |
New York ๐บ๐ธ | ๐ค |
Petaling Jaya ๐ฒ๐พ | ๐ค |
Sรฃo Paulo ๐ง๐ท | ๐ค |
Shanghai ๐จ๐ณ | ๐ค |
Sydney ๐ฆ๐บ | ๐ค |
Tokyo ๐ฏ๐ต | ๐ค |
Dataset Sources
The dataset is derived from two sources:
- Semantic Trails Dataset:
- Repository: D2KLab/semantic-trails
- Paper: Monti, D., Palumbo, E., Rizzo, G., Troncy, R., Ehrhart, T., & Morisio, M. (2018). Semantic trails of city explorations: How do we live a city. arXiv preprint arXiv:1812.04367.
- Foursquare Open Source Places:
- Repository: foursquare/fsq-os-places
- Documentation: Foursquare Open Source Places
Dataset Structure
.
โโโ beijing_checkins_test.csv # test set check-ins
โโโ beijing_checkins_train.csv # train set check-ins
โโโ beijing_checkins_validation.csv # validation set check-ins
โโโ beijing_checkins.csv # all check-ins
โโโ data # trajectory prompts
โ โโโ test-00000-of-00001.parquet
โ โโโ train-00000-of-00001.parquet
โ โโโ validation-00000-of-00001.parquet
โโโ README.md
Data Instances
An example of entries in beijing_checkins.csv
:
trail_id,user_id,venue_id,latitude,longitude,name,address,venue_category,venue_category_id,venue_category_id_code,venue_city,venue_city_latitude,venue_city_longitude,venue_country,timestamp
2013_113678,4328,161,39.98294814357289,116.49279095199559,Cafรฉ Flatwhite ไป่ฑๅๅก,"้
ไปๆกฅ่ทฏ4ๅทๅคงๅฑฑๅญ่บๆฏๅบ4 Dashanzi Art District, Jiuxianqiao Lu",Cafรฉ,4bf58dd8d48988d16d941735,87,Wangjing,39.9933,116.47284,CN,2012-04-08 04:55:00
2013_113678,4328,104,39.983048723481105,116.48867994097415,798 Art Zone,4 Jiuxianqiao Rd,Art Gallery,4bf58dd8d48988d1e2931735,137,Wangjing,39.9933,116.47284,CN,2012-04-08 04:58:00
2013_113678,4328,366,39.942338427744325,116.51860092630189,ๆ้ณไฝ่ฒๅฅ่บซไผ้ฒๅ
ฌๅญ,77 Yaojiayuan Rd,Other Great Outdoors,4bf58dd8d48988d162941735,81,Wangjing,39.9933,116.47284,CN,2012-04-08 07:01:00
2013_113680,4328,731,39.96069814865617,116.44995860089115,ๅฏฟๅธๅ
Sushifu,"Bldg 24, Yard 5A, Shuguang Xili",Japanese Restaurant,4bf58dd8d48988d111941735,17,Wangjing,39.9933,116.47284,CN,2012-04-16 11:51:00
2013_113680,4328,711,39.961040135069545,116.45046570746983,ๅคๅฐๆฑ Phoenix Galleria,"Bldg 24, Yard 5A, Shuguangxili",Shopping Mall,4bf58dd8d48988d1fd941735,162,Wangjing,39.9933,116.47284,CN,2012-04-16 12:26:00
Data Fields
Field | Description |
---|---|
trail_id |
Numeric identifier of trail |
user_id |
Numeric identifier of user |
venue_id |
Numeric identifier of POI venue |
latitude |
Latitude of POI venue |
longitude |
Longitude of POI venue |
name |
POI/business name |
address |
Street address of POI venue |
venue_category |
POI category name |
venue_category_id |
Foursquare Category ID |
venue_category_id_code |
Numeric identifier of category |
venue_city |
Administrative region name |
venue_city_latitude |
Latitude of administrative region |
venue_city_longitude |
Longitude of administrative region |
venue_country |
Country code |
timestamp |
Check-in timestamp |
Dataset Statistics
City | Users | Trails | POIs | Check-ins | #train | #val | #test |
---|---|---|---|---|---|---|---|
Beijing ๐จ๐ณ | 56 | 573 | 1,127 | 1,470 | 400 | 58 | 115 |
Additional Information
License
Copyright 2024 Foursquare Labs, Inc. All rights reserved.
Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License.
You may obtain a copy of the License at: http://www.apache.org/licenses/LICENSE-2.0
Unless required by applicable law or agreed to in writing, software distributed under the License is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
See the License for the specific language governing permissions and limitations under the License.
๐ Citation
If you find this repository useful for your research, please consider citing our paper:
@misc{wongso2025massivestepsmassivesemantictrajectories,
title = {Massive-STEPS: Massive Semantic Trajectories for Understanding POI Check-ins -- Dataset and Benchmarks},
author = {Wilson Wongso and Hao Xue and Flora D. Salim},
year = {2025},
eprint = {2505.11239},
archiveprefix = {arXiv},
primaryclass = {cs.LG},
url = {https://arxiv.org/abs/2505.11239}
}
Contact
If you have any questions or suggestions, feel free to contact Wilson at w.wongso(at)unsw(dot)edu(dot)au
.
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