Datasets:

CRUISEResearchGroup
/

Massive-STEPS-Shanghai

user_id stringclasses 296 values	trail_id stringlengths 10 12	inputs stringlengths 269 2.03k	targets stringlengths 54 59
30331	2018_613147	The following data is a trajectory of user 30331: At 2018-06-21 08:17:00, user 30331 visited POI id 4401 which is a Coffee Shop, at Shanghai, CN. Given the data, At 2018-06-21 11:24:00, Which POI id will user 30331 visit? Note that POI id is an integer in the range from 0 to 4461.	At 2018-06-21 11:24:00, user 30331 will visit POI id 4443.
5173	2018_112169	The following data is a trajectory of user 5173: At 2018-03-11 05:03:00, user 5173 visited POI id 945 which is a Plaza, at Shanghai, CN. Given the data, At 2018-03-11 06:22:00, Which POI id will user 5173 visit? Note that POI id is an integer in the range from 0 to 4461.	At 2018-03-11 06:22:00, user 5173 will visit POI id 4067.
4672	2013_122466	The following data is a trajectory of user 4672: At 2012-05-11 14:12:00, user 4672 visited POI id 848 which is a Multiplex, at Shanghai, CN. Given the data, At 2012-05-11 16:52:00, Which POI id will user 4672 visit? Note that POI id is an integer in the range from 0 to 4461.	At 2012-05-11 16:52:00, user 4672 will visit POI id 1244.
201841	2013_4376173	The following data is a trajectory of user 201841: At 2012-08-20 10:23:00, user 201841 visited POI id 1509 which is a Coworking Space, at Shanghai, CN. Given the data, At 2012-08-20 10:24:00, Which POI id will user 201841 visit? Note that POI id is an integer in the range from 0 to 4461.	At 2012-08-20 10:24:00, user 201841 will visit POI id 209.
27668	2013_685073	The following data is a trajectory of user 27668: At 2012-07-09 11:53:00, user 27668 visited POI id 2527 which is a Chinese Restaurant, at Shanghai, CN. Given the data, At 2012-07-09 13:24:00, Which POI id will user 27668 visit? Note that POI id is an integer in the range from 0 to 4461.	At 2012-07-09 13:24:00, user 27668 will visit POI id 1322.
50178	2013_1175961	The following data is a trajectory of user 50178: At 2012-04-11 11:12:00, user 50178 visited POI id 768 which is a Metro Station, at Shanghai, CN. Given the data, At 2012-04-11 11:13:00, Which POI id will user 50178 visit? Note that POI id is an integer in the range from 0 to 4461.	At 2012-04-11 11:13:00, user 50178 will visit POI id 1646.
55449	2013_1284174	The following data is a trajectory of user 55449: At 2012-12-01 05:09:00, user 55449 visited POI id 3245 which is a Ramen Restaurant, at Shanghai, CN. At 2012-12-01 06:21:00, user 55449 visited POI id 3522 which is a Convenience Store, at Shanghai, CN. At 2012-12-01 06:50:00, user 55449 visited POI id 209 which is a Metro Station, at Shanghai, CN. At 2012-12-01 07:03:00, user 55449 visited POI id 353 which is a Metro Station, at Shanghai, CN. Given the data, At 2012-12-01 07:17:00, Which POI id will user 55449 visit? Note that POI id is an integer in the range from 0 to 4461.	At 2012-12-01 07:17:00, user 55449 will visit POI id 1095.
77783	2018_1446251	The following data is a trajectory of user 77783: At 2018-04-22 03:51:00, user 77783 visited POI id 3846 which is a Japanese Restaurant, at Shanghai, CN. Given the data, At 2018-04-22 05:38:00, Which POI id will user 77783 visit? Note that POI id is an integer in the range from 0 to 4461.	At 2018-04-22 05:38:00, user 77783 will visit POI id 4380.
223408	2013_5140593	The following data is a trajectory of user 223408: At 2012-07-06 00:02:00, user 223408 visited POI id 1064 which is a Road, at Nanxiang, CN. Given the data, At 2012-07-06 00:04:00, Which POI id will user 223408 visit? Note that POI id is an integer in the range from 0 to 4461.	At 2012-07-06 00:04:00, user 223408 will visit POI id 2303.
45017	2013_1068845	The following data is a trajectory of user 45017: At 2013-06-27 09:44:00, user 45017 visited POI id 3615 which is a Pub, at Shanghai, CN. Given the data, At 2013-06-27 16:33:00, Which POI id will user 45017 visit? Note that POI id is an integer in the range from 0 to 4461.	At 2013-06-27 16:33:00, user 45017 will visit POI id 1579.
72400	2013_1617240	The following data is a trajectory of user 72400: At 2012-05-24 03:38:00, user 72400 visited POI id 488 which is a Bagel Shop, at Shanghai, CN. Given the data, At 2012-05-24 09:24:00, Which POI id will user 72400 visit? Note that POI id is an integer in the range from 0 to 4461.	At 2012-05-24 09:24:00, user 72400 will visit POI id 185.
229778	2018_3086595	The following data is a trajectory of user 229778: At 2018-08-14 03:58:00, user 229778 visited POI id 4160 which is a Coffee Shop, at Shanghai, CN. Given the data, At 2018-08-14 09:07:00, Which POI id will user 229778 visit? Note that POI id is an integer in the range from 0 to 4461.	At 2018-08-14 09:07:00, user 229778 will visit POI id 4152.
211768	2013_4744726	The following data is a trajectory of user 211768: At 2012-07-04 10:17:00, user 211768 visited POI id 2925 which is a Hotel Bar, at Shanghai, CN. At 2012-07-04 10:35:00, user 211768 visited POI id 1146 which is a High School, at Shanghai, CN. Given the data, At 2012-07-04 11:50:00, Which POI id will user 211768 visit? Note that POI id is an integer in the range from 0 to 4461.	At 2012-07-04 11:50:00, user 211768 will visit POI id 706.
221050	2013_5064935	The following data is a trajectory of user 221050: At 2012-05-15 02:03:00, user 221050 visited POI id 1182 which is a Fast Food Restaurant, at Shanghai, CN. At 2012-05-15 02:06:00, user 221050 visited POI id 937 which is a Road, at Shanghai, CN. At 2012-05-15 02:09:00, user 221050 visited POI id 620 which is a Building, at Shanghai, CN. At 2012-05-15 06:22:00, user 221050 visited POI id 425 which is a Chinese Restaurant, at Shanghai, CN. At 2012-05-15 06:45:00, user 221050 visited POI id 1274 which is a Café, at Shanghai, CN. At 2012-05-15 10:01:00, user 221050 visited POI id 1026 which is a Metro Station, at Shanghai, CN. At 2012-05-15 10:13:00, user 221050 visited POI id 923 which is a Metro Station, at Shanghai, CN. Given the data, At 2012-05-15 10:20:00, Which POI id will user 221050 visit? Note that POI id is an integer in the range from 0 to 4461.	At 2012-05-15 10:20:00, user 221050 will visit POI id 2723.
115561	2013_2375178	The following data is a trajectory of user 115561: At 2013-03-26 23:05:00, user 115561 visited POI id 1998 which is a Park, at Shanghai, CN. At 2013-03-27 01:48:00, user 115561 visited POI id 3477 which is a Restaurant, at Shanghai, CN. At 2013-03-27 04:57:00, user 115561 visited POI id 52 which is a American Restaurant, at Shanghai, CN. At 2013-03-27 09:38:00, user 115561 visited POI id 218 which is a Lounge, at Shanghai, CN. Given the data, At 2013-03-27 10:55:00, Which POI id will user 115561 visit? Note that POI id is an integer in the range from 0 to 4461.	At 2013-03-27 10:55:00, user 115561 will visit POI id 2571.
252269	2013_5994285	The following data is a trajectory of user 252269: At 2013-08-20 09:35:00, user 252269 visited POI id 2387 which is a Coffee Shop, at Shanghai, CN. Given the data, At 2013-08-20 11:22:00, Which POI id will user 252269 visit? Note that POI id is an integer in the range from 0 to 4461.	At 2013-08-20 11:22:00, user 252269 will visit POI id 2713.
149302	2013_2894703	The following data is a trajectory of user 149302: At 2012-04-29 04:18:00, user 149302 visited POI id 1009 which is a Gym, at Shanghai, CN. At 2012-04-29 06:10:00, user 149302 visited POI id 1416 which is a Lounge, at Shanghai, CN. At 2012-04-29 08:26:00, user 149302 visited POI id 1309 which is a Bar, at Shanghai, CN. Given the data, At 2012-04-29 10:42:00, Which POI id will user 149302 visit? Note that POI id is an integer in the range from 0 to 4461.	At 2012-04-29 10:42:00, user 149302 will visit POI id 1669.
188143	2013_3803613	The following data is a trajectory of user 188143: At 2012-06-08 11:00:00, user 188143 visited POI id 337 which is a Library, at Shanghai, CN. At 2012-06-08 11:04:00, user 188143 visited POI id 2482 which is a Office, at Shanghai, CN. At 2012-06-08 11:10:00, user 188143 visited POI id 2301 which is a Food, at Shanghai, CN. At 2012-06-08 11:59:00, user 188143 visited POI id 754 which is a Metro Station, at Shanghai, CN. At 2012-06-08 12:57:00, user 188143 visited POI id 51 which is a Jazz Club, at Shanghai, CN. Given the data, At 2012-06-08 13:05:00, Which POI id will user 188143 visit? Note that POI id is an integer in the range from 0 to 4461.	At 2012-06-08 13:05:00, user 188143 will visit POI id 654.
56292	2013_1301344	The following data is a trajectory of user 56292: At 2012-06-05 03:18:00, user 56292 visited POI id 2683 which is a Building, at Shanghai, CN. Given the data, At 2012-06-05 10:53:00, Which POI id will user 56292 visit? Note that POI id is an integer in the range from 0 to 4461.	At 2012-06-05 10:53:00, user 56292 will visit POI id 715.
191407	2013_3948207	The following data is a trajectory of user 191407: At 2013-05-08 10:45:00, user 191407 visited POI id 238 which is a Grocery Store, at Shanghai, CN. Given the data, At 2013-05-08 12:46:00, Which POI id will user 191407 visit? Note that POI id is an integer in the range from 0 to 4461.	At 2013-05-08 12:46:00, user 191407 will visit POI id 3688.
221050	2013_5064955	The following data is a trajectory of user 221050: At 2013-01-12 05:41:00, user 221050 visited POI id 754 which is a Metro Station, at Shanghai, CN. At 2013-01-12 08:49:00, user 221050 visited POI id 1640 which is a Performing Arts Venue, at Shanghai, CN. Given the data, At 2013-01-12 09:41:00, Which POI id will user 221050 visit? Note that POI id is an integer in the range from 0 to 4461.	At 2013-01-12 09:41:00, user 221050 will visit POI id 122.
194691	2013_4088804	The following data is a trajectory of user 194691: At 2012-12-23 08:49:00, user 194691 visited POI id 1206 which is a Shopping Mall, at Shanghai, CN. At 2012-12-23 09:07:00, user 194691 visited POI id 805 which is a Metro Station, at Shanghai, CN. At 2012-12-23 11:12:00, user 194691 visited POI id 175 which is a Coffee Shop, at Shanghai, CN. At 2012-12-23 11:25:00, user 194691 visited POI id 501 which is a Movie Theater, at Shanghai, CN. Given the data, At 2012-12-23 13:58:00, Which POI id will user 194691 visit? Note that POI id is an integer in the range from 0 to 4461.	At 2012-12-23 13:58:00, user 194691 will visit POI id 1159.
72890	2013_1626011	The following data is a trajectory of user 72890: At 2012-04-24 05:17:00, user 72890 visited POI id 1736 which is a Spanish Restaurant, at Shanghai, CN. At 2012-04-24 07:25:00, user 72890 visited POI id 979 which is a Neighborhood, at Shanghai, CN. Given the data, At 2012-04-24 10:41:00, Which POI id will user 72890 visit? Note that POI id is an integer in the range from 0 to 4461.	At 2012-04-24 10:41:00, user 72890 will visit POI id 1183.
222558	2013_5113307	The following data is a trajectory of user 222558: At 2012-05-13 00:40:00, user 222558 visited POI id 946 which is a Multiplex, at Shanghai, CN. At 2012-05-13 00:58:00, user 222558 visited POI id 546 which is a Coffee Shop, at Shanghai, CN. At 2012-05-13 04:17:00, user 222558 visited POI id 2453 which is a Japanese Restaurant, at Shanghai, CN. At 2012-05-13 05:44:00, user 222558 visited POI id 327 which is a Shopping Mall, at Shanghai, CN. At 2012-05-13 06:13:00, user 222558 visited POI id 1176 which is a Dessert Shop, at Shanghai, CN. Given the data, At 2012-05-13 08:03:00, Which POI id will user 222558 visit? Note that POI id is an integer in the range from 0 to 4461.	At 2012-05-13 08:03:00, user 222558 will visit POI id 77.
26221	2013_651591	The following data is a trajectory of user 26221: At 2013-08-09 08:04:00, user 26221 visited POI id 777 which is a Train Station, at Shanghai, CN. At 2013-08-09 08:19:00, user 26221 visited POI id 1702 which is a Department Store, at Shanghai, CN. Given the data, At 2013-08-09 10:12:00, Which POI id will user 26221 visit? Note that POI id is an integer in the range from 0 to 4461.	At 2013-08-09 10:12:00, user 26221 will visit POI id 1685.
92804	2013_1988423	The following data is a trajectory of user 92804: At 2012-06-18 00:30:00, user 92804 visited POI id 164 which is a Metro Station, at Shanghai, CN. At 2012-06-18 00:33:00, user 92804 visited POI id 366 which is a Building, at Shanghai, CN. At 2012-06-18 08:59:00, user 92804 visited POI id 164 which is a Metro Station, at Shanghai, CN. At 2012-06-21 00:34:00, user 92804 visited POI id 366 which is a Building, at Shanghai, CN. Given the data, At 2012-06-21 05:00:00, Which POI id will user 92804 visit? Note that POI id is an integer in the range from 0 to 4461.	At 2012-06-21 05:00:00, user 92804 will visit POI id 164.
30331	2018_613117	The following data is a trajectory of user 30331: At 2018-04-22 01:47:00, user 30331 visited POI id 1790 which is a Asian Restaurant, at Shanghai, CN. Given the data, At 2018-04-22 05:41:00, Which POI id will user 30331 visit? Note that POI id is an integer in the range from 0 to 4461.	At 2018-04-22 05:41:00, user 30331 will visit POI id 4093.
208786	2013_4637808	The following data is a trajectory of user 208786: At 2012-05-13 11:56:00, user 208786 visited POI id 698 which is a Hostel, at Shanghai, CN. At 2012-05-13 11:57:00, user 208786 visited POI id 1281 which is a Fast Food Restaurant, at Shanghai, CN. Given the data, At 2012-05-13 12:38:00, Which POI id will user 208786 visit? Note that POI id is an integer in the range from 0 to 4461.	At 2012-05-13 12:38:00, user 208786 will visit POI id 777.
31829	2013_779780	The following data is a trajectory of user 31829: At 2012-10-25 05:16:00, user 31829 visited POI id 877 which is a Hospital, at Shanghai, CN. Given the data, At 2012-10-25 07:24:00, Which POI id will user 31829 visit? Note that POI id is an integer in the range from 0 to 4461.	At 2012-10-25 07:24:00, user 31829 will visit POI id 414.
195298	2013_4113288	The following data is a trajectory of user 195298: At 2012-04-19 04:32:00, user 195298 visited POI id 1624 which is a Japanese Restaurant, at Shanghai, CN. Given the data, At 2012-04-19 09:46:00, Which POI id will user 195298 visit? Note that POI id is an integer in the range from 0 to 4461.	At 2012-04-19 09:46:00, user 195298 will visit POI id 417.
105411	2013_2206402	The following data is a trajectory of user 105411: At 2012-07-07 08:26:00, user 105411 visited POI id 1685 which is a Metro Station, at Shanghai, CN. At 2012-07-07 09:21:00, user 105411 visited POI id 1340 which is a Shopping Mall, at Shanghai, CN. At 2012-07-07 09:24:00, user 105411 visited POI id 582 which is a Hotel, at Shanghai, CN. Given the data, At 2012-07-07 09:43:00, Which POI id will user 105411 visit? Note that POI id is an integer in the range from 0 to 4461.	At 2012-07-07 09:43:00, user 105411 will visit POI id 3212.
149302	2013_2894692	The following data is a trajectory of user 149302: At 2012-04-14 05:03:00, user 149302 visited POI id 1096 which is a Office, at Shanghai, CN. At 2012-04-14 05:37:00, user 149302 visited POI id 945 which is a Plaza, at Shanghai, CN. At 2012-04-14 05:42:00, user 149302 visited POI id 1243 which is a American Restaurant, at Shanghai, CN. Given the data, At 2012-04-14 12:36:00, Which POI id will user 149302 visit? Note that POI id is an integer in the range from 0 to 4461.	At 2012-04-14 12:36:00, user 149302 will visit POI id 1503.
227076	2013_5259317	The following data is a trajectory of user 227076: At 2012-04-10 03:31:00, user 227076 visited POI id 348 which is a Airport Terminal, at Jiangqiao, CN. Given the data, At 2012-04-10 10:33:00, Which POI id will user 227076 visit? Note that POI id is an integer in the range from 0 to 4461.	At 2012-04-10 10:33:00, user 227076 will visit POI id 1760.
72881	2018_1367496	The following data is a trajectory of user 72881: At 2018-02-24 10:12:00, user 72881 visited POI id 4342 which is a French Restaurant, at Shanghai, CN. Given the data, At 2018-02-24 12:36:00, Which POI id will user 72881 visit? Note that POI id is an integer in the range from 0 to 4461.	At 2018-02-24 12:36:00, user 72881 will visit POI id 4325.
72890	2013_1626007	The following data is a trajectory of user 72890: At 2012-04-19 12:30:00, user 72890 visited POI id 959 which is a Thai Restaurant, at Shanghai, CN. Given the data, At 2012-04-19 15:26:00, Which POI id will user 72890 visit? Note that POI id is an integer in the range from 0 to 4461.	At 2012-04-19 15:26:00, user 72890 will visit POI id 1644.
30331	2018_613095	The following data is a trajectory of user 30331: At 2018-03-14 00:52:00, user 30331 visited POI id 4391 which is a Office, at Shanghai, CN. At 2018-03-14 04:09:00, user 30331 visited POI id 4398 which is a Coworking Space, at Shanghai, CN. At 2018-03-14 05:44:00, user 30331 visited POI id 3399 which is a Coffee Shop, at Shanghai, CN. At 2018-03-14 06:18:00, user 30331 visited POI id 4204 which is a Coworking Space, at Shanghai, CN. Given the data, At 2018-03-14 07:39:00, Which POI id will user 30331 visit? Note that POI id is an integer in the range from 0 to 4461.	At 2018-03-14 07:39:00, user 30331 will visit POI id 864.
237424	2013_5575731	The following data is a trajectory of user 237424: At 2012-08-20 03:43:00, user 237424 visited POI id 807 which is a Art Gallery, at Shanghai, CN. At 2012-08-20 05:29:00, user 237424 visited POI id 209 which is a Metro Station, at Shanghai, CN. At 2012-08-20 05:46:00, user 237424 visited POI id 1754 which is a Dessert Shop, at Shanghai, CN. Given the data, At 2012-08-20 06:07:00, Which POI id will user 237424 visit? Note that POI id is an integer in the range from 0 to 4461.	At 2012-08-20 06:07:00, user 237424 will visit POI id 1156.
45017	2013_1068749	The following data is a trajectory of user 45017: At 2012-12-28 00:58:00, user 45017 visited POI id 1050 which is a Office, at Shanghai, CN. At 2012-12-28 04:28:00, user 45017 visited POI id 3567 which is a Chinese Restaurant, at Shanghai, CN. Given the data, At 2012-12-28 07:08:00, Which POI id will user 45017 visit? Note that POI id is an integer in the range from 0 to 4461.	At 2012-12-28 07:08:00, user 45017 will visit POI id 3129.
52485	2018_1052090	The following data is a trajectory of user 52485: At 2018-01-05 01:59:00, user 52485 visited POI id 3139 which is a Dentist's Office, at Shanghai, CN. At 2018-01-05 03:47:00, user 52485 visited POI id 1305 which is a Office, at Shanghai, CN. Given the data, At 2018-01-05 04:14:00, Which POI id will user 52485 visit? Note that POI id is an integer in the range from 0 to 4461.	At 2018-01-05 04:14:00, user 52485 will visit POI id 4320.
137095	2013_2714496	The following data is a trajectory of user 137095: At 2012-06-17 05:17:00, user 137095 visited POI id 2090 which is a Bar, at Shanghai, CN. Given the data, At 2012-06-17 12:18:00, Which POI id will user 137095 visit? Note that POI id is an integer in the range from 0 to 4461.	At 2012-06-17 12:18:00, user 137095 will visit POI id 959.
55919	2013_1294006	The following data is a trajectory of user 55919: At 2013-07-28 05:26:00, user 55919 visited POI id 2035 which is a French Restaurant, at Shanghai, CN. At 2013-07-28 09:53:00, user 55919 visited POI id 606 which is a Ramen Restaurant, at Shanghai, CN. Given the data, At 2013-07-28 11:30:00, Which POI id will user 55919 visit? Note that POI id is an integer in the range from 0 to 4461.	At 2013-07-28 11:30:00, user 55919 will visit POI id 551.
214116	2013_4828425	The following data is a trajectory of user 214116: At 2013-07-14 13:25:00, user 214116 visited POI id 968 which is a Sports Bar, at Shanghai, CN. Given the data, At 2013-07-14 17:23:00, Which POI id will user 214116 visit? Note that POI id is an integer in the range from 0 to 4461.	At 2013-07-14 17:23:00, user 214116 will visit POI id 3540.
30331	2018_613115	The following data is a trajectory of user 30331: At 2018-04-20 05:08:00, user 30331 visited POI id 782 which is a Flea Market, at Shanghai, CN. At 2018-04-20 10:07:00, user 30331 visited POI id 4201 which is a Café, at Shanghai, CN. Given the data, At 2018-04-20 12:37:00, Which POI id will user 30331 visit? Note that POI id is an integer in the range from 0 to 4461.	At 2018-04-20 12:37:00, user 30331 will visit POI id 3245.
194691	2013_4088798	The following data is a trajectory of user 194691: At 2012-11-24 04:37:00, user 194691 visited POI id 1525 which is a Fast Food Restaurant, at Shanghai, CN. Given the data, At 2012-11-24 06:24:00, Which POI id will user 194691 visit? Note that POI id is an integer in the range from 0 to 4461.	At 2012-11-24 06:24:00, user 194691 will visit POI id 1294.
200956	2013_4341740	The following data is a trajectory of user 200956: At 2012-06-13 05:45:00, user 200956 visited POI id 0 which is a Café, at Shanghai, CN. Given the data, At 2012-06-13 11:14:00, Which POI id will user 200956 visit? Note that POI id is an integer in the range from 0 to 4461.	At 2012-06-13 11:14:00, user 200956 will visit POI id 1768.
30331	2018_613148	The following data is a trajectory of user 30331: At 2018-06-22 03:10:00, user 30331 visited POI id 4444 which is a Salon / Barbershop, at Shanghai, CN. Given the data, At 2018-06-22 03:20:00, Which POI id will user 30331 visit? Note that POI id is an integer in the range from 0 to 4461.	At 2018-06-22 03:20:00, user 30331 will visit POI id 4332.
191407	2013_3948220	The following data is a trajectory of user 191407: At 2013-06-17 02:20:00, user 191407 visited POI id 3472 which is a School, at Shanghai, CN. At 2013-06-17 04:56:00, user 191407 visited POI id 3130 which is a American Restaurant, at Shanghai, CN. Given the data, At 2013-06-17 05:53:00, Which POI id will user 191407 visit? Note that POI id is an integer in the range from 0 to 4461.	At 2013-06-17 05:53:00, user 191407 will visit POI id 3688.
77783	2018_1446257	The following data is a trajectory of user 77783: At 2018-06-17 03:37:00, user 77783 visited POI id 4067 which is a Shopping Mall, at Shanghai, CN. At 2018-06-17 03:45:00, user 77783 visited POI id 4254 which is a Dim Sum Restaurant, at Shanghai, CN. At 2018-06-17 12:52:00, user 77783 visited POI id 2395 which is a Shopping Mall, at Shanghai, CN. Given the data, At 2018-06-17 13:03:00, Which POI id will user 77783 visit? Note that POI id is an integer in the range from 0 to 4461.	At 2018-06-17 13:03:00, user 77783 will visit POI id 4280.
223408	2013_5140582	The following data is a trajectory of user 223408: At 2012-06-10 07:22:00, user 223408 visited POI id 405 which is a Shopping Mall, at Shanghai, CN. At 2012-06-10 07:24:00, user 223408 visited POI id 2372 which is a Dumpling Restaurant, at Shanghai, CN. At 2012-06-10 07:26:00, user 223408 visited POI id 2950 which is a Food Court, at Shanghai, CN. At 2012-06-10 07:28:00, user 223408 visited POI id 1780 which is a Housing Development, at Shanghai, CN. Given the data, At 2012-06-10 15:19:00, Which POI id will user 223408 visit? Note that POI id is an integer in the range from 0 to 4461.	At 2012-06-10 15:19:00, user 223408 will visit POI id 445.
36273	2018_737191	The following data is a trajectory of user 36273: At 2017-12-20 02:07:00, user 36273 visited POI id 946 which is a Multiplex, at Shanghai, CN. Given the data, At 2017-12-20 04:14:00, Which POI id will user 36273 visit? Note that POI id is an integer in the range from 0 to 4461.	At 2017-12-20 04:14:00, user 36273 will visit POI id 4008.
4672	2013_122472	The following data is a trajectory of user 4672: At 2012-05-28 03:54:00, user 4672 visited POI id 2468 which is a Clothing Store, at Shanghai, CN. Given the data, At 2012-05-28 09:25:00, Which POI id will user 4672 visit? Note that POI id is an integer in the range from 0 to 4461.	At 2012-05-28 09:25:00, user 4672 will visit POI id 967.
46983	2013_1110181	The following data is a trajectory of user 46983: At 2012-05-29 09:50:00, user 46983 visited POI id 2528 which is a Office, at Shanghai, CN. At 2012-05-29 10:17:00, user 46983 visited POI id 2523 which is a Office, at Shanghai, CN. At 2012-05-29 11:12:00, user 46983 visited POI id 431 which is a Chinese Restaurant, at Shanghai, CN. At 2012-05-29 12:32:00, user 46983 visited POI id 2794 which is a Shopping Mall, at Shanghai, CN. Given the data, At 2012-05-29 13:29:00, Which POI id will user 46983 visit? Note that POI id is an integer in the range from 0 to 4461.	At 2012-05-29 13:29:00, user 46983 will visit POI id 167.
3732	2013_97794	The following data is a trajectory of user 3732: At 2013-02-02 06:28:00, user 3732 visited POI id 2998 which is a Residential Building (Apartment / Condo), at Shanghai, CN. Given the data, At 2013-02-02 07:02:00, Which POI id will user 3732 visit? Note that POI id is an integer in the range from 0 to 4461.	At 2013-02-02 07:02:00, user 3732 will visit POI id 3546.
191407	2013_3948227	The following data is a trajectory of user 191407: At 2013-07-10 11:09:00, user 191407 visited POI id 2778 which is a School, at Shanghai, CN. Given the data, At 2013-07-10 13:37:00, Which POI id will user 191407 visit? Note that POI id is an integer in the range from 0 to 4461.	At 2013-07-10 13:37:00, user 191407 will visit POI id 970.
181747	2013_3506863	The following data is a trajectory of user 181747: At 2012-04-12 07:46:00, user 181747 visited POI id 2139 which is a Chinese Restaurant, at Shanghai, CN. Given the data, At 2012-04-12 11:42:00, Which POI id will user 181747 visit? Note that POI id is an integer in the range from 0 to 4461.	At 2012-04-12 11:42:00, user 181747 will visit POI id 2804.
218971	2013_4995332	The following data is a trajectory of user 218971: At 2013-02-01 00:57:00, user 218971 visited POI id 619 which is a Metro Station, at Shanghai, CN. At 2013-02-01 01:43:00, user 218971 visited POI id 276 which is a Metro Station, at Shanghai, CN. At 2013-02-01 07:51:00, user 218971 visited POI id 762 which is a Bank, at Shanghai, CN. At 2013-02-01 11:08:00, user 218971 visited POI id 1157 which is a Office, at Shanghai, CN. Given the data, At 2013-02-01 11:10:00, Which POI id will user 218971 visit? Note that POI id is an integer in the range from 0 to 4461.	At 2013-02-01 11:10:00, user 218971 will visit POI id 276.
43328	2013_1033684	The following data is a trajectory of user 43328: At 2012-04-05 09:58:00, user 43328 visited POI id 979 which is a Neighborhood, at Shanghai, CN. Given the data, At 2012-04-05 11:04:00, Which POI id will user 43328 visit? Note that POI id is an integer in the range from 0 to 4461.	At 2012-04-05 11:04:00, user 43328 will visit POI id 1303.
214116	2013_4828415	The following data is a trajectory of user 214116: At 2013-05-09 05:12:00, user 214116 visited POI id 588 which is a Hotel, at Shanghai, CN. At 2013-05-09 06:35:00, user 214116 visited POI id 1927 which is a Event Space, at Shanghai, CN. At 2013-05-09 09:33:00, user 214116 visited POI id 2070 which is a Office, at Shanghai, CN. Given the data, At 2013-05-09 11:02:00, Which POI id will user 214116 visit? Note that POI id is an integer in the range from 0 to 4461.	At 2013-05-09 11:02:00, user 214116 will visit POI id 357.
184968	2013_3660241	The following data is a trajectory of user 184968: At 2012-04-14 10:28:00, user 184968 visited POI id 767 which is a Neighborhood, at Shanghai, CN. At 2012-04-14 12:19:00, user 184968 visited POI id 998 which is a Salon / Barbershop, at Shanghai, CN. Given the data, At 2012-04-14 12:37:00, Which POI id will user 184968 visit? Note that POI id is an integer in the range from 0 to 4461.	At 2012-04-14 12:37:00, user 184968 will visit POI id 431.
2982	2018_63608	The following data is a trajectory of user 2982: At 2018-07-01 03:46:00, user 2982 visited POI id 214 which is a Bakery, at Shanghai, CN. At 2018-07-01 05:22:00, user 2982 visited POI id 3388 which is a Art Museum, at Shanghai, CN. Given the data, At 2018-07-01 07:27:00, Which POI id will user 2982 visit? Note that POI id is an integer in the range from 0 to 4461.	At 2018-07-01 07:27:00, user 2982 will visit POI id 3836.
200786	2013_4335012	The following data is a trajectory of user 200786: At 2013-04-19 10:21:00, user 200786 visited POI id 339 which is a Metro Station, at Shanghai, CN. At 2013-04-19 10:49:00, user 200786 visited POI id 1147 which is a Japanese Restaurant, at Shanghai, CN. At 2013-04-19 11:20:00, user 200786 visited POI id 459 which is a Metro Station, at Shanghai, CN. Given the data, At 2013-04-19 14:15:00, Which POI id will user 200786 visit? Note that POI id is an integer in the range from 0 to 4461.	At 2013-04-19 14:15:00, user 200786 will visit POI id 3485.
255653	2013_6085207	The following data is a trajectory of user 255653: At 2013-01-28 10:47:00, user 255653 visited POI id 2408 which is a Asian Restaurant, at Shanghai, CN. At 2013-01-28 11:04:00, user 255653 visited POI id 754 which is a Metro Station, at Shanghai, CN. Given the data, At 2013-01-30 08:17:00, Which POI id will user 255653 visit? Note that POI id is an integer in the range from 0 to 4461.	At 2013-01-30 08:17:00, user 255653 will visit POI id 754.
203070	2013_4424900	The following data is a trajectory of user 203070: At 2012-07-30 03:31:00, user 203070 visited POI id 1307 which is a Shopping Mall, at Shanghai, CN. At 2012-07-30 04:11:00, user 203070 visited POI id 1589 which is a Monument / Landmark, at Shanghai, CN. At 2012-07-30 04:38:00, user 203070 visited POI id 119 which is a Multiplex, at Shanghai, CN. At 2012-07-30 04:46:00, user 203070 visited POI id 1291 which is a Electronics Store, at Shanghai, CN. Given the data, At 2012-07-30 04:56:00, Which POI id will user 203070 visit? Note that POI id is an integer in the range from 0 to 4461.	At 2012-07-30 04:56:00, user 203070 will visit POI id 598.
62521	2013_1426070	The following data is a trajectory of user 62521: At 2013-05-14 02:27:00, user 62521 visited POI id 1284 which is a Real Estate Office, at Shanghai, CN. At 2013-05-14 03:35:00, user 62521 visited POI id 658 which is a Restaurant, at Shanghai, CN. Given the data, At 2013-05-14 04:55:00, Which POI id will user 62521 visit? Note that POI id is an integer in the range from 0 to 4461.	At 2013-05-14 04:55:00, user 62521 will visit POI id 3713.
179673	2013_3404204	The following data is a trajectory of user 179673: At 2013-01-28 09:23:00, user 179673 visited POI id 366 which is a Building, at Shanghai, CN. Given the data, At 2013-01-28 15:12:00, Which POI id will user 179673 visit? Note that POI id is an integer in the range from 0 to 4461.	At 2013-01-28 15:12:00, user 179673 will visit POI id 1206.
248694	2013_5897529	The following data is a trajectory of user 248694: At 2012-12-07 02:00:00, user 248694 visited POI id 768 which is a Metro Station, at Shanghai, CN. Given the data, At 2012-12-07 04:54:00, Which POI id will user 248694 visit? Note that POI id is an integer in the range from 0 to 4461.	At 2012-12-07 04:54:00, user 248694 will visit POI id 509.
157820	2013_3017665	The following data is a trajectory of user 157820: At 2012-05-13 09:56:00, user 157820 visited POI id 405 which is a Shopping Mall, at Shanghai, CN. Given the data, At 2012-05-13 10:30:00, Which POI id will user 157820 visit? Note that POI id is an integer in the range from 0 to 4461.	At 2012-05-13 10:30:00, user 157820 will visit POI id 2180.
252269	2013_5994286	The following data is a trajectory of user 252269: At 2013-08-25 08:13:00, user 252269 visited POI id 906 which is a Park, at Shanghai, CN. Given the data, At 2013-08-25 09:50:00, Which POI id will user 252269 visit? Note that POI id is an integer in the range from 0 to 4461.	At 2013-08-25 09:50:00, user 252269 will visit POI id 3657.
255653	2013_6085153	The following data is a trajectory of user 255653: At 2012-04-25 13:19:00, user 255653 visited POI id 1150 which is a Chinese Restaurant, at Shanghai, CN. Given the data, At 2012-04-25 13:31:00, Which POI id will user 255653 visit? Note that POI id is an integer in the range from 0 to 4461.	At 2012-04-25 13:31:00, user 255653 will visit POI id 885.
82024	2018_1514413	The following data is a trajectory of user 82024: At 2018-08-14 03:20:00, user 82024 visited POI id 1020 which is a Temple, at Shanghai, CN. Given the data, At 2018-08-14 04:04:00, Which POI id will user 82024 visit? Note that POI id is an integer in the range from 0 to 4461.	At 2018-08-14 04:04:00, user 82024 will visit POI id 622.
43328	2013_1033695	The following data is a trajectory of user 43328: At 2012-04-23 04:28:00, user 43328 visited POI id 929 which is a Japanese Restaurant, at Shanghai, CN. At 2012-04-23 10:12:00, user 43328 visited POI id 207 which is a Gym, at Shanghai, CN. At 2012-04-23 12:20:00, user 43328 visited POI id 208 which is a Burger Joint, at Shanghai, CN. At 2012-04-23 14:16:00, user 43328 visited POI id 1358 which is a Brewery, at Shanghai, CN. At 2012-04-23 17:10:00, user 43328 visited POI id 892 which is a Nightclub, at Shanghai, CN. At 2012-04-23 18:01:00, user 43328 visited POI id 1276 which is a Nightclub, at Shanghai, CN. Given the data, At 2012-04-23 19:02:00, Which POI id will user 43328 visit? Note that POI id is an integer in the range from 0 to 4461.	At 2012-04-23 19:02:00, user 43328 will visit POI id 359.
105411	2013_2206376	The following data is a trajectory of user 105411: At 2012-04-13 02:30:00, user 105411 visited POI id 1905 which is a Building, at Shanghai, CN. Given the data, At 2012-04-13 04:33:00, Which POI id will user 105411 visit? Note that POI id is an integer in the range from 0 to 4461.	At 2012-04-13 04:33:00, user 105411 will visit POI id 1851.
12990	2013_334188	The following data is a trajectory of user 12990: At 2012-06-08 13:14:00, user 12990 visited POI id 2633 which is a Home (private), at Shanghai, CN. At 2012-06-08 13:16:00, user 12990 visited POI id 1342 which is a American Restaurant, at Shanghai, CN. At 2012-06-08 15:36:00, user 12990 visited POI id 515 which is a Nightclub, at Shanghai, CN. Given the data, At 2012-06-08 18:34:00, Which POI id will user 12990 visit? Note that POI id is an integer in the range from 0 to 4461.	At 2012-06-08 18:34:00, user 12990 will visit POI id 66.
383953	2018_3991062	The following data is a trajectory of user 383953: At 2018-07-26 03:08:00, user 383953 visited POI id 612 which is a Pedestrian Plaza, at Shanghai, CN. Given the data, At 2018-07-26 09:58:00, Which POI id will user 383953 visit? Note that POI id is an integer in the range from 0 to 4461.	At 2018-07-26 09:58:00, user 383953 will visit POI id 1142.
112554	2013_2325836	The following data is a trajectory of user 112554: At 2013-02-13 02:58:00, user 112554 visited POI id 70 which is a Other Great Outdoors, at Shanghai, CN. Given the data, At 2013-02-13 03:04:00, Which POI id will user 112554 visit? Note that POI id is an integer in the range from 0 to 4461.	At 2013-02-13 03:04:00, user 112554 will visit POI id 656.
212131	2013_4758182	The following data is a trajectory of user 212131: At 2012-06-11 05:15:00, user 212131 visited POI id 80 which is a Shopping Mall, at Shanghai, CN. Given the data, At 2012-06-11 10:55:00, Which POI id will user 212131 visit? Note that POI id is an integer in the range from 0 to 4461.	At 2012-06-11 10:55:00, user 212131 will visit POI id 391.
144118	2013_2817828	The following data is a trajectory of user 144118: At 2012-12-15 02:34:00, user 144118 visited POI id 209 which is a Metro Station, at Shanghai, CN. Given the data, At 2012-12-15 05:29:00, Which POI id will user 144118 visit? Note that POI id is an integer in the range from 0 to 4461.	At 2012-12-15 05:29:00, user 144118 will visit POI id 735.
214116	2013_4828440	The following data is a trajectory of user 214116: At 2013-08-31 09:19:00, user 214116 visited POI id 3540 which is a Home (private), at Shanghai, CN. Given the data, At 2013-08-31 15:22:00, Which POI id will user 214116 visit? Note that POI id is an integer in the range from 0 to 4461.	At 2013-08-31 15:22:00, user 214116 will visit POI id 265.
149302	2013_2894694	The following data is a trajectory of user 149302: At 2012-04-16 13:31:00, user 149302 visited POI id 617 which is a Shopping Mall, at Shanghai, CN. At 2012-04-16 14:41:00, user 149302 visited POI id 821 which is a Chinese Restaurant, at Shanghai, CN. At 2012-04-16 15:33:00, user 149302 visited POI id 1548 which is a Gay Bar, at Shanghai, CN. Given the data, At 2012-04-16 16:17:00, Which POI id will user 149302 visit? Note that POI id is an integer in the range from 0 to 4461.	At 2012-04-16 16:17:00, user 149302 will visit POI id 262.
52058	2013_1213170	The following data is a trajectory of user 52058: At 2012-04-22 08:24:00, user 52058 visited POI id 795 which is a Theme Park, at Shanghai, CN. Given the data, At 2012-04-22 12:25:00, Which POI id will user 52058 visit? Note that POI id is an integer in the range from 0 to 4461.	At 2012-04-22 12:25:00, user 52058 will visit POI id 610.
209131	2013_4650731	The following data is a trajectory of user 209131: At 2012-12-07 07:10:00, user 209131 visited POI id 2586 which is a Shopping Mall, at Shanghai, CN. At 2012-12-07 09:19:00, user 209131 visited POI id 1939 which is a Japanese Restaurant, at Shanghai, CN. At 2012-12-07 12:21:00, user 209131 visited POI id 1963 which is a Clothing Store, at Shanghai, CN. At 2012-12-07 12:36:00, user 209131 visited POI id 805 which is a Metro Station, at Shanghai, CN. Given the data, At 2012-12-07 13:00:00, Which POI id will user 209131 visit? Note that POI id is an integer in the range from 0 to 4461.	At 2012-12-07 13:00:00, user 209131 will visit POI id 1456.
5870	2013_153338	The following data is a trajectory of user 5870: At 2013-01-27 08:57:00, user 5870 visited POI id 122 which is a Movie Theater, at Shanghai, CN. At 2013-01-27 10:38:00, user 5870 visited POI id 2676 which is a Chinese Restaurant, at Shanghai, CN. Given the data, At 2013-01-27 11:52:00, Which POI id will user 5870 visit? Note that POI id is an integer in the range from 0 to 4461.	At 2013-01-27 11:52:00, user 5870 will visit POI id 2776.
51981	2013_1211548	The following data is a trajectory of user 51981: At 2012-04-19 14:17:00, user 51981 visited POI id 2785 which is a Coffee Shop, at Shanghai, CN. Given the data, At 2012-04-19 15:00:00, Which POI id will user 51981 visit? Note that POI id is an integer in the range from 0 to 4461.	At 2012-04-19 15:00:00, user 51981 will visit POI id 1890.
87845	2013_1900049	The following data is a trajectory of user 87845: At 2012-05-22 04:01:00, user 87845 visited POI id 2358 which is a Electronics Store, at Shanghai, CN. At 2012-05-22 04:48:00, user 87845 visited POI id 578 which is a Chinese Restaurant, at Shanghai, CN. Given the data, At 2012-05-22 06:49:00, Which POI id will user 87845 visit? Note that POI id is an integer in the range from 0 to 4461.	At 2012-05-22 06:49:00, user 87845 will visit POI id 612.
34912	2018_711498	The following data is a trajectory of user 34912: At 2018-10-01 04:08:00, user 34912 visited POI id 777 which is a Train Station, at Shanghai, CN. At 2018-10-01 04:45:00, user 34912 visited POI id 853 which is a Hotel, at Shanghai, CN. Given the data, At 2018-10-01 10:22:00, Which POI id will user 34912 visit? Note that POI id is an integer in the range from 0 to 4461.	At 2018-10-01 10:22:00, user 34912 will visit POI id 3984.
110364	2013_2289429	The following data is a trajectory of user 110364: At 2012-12-11 08:38:00, user 110364 visited POI id 348 which is a Airport Terminal, at Jiangqiao, CN. Given the data, At 2012-12-11 09:42:00, Which POI id will user 110364 visit? Note that POI id is an integer in the range from 0 to 4461.	At 2012-12-11 09:42:00, user 110364 will visit POI id 876.
80224	2013_1762292	The following data is a trajectory of user 80224: At 2012-11-17 06:43:00, user 80224 visited POI id 459 which is a Metro Station, at Shanghai, CN. Given the data, At 2012-11-17 09:24:00, Which POI id will user 80224 visit? Note that POI id is an integer in the range from 0 to 4461.	At 2012-11-17 09:24:00, user 80224 will visit POI id 963.
191407	2013_3948204	The following data is a trajectory of user 191407: At 2013-05-03 14:36:00, user 191407 visited POI id 3607 which is a Bar, at Shanghai, CN. At 2013-05-03 19:26:00, user 191407 visited POI id 574 which is a Fast Food Restaurant, at Shanghai, CN. Given the data, At 2013-05-03 20:09:00, Which POI id will user 191407 visit? Note that POI id is an integer in the range from 0 to 4461.	At 2013-05-03 20:09:00, user 191407 will visit POI id 3688.
277462	2018_3381096	The following data is a trajectory of user 277462: At 2017-11-21 06:51:00, user 277462 visited POI id 164 which is a Metro Station, at Shanghai, CN. Given the data, At 2017-11-21 07:12:00, Which POI id will user 277462 visit? Note that POI id is an integer in the range from 0 to 4461.	At 2017-11-21 07:12:00, user 277462 will visit POI id 1206.
184968	2013_3660271	The following data is a trajectory of user 184968: At 2012-11-22 04:06:00, user 184968 visited POI id 1777 which is a Wine Shop, at Shanghai, CN. At 2012-11-22 05:39:00, user 184968 visited POI id 1188 which is a Australian Restaurant, at Shanghai, CN. Given the data, At 2012-11-22 06:34:00, Which POI id will user 184968 visit? Note that POI id is an integer in the range from 0 to 4461.	At 2012-11-22 06:34:00, user 184968 will visit POI id 1426.
50178	2013_1175968	The following data is a trajectory of user 50178: At 2012-04-24 23:45:00, user 50178 visited POI id 1862 which is a Cupcake Shop, at Shanghai, CN. Given the data, At 2012-04-24 23:47:00, Which POI id will user 50178 visit? Note that POI id is an integer in the range from 0 to 4461.	At 2012-04-24 23:47:00, user 50178 will visit POI id 1714.
27860	2018_564110	The following data is a trajectory of user 27860: At 2018-05-28 13:25:00, user 27860 visited POI id 636 which is a Metro Station, at Shanghai, CN. At 2018-05-28 13:41:00, user 27860 visited POI id 2960 which is a Hotel, at Shanghai, CN. Given the data, At 2018-05-28 14:11:00, Which POI id will user 27860 visit? Note that POI id is an integer in the range from 0 to 4461.	At 2018-05-28 14:11:00, user 27860 will visit POI id 977.
128405	2013_2580610	The following data is a trajectory of user 128405: At 2013-05-17 07:37:00, user 128405 visited POI id 337 which is a Library, at Shanghai, CN. Given the data, At 2013-05-17 12:46:00, Which POI id will user 128405 visit? Note that POI id is an integer in the range from 0 to 4461.	At 2013-05-17 12:46:00, user 128405 will visit POI id 1383.
228403	2013_5300960	The following data is a trajectory of user 228403: At 2012-07-12 12:14:00, user 228403 visited POI id 466 which is a Chinese Restaurant, at Shanghai, CN. Given the data, At 2012-07-12 12:25:00, Which POI id will user 228403 visit? Note that POI id is an integer in the range from 0 to 4461.	At 2012-07-12 12:25:00, user 228403 will visit POI id 391.
45017	2013_1068662	The following data is a trajectory of user 45017: At 2012-05-14 01:23:00, user 45017 visited POI id 1050 which is a Office, at Shanghai, CN. At 2012-05-14 04:55:00, user 45017 visited POI id 723 which is a Coffee Shop, at Shanghai, CN. Given the data, At 2012-05-14 12:43:00, Which POI id will user 45017 visit? Note that POI id is an integer in the range from 0 to 4461.	At 2012-05-14 12:43:00, user 45017 will visit POI id 1774.
165771	2013_3129163	The following data is a trajectory of user 165771: At 2013-04-29 03:05:00, user 165771 visited POI id 985 which is a Chinese Restaurant, at Shanghai, CN. At 2013-04-29 03:08:00, user 165771 visited POI id 250 which is a Coffee Shop, at Shanghai, CN. Given the data, At 2013-04-29 04:47:00, Which POI id will user 165771 visit? Note that POI id is an integer in the range from 0 to 4461.	At 2013-04-29 04:47:00, user 165771 will visit POI id 3210.
45017	2013_1068706	The following data is a trajectory of user 45017: At 2012-08-20 00:40:00, user 45017 visited POI id 1921 which is a Café, at Shanghai, CN. At 2012-08-20 06:34:00, user 45017 visited POI id 1050 which is a Office, at Shanghai, CN. Given the data, At 2012-08-20 10:39:00, Which POI id will user 45017 visit? Note that POI id is an integer in the range from 0 to 4461.	At 2012-08-20 10:39:00, user 45017 will visit POI id 1929.
43343	2013_1034005	The following data is a trajectory of user 43343: At 2012-06-09 08:18:00, user 43343 visited POI id 906 which is a Park, at Shanghai, CN. At 2012-06-09 08:20:00, user 43343 visited POI id 2586 which is a Shopping Mall, at Shanghai, CN. At 2012-06-09 09:36:00, user 43343 visited POI id 410 which is a Metro Station, at Shanghai, CN. Given the data, At 2012-06-09 12:05:00, Which POI id will user 43343 visit? Note that POI id is an integer in the range from 0 to 4461.	At 2012-06-09 12:05:00, user 43343 will visit POI id 307.
209131	2013_4650727	The following data is a trajectory of user 209131: At 2012-10-27 05:19:00, user 209131 visited POI id 597 which is a Pizza Place, at Shanghai, CN. At 2012-10-27 07:07:00, user 209131 visited POI id 893 which is a Bowling Alley, at Shanghai, CN. Given the data, At 2012-10-27 09:56:00, Which POI id will user 209131 visit? Note that POI id is an integer in the range from 0 to 4461.	At 2012-10-27 09:56:00, user 209131 will visit POI id 2586.
222558	2013_5113317	The following data is a trajectory of user 222558: At 2012-07-13 04:27:00, user 222558 visited POI id 424 which is a Chinese Restaurant, at Shanghai, CN. At 2012-07-13 09:22:00, user 222558 visited POI id 1401 which is a Office, at Shanghai, CN. Given the data, At 2012-07-13 12:36:00, Which POI id will user 222558 visit? Note that POI id is an integer in the range from 0 to 4461.	At 2012-07-13 12:36:00, user 222558 will visit POI id 1074.

End of preview. Expand in Data Studio

Massive-STEPS-Shanghai

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 🇨🇳	🤗
Istanbul 🇹🇷	🤗
Jakarta 🇮🇩	🤗
Kuwait City 🇰🇼	🤗
Melbourne 🇦🇺	🤗
Moscow 🇷🇺	🤗
New York 🇺🇸	🤗
Petaling Jaya 🇲🇾	🤗
São Paulo 🇧🇷	🤗
Shanghai 🇨🇳	🤗
Sydney 🇦🇺	🤗
Tokyo 🇯🇵	🤗

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

.
├── shanghai_checkins_test.csv # test set check-ins
├── shanghai_checkins_train.csv # train set check-ins
├── shanghai_checkins_validation.csv # validation set check-ins
├── shanghai_checkins.csv # all check-ins
├── data # trajectory prompts
│   ├── test-00000-of-00001.parquet
│   ├── train-00000-of-00001.parquet
│   └── validation-00000-of-00001.parquet
└── README.md

Data Instances

An example of entries in shanghai_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_24745,888,2896,31.220600584444757,121.4507782459259,Mr. V | 越先生,93-C Xiangyang Rd. North,Vietnamese Restaurant,4bf58dd8d48988d14a941735,103,Shanghai,31.22222,121.45806,CN,2012-04-04 06:03:00
2013_24745,888,1364,31.233042681847508,121.45633331251734,MUJI (無印良品),"3/F, 818 W Nanjing Rd",Miscellaneous Shop,4bf58dd8d48988d1ff941735,259,Shanghai,31.22222,121.45806,CN,2012-04-04 06:32:00
2013_24745,888,329,31.215104128910273,121.4357447866878,Marienbad Café (马里昂巴咖啡馆),55 Wukang Rd,Café,4bf58dd8d48988d16d941735,130,Shanghai,31.22222,121.45806,CN,2012-04-04 08:09:00
2013_24745,888,1697,31.210452,121.449033,Pho Real,复兴中路1465号 | 1465 Fuxing Rd. Central,Vietnamese Restaurant,4bf58dd8d48988d14a941735,103,Shanghai,31.22222,121.45806,CN,2012-04-04 13:08:00
2013_24746,888,309,31.208384335162002,121.42589600090507,Jigsaw International,,Office,4bf58dd8d48988d124941735,61,Shanghai,31.22222,121.45806,CN,2012-04-10 04:21:00

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
Shanghai 🇨🇳	296	3,636	4,462	10,491	2,544	364	728

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.

🔖 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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Collection including CRUISEResearchGroup/Massive-STEPS-Shanghai

Massive-STEPS Point-of-Interest Check-in Dataset

Collection

Massive Semantic Trajectories for Understanding POI Check-ins (Wongso et al., 2025). https://github.com/cruiseresearchgroup/Massive-STEPS • 13 items • Updated 18 days ago