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string
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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.
End of preview. Expand in Data Studio

Massive-STEPS-Beijing

huggingface huggingface arXiv GitHub

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 ๐Ÿ‡จ๐Ÿ‡ณ ๐Ÿค—
Istanbul ๐Ÿ‡น๐Ÿ‡ท ๐Ÿค—
Jakarta ๐Ÿ‡ฎ๐Ÿ‡ฉ ๐Ÿค—
Kuwait City ๐Ÿ‡ฐ๐Ÿ‡ผ ๐Ÿค—
Melbourne ๐Ÿ‡ฆ๐Ÿ‡บ ๐Ÿค—
Moscow ๐Ÿ‡ท๐Ÿ‡บ ๐Ÿค—
New York ๐Ÿ‡บ๐Ÿ‡ธ ๐Ÿค—
Petaling Jaya ๐Ÿ‡ฒ๐Ÿ‡พ ๐Ÿค—
Sรฃo Paulo ๐Ÿ‡ง๐Ÿ‡ท ๐Ÿค—
Shanghai ๐Ÿ‡จ๐Ÿ‡ณ ๐Ÿค—
Sydney ๐Ÿ‡ฆ๐Ÿ‡บ ๐Ÿค—
Tokyo ๐Ÿ‡ฏ๐Ÿ‡ต ๐Ÿค—

Dataset Sources

The dataset is derived from two sources:

  1. 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.
  2. Foursquare Open Source Places:

Dataset Structure

.
โ”œโ”€โ”€ beijing_checkins_test.csv # test set check-ins
โ”œโ”€โ”€ beijing_checkins_train.csv # train set check-ins
โ”œโ”€โ”€ beijing_checkins_validation.csv # validation set check-ins
โ”œโ”€โ”€ beijing_checkins.csv # all check-ins
โ”œโ”€โ”€ data # trajectory prompts
โ”‚   โ”œโ”€โ”€ test-00000-of-00001.parquet
โ”‚   โ”œโ”€โ”€ train-00000-of-00001.parquet
โ”‚   โ””โ”€โ”€ validation-00000-of-00001.parquet
โ””โ”€โ”€ 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 ไป™่‹ฑๅ’–ๅ•ก,"้…’ไป™ๆกฅ่ทฏ4ๅทๅคงๅฑฑๅญ่‰บๆœฏๅŒบ4 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,ๆœ้˜ณไฝ“่‚ฒๅฅ่บซไผ‘้—ฒๅ…ฌๅ›ญ,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,ๅฏฟๅธˆๅ‚… 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,ๅ‡คๅ‡ฐๆฑ‡ 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 ๐Ÿ‡จ๐Ÿ‡ณ 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.

๐Ÿ”– 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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