Datasets:

CRUISEResearchGroup
/

Massive-STEPS-Sydney

user_id stringclasses 740 values	trail_id stringlengths 9 12	inputs stringlengths 267 4.77k	targets stringlengths 54 59
79960	2013_1757147	The following data is a trajectory of user 79960: At 2013-08-21 09:40:00, user 79960 visited POI id 2602 which is a Pub, at Lilyfield, AU. Given the data, At 2013-08-21 10:29:00, Which POI id will user 79960 visit? Note that POI id is an integer in the range from 0 to 8985.	At 2013-08-21 10:29:00, user 79960 will visit POI id 7754.
162068	2013_3076897	The following data is a trajectory of user 162068: At 2012-04-08 04:07:00, user 162068 visited POI id 1534 which is a Bar, at Greystanes, AU. Given the data, At 2012-04-08 04:51:00, Which POI id will user 162068 visit? Note that POI id is an integer in the range from 0 to 8985.	At 2012-04-08 04:51:00, user 162068 will visit POI id 1595.
171865	2018_2649202	The following data is a trajectory of user 171865: At 2018-07-06 22:43:00, user 171865 visited POI id 6816 which is a Airport, at Kyeemagh, AU. Given the data, At 2018-07-06 22:45:00, Which POI id will user 171865 visit? Note that POI id is an integer in the range from 0 to 8985.	At 2018-07-06 22:45:00, user 171865 will visit POI id 1571.
255346	2013_6077355	The following data is a trajectory of user 255346: At 2012-12-06 03:53:00, user 255346 visited POI id 7304 which is a Office, at Sydney, AU. At 2012-12-06 03:58:00, user 255346 visited POI id 1102 which is a Post Office, at Sydney, AU. Given the data, At 2012-12-06 04:11:00, Which POI id will user 255346 visit? Note that POI id is an integer in the range from 0 to 8985.	At 2012-12-06 04:11:00, user 255346 will visit POI id 709.
45491	2013_1077947	The following data is a trajectory of user 45491: At 2013-03-14 22:05:00, user 45491 visited POI id 1161 which is a Airport Terminal, at Mascot, AU. Given the data, At 2013-03-15 06:00:00, Which POI id will user 45491 visit? Note that POI id is an integer in the range from 0 to 8985.	At 2013-03-15 06:00:00, user 45491 will visit POI id 3128.
341789	2018_3770793	The following data is a trajectory of user 341789: At 2018-03-07 01:21:00, user 341789 visited POI id 8750 which is a Home (private), at Cronulla, AU. At 2018-03-07 01:46:00, user 341789 visited POI id 1901 which is a Train Station, at Cronulla, AU. Given the data, At 2018-03-07 03:40:00, Which POI id will user 341789 visit? Note that POI id is an integer in the range from 0 to 8985.	At 2018-03-07 03:40:00, user 341789 will visit POI id 4077.
178239	2013_3331287	The following data is a trajectory of user 178239: At 2012-11-13 00:46:00, user 178239 visited POI id 6832 which is a Home (private), at Arncliffe, AU. Given the data, At 2012-11-13 02:40:00, Which POI id will user 178239 visit? Note that POI id is an integer in the range from 0 to 8985.	At 2012-11-13 02:40:00, user 178239 will visit POI id 5757.
187716	2013_3784063	The following data is a trajectory of user 187716: At 2013-07-22 21:25:00, user 187716 visited POI id 4408 which is a Gym, at Sydney, AU. At 2013-07-22 23:42:00, user 187716 visited POI id 7645 which is a Tech Startup, at Sydney, AU. Given the data, At 2013-07-23 07:16:00, Which POI id will user 187716 visit? Note that POI id is an integer in the range from 0 to 8985.	At 2013-07-23 07:16:00, user 187716 will visit POI id 2587.
65555	2013_1484615	The following data is a trajectory of user 65555: At 2013-02-17 00:59:00, user 65555 visited POI id 6707 which is a Gym, at Penshurst, AU. Given the data, At 2013-02-17 06:58:00, Which POI id will user 65555 visit? Note that POI id is an integer in the range from 0 to 8985.	At 2013-02-17 06:58:00, user 65555 will visit POI id 1825.
22593	2013_568694	The following data is a trajectory of user 22593: At 2012-04-29 03:44:00, user 22593 visited POI id 1065 which is a Shopping Mall, at Chatswood, AU. At 2012-04-29 04:42:00, user 22593 visited POI id 4085 which is a Coffee Shop, at Chatswood, AU. Given the data, At 2012-04-29 07:17:00, Which POI id will user 22593 visit? Note that POI id is an integer in the range from 0 to 8985.	At 2012-04-29 07:17:00, user 22593 will visit POI id 7174.
42522	2013_1016148	The following data is a trajectory of user 42522: At 2013-07-20 01:57:00, user 42522 visited POI id 6231 which is a Event Space, at Greenwich, AU. Given the data, At 2013-07-20 06:46:00, Which POI id will user 42522 visit? Note that POI id is an integer in the range from 0 to 8985.	At 2013-07-20 06:46:00, user 42522 will visit POI id 815.
28406	2013_702977	The following data is a trajectory of user 28406: At 2013-05-29 09:20:00, user 28406 visited POI id 153 which is a Harbor / Marina, at Haymarket, AU. Given the data, At 2013-05-29 10:55:00, Which POI id will user 28406 visit? Note that POI id is an integer in the range from 0 to 8985.	At 2013-05-29 10:55:00, user 28406 will visit POI id 2303.
219316	2013_5006861	The following data is a trajectory of user 219316: At 2012-06-05 01:32:00, user 219316 visited POI id 1021 which is a Train Station, at Killara, AU. Given the data, At 2012-06-05 08:48:00, Which POI id will user 219316 visit? Note that POI id is an integer in the range from 0 to 8985.	At 2012-06-05 08:48:00, user 219316 will visit POI id 4725.
215898	2013_4890574	The following data is a trajectory of user 215898: At 2013-01-10 19:16:00, user 215898 visited POI id 469 which is a Train Station, at Fairfield, AU. Given the data, At 2013-01-11 00:14:00, Which POI id will user 215898 visit? Note that POI id is an integer in the range from 0 to 8985.	At 2013-01-11 00:14:00, user 215898 will visit POI id 1448.
24589	2013_614120	The following data is a trajectory of user 24589: At 2012-11-30 20:54:00, user 24589 visited POI id 6564 which is a Café, at Canterbury, AU. Given the data, At 2012-11-30 23:00:00, Which POI id will user 24589 visit? Note that POI id is an integer in the range from 0 to 8985.	At 2012-11-30 23:00:00, user 24589 will visit POI id 7777.
58986	2013_1355396	The following data is a trajectory of user 58986: At 2013-02-28 02:20:00, user 58986 visited POI id 5484 which is a Clothing Store, at Redfern, AU. Given the data, At 2013-02-28 05:12:00, Which POI id will user 58986 visit? Note that POI id is an integer in the range from 0 to 8985.	At 2013-02-28 05:12:00, user 58986 will visit POI id 1837.
102912	2018_1806442	The following data is a trajectory of user 102912: At 2018-07-21 10:03:00, user 102912 visited POI id 8922 which is a Café, at Chatswood, AU. Given the data, At 2018-07-21 10:26:00, Which POI id will user 102912 visit? Note that POI id is an integer in the range from 0 to 8985.	At 2018-07-21 10:26:00, user 102912 will visit POI id 8961.
255346	2013_6077342	The following data is a trajectory of user 255346: At 2012-04-13 08:21:00, user 255346 visited POI id 753 which is a Bar, at Chatswood, AU. Given the data, At 2012-04-13 10:05:00, Which POI id will user 255346 visit? Note that POI id is an integer in the range from 0 to 8985.	At 2012-04-13 10:05:00, user 255346 will visit POI id 735.
90556	2013_1948765	The following data is a trajectory of user 90556: At 2012-04-29 02:42:00, user 90556 visited POI id 445 which is a Hospital, at Northmead, AU. At 2012-04-29 02:54:00, user 90556 visited POI id 4863 which is a Sporting Goods Shop, at Harris Park, AU. At 2012-04-29 03:01:00, user 90556 visited POI id 2192 which is a Stadium, at Harris Park, AU. Given the data, At 2012-04-29 07:17:00, Which POI id will user 90556 visit? Note that POI id is an integer in the range from 0 to 8985.	At 2012-04-29 07:17:00, user 90556 will visit POI id 445.
146404	2013_2852420	The following data is a trajectory of user 146404: At 2012-04-23 05:56:00, user 146404 visited POI id 4831 which is a Paper / Office Supplies Store, at Fairfield East, AU. Given the data, At 2012-04-23 06:45:00, Which POI id will user 146404 visit? Note that POI id is an integer in the range from 0 to 8985.	At 2012-04-23 06:45:00, user 146404 will visit POI id 1026.
191862	2013_3969667	The following data is a trajectory of user 191862: At 2012-11-01 05:21:00, user 191862 visited POI id 724 which is a Building, at North Sydney, AU. Given the data, At 2012-11-01 10:38:00, Which POI id will user 191862 visit? Note that POI id is an integer in the range from 0 to 8985.	At 2012-11-01 10:38:00, user 191862 will visit POI id 2879.
177822	2013_3309778	The following data is a trajectory of user 177822: At 2012-08-18 00:52:00, user 177822 visited POI id 6908 which is a Road, at Harris Park, AU. At 2012-08-18 00:57:00, user 177822 visited POI id 7339 which is a Bridge, at Harris Park, AU. At 2012-08-18 01:07:00, user 177822 visited POI id 3776 which is a Hotel, at Harris Park, AU. At 2012-08-18 01:19:00, user 177822 visited POI id 5189 which is a Bowling Alley, at Harris Park, AU. At 2012-08-18 04:42:00, user 177822 visited POI id 7216 which is a Bus Station, at Harris Park, AU. At 2012-08-18 05:08:00, user 177822 visited POI id 2768 which is a Bus Station, at Harris Park, AU. At 2012-08-18 05:48:00, user 177822 visited POI id 530 which is a Train Station, at Homebush, AU. At 2012-08-18 06:16:00, user 177822 visited POI id 6465 which is a Other Great Outdoors, at Homebush, AU. At 2012-08-18 06:22:00, user 177822 visited POI id 2579 which is a Bar, at Homebush, AU. At 2012-08-18 12:02:00, user 177822 visited POI id 4904 which is a Train Station, at Homebush, AU. At 2012-08-18 12:12:00, user 177822 visited POI id 5046 which is a Train, at Concord West, AU. Given the data, At 2012-08-18 12:22:00, Which POI id will user 177822 visit? Note that POI id is an integer in the range from 0 to 8985.	At 2012-08-18 12:22:00, user 177822 will visit POI id 4019.
16841	2018_346417	The following data is a trajectory of user 16841: At 2018-02-12 22:58:00, user 16841 visited POI id 4461 which is a Hostel, at Haymarket, AU. At 2018-02-12 23:18:00, user 16841 visited POI id 8048 which is a Café, at Haymarket, AU. At 2018-02-13 03:27:00, user 16841 visited POI id 8762 which is a Coffee Shop, at Haymarket, AU. At 2018-02-13 03:57:00, user 16841 visited POI id 136 which is a Park, at Sydney, AU. At 2018-02-13 04:09:00, user 16841 visited POI id 5230 which is a Monument / Landmark, at Sydney, AU. At 2018-02-13 04:35:00, user 16841 visited POI id 162 which is a Church, at Sydney, AU. At 2018-02-13 06:04:00, user 16841 visited POI id 8127 which is a Train Station, at Haymarket, AU. At 2018-02-13 06:42:00, user 16841 visited POI id 6816 which is a Airport, at Kyeemagh, AU. At 2018-02-13 07:09:00, user 16841 visited POI id 1571 which is a Airport Terminal, at Mascot, AU. Given the data, At 2018-02-13 07:59:00, Which POI id will user 16841 visit? Note that POI id is an integer in the range from 0 to 8985.	At 2018-02-13 07:59:00, user 16841 will visit POI id 3746.
215969	2013_4892453	The following data is a trajectory of user 215969: At 2012-05-10 22:07:00, user 215969 visited POI id 740 which is a Train Station, at Lidcombe, AU. Given the data, At 2012-05-11 01:33:00, Which POI id will user 215969 visit? Note that POI id is an integer in the range from 0 to 8985.	At 2012-05-11 01:33:00, user 215969 will visit POI id 4220.
183281	2013_3581590	The following data is a trajectory of user 183281: At 2013-08-18 21:32:00, user 183281 visited POI id 6371 which is a Medical Center, at Crows Nest, AU. Given the data, At 2013-08-18 23:03:00, Which POI id will user 183281 visit? Note that POI id is an integer in the range from 0 to 8985.	At 2013-08-18 23:03:00, user 183281 will visit POI id 4425.
196774	2013_4173678	The following data is a trajectory of user 196774: At 2012-04-04 02:30:00, user 196774 visited POI id 2862 which is a Farmers Market, at Paddington, AU. Given the data, At 2012-04-04 06:38:00, Which POI id will user 196774 visit? Note that POI id is an integer in the range from 0 to 8985.	At 2012-04-04 06:38:00, user 196774 will visit POI id 4567.
91455	2013_1965476	The following data is a trajectory of user 91455: At 2013-05-15 08:31:00, user 91455 visited POI id 3367 which is a Platform, at Haymarket, AU. At 2013-05-15 08:36:00, user 91455 visited POI id 6818 which is a Platform, at Sydney, AU. At 2013-05-15 08:41:00, user 91455 visited POI id 2461 which is a Shopping Mall, at Sydney, AU. Given the data, At 2013-05-15 09:21:00, Which POI id will user 91455 visit? Note that POI id is an integer in the range from 0 to 8985.	At 2013-05-15 09:21:00, user 91455 will visit POI id 5804.
248041	2013_5879170	The following data is a trajectory of user 248041: At 2013-06-05 07:25:00, user 248041 visited POI id 1199 which is a Gym, at Macquarie Park, AU. Given the data, At 2013-06-05 09:27:00, Which POI id will user 248041 visit? Note that POI id is an integer in the range from 0 to 8985.	At 2013-06-05 09:27:00, user 248041 will visit POI id 2853.
229510	2013_5335395	The following data is a trajectory of user 229510: At 2012-07-14 01:12:00, user 229510 visited POI id 2196 which is a Movie Theater, at Sydney, AU. Given the data, At 2012-07-14 01:33:00, Which POI id will user 229510 visit? Note that POI id is an integer in the range from 0 to 8985.	At 2012-07-14 01:33:00, user 229510 will visit POI id 336.
192928	2013_4014255	The following data is a trajectory of user 192928: At 2012-07-30 07:09:00, user 192928 visited POI id 7024 which is a General Entertainment, at Sydney, AU. At 2012-07-30 08:44:00, user 192928 visited POI id 4408 which is a Gym, at Sydney, AU. Given the data, At 2012-07-30 10:17:00, Which POI id will user 192928 visit? Note that POI id is an integer in the range from 0 to 8985.	At 2012-07-30 10:17:00, user 192928 will visit POI id 409.
241647	2013_5698737	The following data is a trajectory of user 241647: At 2012-12-03 03:28:00, user 241647 visited POI id 6570 which is a School, at Granville, AU. Given the data, At 2012-12-03 08:23:00, Which POI id will user 241647 visit? Note that POI id is an integer in the range from 0 to 8985.	At 2012-12-03 08:23:00, user 241647 will visit POI id 5750.
91455	2013_1965482	The following data is a trajectory of user 91455: At 2013-08-23 07:25:00, user 91455 visited POI id 3367 which is a Platform, at Haymarket, AU. At 2013-08-23 07:29:00, user 91455 visited POI id 363 which is a Train Station, at Sydney, AU. Given the data, At 2013-08-23 07:43:00, Which POI id will user 91455 visit? Note that POI id is an integer in the range from 0 to 8985.	At 2013-08-23 07:43:00, user 91455 will visit POI id 7607.
189296	2013_3853730	The following data is a trajectory of user 189296: At 2012-11-26 09:33:00, user 189296 visited POI id 6542 which is a Korean Restaurant, at Haymarket, AU. Given the data, At 2012-11-26 10:45:00, Which POI id will user 189296 visit? Note that POI id is an integer in the range from 0 to 8985.	At 2012-11-26 10:45:00, user 189296 will visit POI id 6402.
28843	2013_712770	The following data is a trajectory of user 28843: At 2012-06-07 01:54:00, user 28843 visited POI id 230 which is a Indonesian Restaurant, at Kingsford, AU. Given the data, At 2012-06-07 04:44:00, Which POI id will user 28843 visit? Note that POI id is an integer in the range from 0 to 8985.	At 2012-06-07 04:44:00, user 28843 will visit POI id 2912.
215018	2013_4860403	The following data is a trajectory of user 215018: At 2012-12-11 03:20:00, user 215018 visited POI id 5409 which is a Gas Station, at Gymea, AU. Given the data, At 2012-12-11 03:42:00, Which POI id will user 215018 visit? Note that POI id is an integer in the range from 0 to 8985.	At 2012-12-11 03:42:00, user 215018 will visit POI id 5346.
10582	2013_274631	The following data is a trajectory of user 10582: At 2012-09-15 04:49:00, user 10582 visited POI id 3346 which is a Miscellaneous Shop, at Darlinghurst, AU. At 2012-09-15 04:56:00, user 10582 visited POI id 3275 which is a Tanning Salon, at Darlinghurst, AU. Given the data, At 2012-09-15 06:46:00, Which POI id will user 10582 visit? Note that POI id is an integer in the range from 0 to 8985.	At 2012-09-15 06:46:00, user 10582 will visit POI id 6070.
21560	2018_440632	The following data is a trajectory of user 21560: At 2018-04-21 11:38:00, user 21560 visited POI id 414 which is a Train Station, at Homebush, AU. At 2018-04-21 12:00:00, user 21560 visited POI id 4441 which is a Train Station, at Haymarket, AU. Given the data, At 2018-04-21 12:17:00, Which POI id will user 21560 visit? Note that POI id is an integer in the range from 0 to 8985.	At 2018-04-21 12:17:00, user 21560 will visit POI id 5620.
186785	2013_3741641	The following data is a trajectory of user 186785: At 2013-01-02 23:04:00, user 186785 visited POI id 5719 which is a Medical Center, at Constitution Hill, AU. Given the data, At 2013-01-03 05:26:00, Which POI id will user 186785 visit? Note that POI id is an integer in the range from 0 to 8985.	At 2013-01-03 05:26:00, user 186785 will visit POI id 3574.
50117	2013_1174590	The following data is a trajectory of user 50117: At 2013-03-15 08:12:00, user 50117 visited POI id 7804 which is a Mexican Restaurant, at Haymarket, AU. Given the data, At 2013-03-15 09:09:00, Which POI id will user 50117 visit? Note that POI id is an integer in the range from 0 to 8985.	At 2013-03-15 09:09:00, user 50117 will visit POI id 5774.
20061	2018_410045	The following data is a trajectory of user 20061: At 2017-10-04 09:47:00, user 20061 visited POI id 808 which is a Pub, at Haymarket, AU. Given the data, At 2017-10-04 12:11:00, Which POI id will user 20061 visit? Note that POI id is an integer in the range from 0 to 8985.	At 2017-10-04 12:11:00, user 20061 will visit POI id 185.
215018	2013_4860401	The following data is a trajectory of user 215018: At 2012-12-07 05:41:00, user 215018 visited POI id 7369 which is a Home (private), at Berala, AU. Given the data, At 2012-12-07 08:40:00, Which POI id will user 215018 visit? Note that POI id is an integer in the range from 0 to 8985.	At 2012-12-07 08:40:00, user 215018 will visit POI id 1392.
39618	2018_802875	The following data is a trajectory of user 39618: At 2018-04-08 21:36:00, user 39618 visited POI id 5274 which is a Train Station, at Roselands, AU. At 2018-04-08 23:32:00, user 39618 visited POI id 4997 which is a Burger Joint, at Lakemba, AU. Given the data, At 2018-04-09 01:17:00, Which POI id will user 39618 visit? Note that POI id is an integer in the range from 0 to 8985.	At 2018-04-09 01:17:00, user 39618 will visit POI id 3435.
240313	2013_5660068	The following data is a trajectory of user 240313: At 2012-07-09 03:48:00, user 240313 visited POI id 456 which is a Café, at Haymarket, AU. Given the data, At 2012-07-09 10:23:00, Which POI id will user 240313 visit? Note that POI id is an integer in the range from 0 to 8985.	At 2012-07-09 10:23:00, user 240313 will visit POI id 7007.
67928	2018_1295949	The following data is a trajectory of user 67928: At 2017-11-19 21:25:00, user 67928 visited POI id 3698 which is a General College & University, at Richmond, AU. Given the data, At 2017-11-20 01:27:00, Which POI id will user 67928 visit? Note that POI id is an integer in the range from 0 to 8985.	At 2017-11-20 01:27:00, user 67928 will visit POI id 3818.
78570	2018_1457512	The following data is a trajectory of user 78570: At 2018-01-13 01:42:00, user 78570 visited POI id 5374 which is a Sushi Restaurant, at Sydney, AU. Given the data, At 2018-01-13 06:07:00, Which POI id will user 78570 visit? Note that POI id is an integer in the range from 0 to 8985.	At 2018-01-13 06:07:00, user 78570 will visit POI id 3491.
113988	2013_2350142	The following data is a trajectory of user 113988: At 2012-06-17 00:54:00, user 113988 visited POI id 3878 which is a Bakery, at Chippendale, AU. Given the data, At 2012-06-17 06:53:00, Which POI id will user 113988 visit? Note that POI id is an integer in the range from 0 to 8985.	At 2012-06-17 06:53:00, user 113988 will visit POI id 13.
168370	2013_3164521	The following data is a trajectory of user 168370: At 2012-12-21 13:59:00, user 168370 visited POI id 740 which is a Train Station, at Lidcombe, AU. Given the data, At 2012-12-21 20:51:00, Which POI id will user 168370 visit? Note that POI id is an integer in the range from 0 to 8985.	At 2012-12-21 20:51:00, user 168370 will visit POI id 469.
16296	2018_335516	The following data is a trajectory of user 16296: At 2017-10-09 19:58:00, user 16296 visited POI id 2958 which is a Gym, at Bondi Junction, AU. Given the data, At 2017-10-09 23:47:00, Which POI id will user 16296 visit? Note that POI id is an integer in the range from 0 to 8985.	At 2017-10-09 23:47:00, user 16296 will visit POI id 2473.
204312	2013_4473413	The following data is a trajectory of user 204312: At 2013-06-18 23:28:00, user 204312 visited POI id 3090 which is a Train Station, at Beecroft, AU. At 2013-06-19 00:02:00, user 204312 visited POI id 1761 which is a Office, at Rhodes, AU. At 2013-06-19 06:56:00, user 204312 visited POI id 1372 which is a Train Station, at Rhodes, AU. Given the data, At 2013-06-19 07:43:00, Which POI id will user 204312 visit? Note that POI id is an integer in the range from 0 to 8985.	At 2013-06-19 07:43:00, user 204312 will visit POI id 3588.
110804	2013_2297104	The following data is a trajectory of user 110804: At 2012-04-22 07:34:00, user 110804 visited POI id 1571 which is a Airport Terminal, at Mascot, AU. At 2012-04-22 08:01:00, user 110804 visited POI id 4265 which is a Australian Restaurant, at Arncliffe, AU. Given the data, At 2012-04-22 08:20:00, Which POI id will user 110804 visit? Note that POI id is an integer in the range from 0 to 8985.	At 2012-04-22 08:20:00, user 110804 will visit POI id 5966.
225561	2013_5211532	The following data is a trajectory of user 225561: At 2013-03-08 06:08:00, user 225561 visited POI id 1212 which is a Ramen Restaurant, at Sydney, AU. At 2013-03-08 07:03:00, user 225561 visited POI id 6652 which is a Platform, at Haymarket, AU. Given the data, At 2013-03-08 11:11:00, Which POI id will user 225561 visit? Note that POI id is an integer in the range from 0 to 8985.	At 2013-03-08 11:11:00, user 225561 will visit POI id 7764.
70355	2013_1577015	The following data is a trajectory of user 70355: At 2012-07-28 08:46:00, user 70355 visited POI id 1950 which is a Sports Bar, at Cronulla, AU. Given the data, At 2012-07-28 09:40:00, Which POI id will user 70355 visit? Note that POI id is an integer in the range from 0 to 8985.	At 2012-07-28 09:40:00, user 70355 will visit POI id 2905.
177822	2013_3309771	The following data is a trajectory of user 177822: At 2012-08-06 02:13:00, user 177822 visited POI id 1374 which is a Train Station, at Denistone West, AU. At 2012-08-06 02:30:00, user 177822 visited POI id 414 which is a Train Station, at Homebush, AU. At 2012-08-06 02:47:00, user 177822 visited POI id 2361 which is a Sports Bar, at Homebush, AU. At 2012-08-06 07:46:00, user 177822 visited POI id 4904 which is a Train Station, at Homebush, AU. At 2012-08-06 08:13:00, user 177822 visited POI id 4925 which is a Residential Building (Apartment / Condo), at Denistone West, AU. At 2012-08-06 08:32:00, user 177822 visited POI id 1374 which is a Train Station, at Denistone West, AU. At 2012-08-06 09:03:00, user 177822 visited POI id 1114 which is a Food & Drink Shop, at Rhodes, AU. At 2012-08-06 09:11:00, user 177822 visited POI id 575 which is a Train Station, at Rhodes, AU. Given the data, At 2012-08-06 09:55:00, Which POI id will user 177822 visit? Note that POI id is an integer in the range from 0 to 8985.	At 2012-08-06 09:55:00, user 177822 will visit POI id 4925.
53713	2018_1074973	The following data is a trajectory of user 53713: At 2018-08-03 00:22:00, user 53713 visited POI id 438 which is a Museum, at Sydney, AU. Given the data, At 2018-08-03 02:54:00, Which POI id will user 53713 visit? Note that POI id is an integer in the range from 0 to 8985.	At 2018-08-03 02:54:00, user 53713 will visit POI id 3.
20951	2013_529446	The following data is a trajectory of user 20951: At 2012-04-09 20:26:00, user 20951 visited POI id 386 which is a Office, at North Ryde, AU. At 2012-04-09 21:07:00, user 20951 visited POI id 2118 which is a Café, at Macquarie Park, AU. Given the data, At 2012-04-09 21:47:00, Which POI id will user 20951 visit? Note that POI id is an integer in the range from 0 to 8985.	At 2012-04-09 21:47:00, user 20951 will visit POI id 5205.
108028	2013_2251190	The following data is a trajectory of user 108028: At 2012-07-07 06:47:00, user 108028 visited POI id 2302 which is a Thai Restaurant, at Haymarket, AU. Given the data, At 2012-07-07 10:15:00, Which POI id will user 108028 visit? Note that POI id is an integer in the range from 0 to 8985.	At 2012-07-07 10:15:00, user 108028 will visit POI id 678.
4305	2013_113099	The following data is a trajectory of user 4305: At 2012-08-11 09:46:00, user 4305 visited POI id 5296 which is a Cocktail Bar, at Sydney, AU. Given the data, At 2012-08-11 10:20:00, Which POI id will user 4305 visit? Note that POI id is an integer in the range from 0 to 8985.	At 2012-08-11 10:20:00, user 4305 will visit POI id 243.
24309	2013_608127	The following data is a trajectory of user 24309: At 2012-04-08 09:04:00, user 24309 visited POI id 2132 which is a Liquor Store, at Darlinghurst, AU. Given the data, At 2012-04-08 12:46:00, Which POI id will user 24309 visit? Note that POI id is an integer in the range from 0 to 8985.	At 2012-04-08 12:46:00, user 24309 will visit POI id 1976.
69374	2013_1557292	The following data is a trajectory of user 69374: At 2012-10-25 21:25:00, user 69374 visited POI id 3767 which is a Bus Station, at Haymarket, AU. At 2012-10-25 22:05:00, user 69374 visited POI id 302 which is a Music Venue, at Paddington, AU. At 2012-10-26 00:53:00, user 69374 visited POI id 367 which is a Pier, at Dawes Point, AU. At 2012-10-26 01:44:00, user 69374 visited POI id 745 which is a Shopping Mall, at Sydney, AU. At 2012-10-26 02:42:00, user 69374 visited POI id 7413 which is a Dessert Shop, at Sydney, AU. At 2012-10-26 03:24:00, user 69374 visited POI id 409 which is a Electronics Store, at Sydney, AU. Given the data, At 2012-10-26 04:15:00, Which POI id will user 69374 visit? Note that POI id is an integer in the range from 0 to 8985.	At 2012-10-26 04:15:00, user 69374 will visit POI id 356.
183281	2013_3581500	The following data is a trajectory of user 183281: At 2012-07-28 01:22:00, user 183281 visited POI id 3065 which is a Sushi Restaurant, at Chatswood, AU. At 2012-07-28 07:52:00, user 183281 visited POI id 6774 which is a Burger Joint, at Chatswood, AU. At 2012-07-28 08:18:00, user 183281 visited POI id 479 which is a Shopping Mall, at Chatswood, AU. Given the data, At 2012-07-28 08:21:00, Which POI id will user 183281 visit? Note that POI id is an integer in the range from 0 to 8985.	At 2012-07-28 08:21:00, user 183281 will visit POI id 297.
177665	2013_3300966	The following data is a trajectory of user 177665: At 2013-03-26 08:31:00, user 177665 visited POI id 3023 which is a Parking, at Haymarket, AU. Given the data, At 2013-03-26 08:34:00, Which POI id will user 177665 visit? Note that POI id is an integer in the range from 0 to 8985.	At 2013-03-26 08:34:00, user 177665 will visit POI id 283.
21421	2018_437624	The following data is a trajectory of user 21421: At 2018-05-06 00:29:00, user 21421 visited POI id 8352 which is a Juice Bar, at Cronulla, AU. At 2018-05-06 02:47:00, user 21421 visited POI id 475 which is a Shopping Mall, at Miranda, AU. Given the data, At 2018-05-06 04:40:00, Which POI id will user 21421 visit? Note that POI id is an integer in the range from 0 to 8985.	At 2018-05-06 04:40:00, user 21421 will visit POI id 7975.
22098	2018_451318	The following data is a trajectory of user 22098: At 2018-04-11 19:04:00, user 22098 visited POI id 8924 which is a Gym / Fitness Center, at Normanhurst, AU. Given the data, At 2018-04-12 02:30:00, Which POI id will user 22098 visit? Note that POI id is an integer in the range from 0 to 8985.	At 2018-04-12 02:30:00, user 22098 will visit POI id 163.
86921	2013_1884260	The following data is a trajectory of user 86921: At 2012-07-28 01:17:00, user 86921 visited POI id 5217 which is a Golf Course, at Milperra, AU. Given the data, At 2012-07-28 08:10:00, Which POI id will user 86921 visit? Note that POI id is an integer in the range from 0 to 8985.	At 2012-07-28 08:10:00, user 86921 will visit POI id 1950.
130002	2013_2605463	The following data is a trajectory of user 130002: At 2012-10-22 23:06:00, user 130002 visited POI id 1095 which is a Pier, at Kurraba Point, AU. Given the data, At 2012-10-23 00:14:00, Which POI id will user 130002 visit? Note that POI id is an integer in the range from 0 to 8985.	At 2012-10-23 00:14:00, user 130002 will visit POI id 1954.
177822	2013_3309872	The following data is a trajectory of user 177822: At 2013-01-18 11:01:00, user 177822 visited POI id 4904 which is a Train Station, at Homebush, AU. Given the data, At 2013-01-18 11:25:00, Which POI id will user 177822 visit? Note that POI id is an integer in the range from 0 to 8985.	At 2013-01-18 11:25:00, user 177822 will visit POI id 4019.
313799	2018_3601596	The following data is a trajectory of user 313799: At 2018-04-22 02:45:00, user 313799 visited POI id 5637 which is a Neighborhood, at Dawes Point, AU. Given the data, At 2018-04-22 07:03:00, Which POI id will user 313799 visit? Note that POI id is an integer in the range from 0 to 8985.	At 2018-04-22 07:03:00, user 313799 will visit POI id 1243.
42522	2013_1016062	The following data is a trajectory of user 42522: At 2012-04-05 08:19:00, user 42522 visited POI id 548 which is a Bar, at Chippendale, AU. Given the data, At 2012-04-05 11:54:00, Which POI id will user 42522 visit? Note that POI id is an integer in the range from 0 to 8985.	At 2012-04-05 11:54:00, user 42522 will visit POI id 120.
177822	2013_3310007	The following data is a trajectory of user 177822: At 2013-07-22 02:21:00, user 177822 visited POI id 7666 which is a Residential Building (Apartment / Condo), at Denistone West, AU. At 2013-07-22 02:36:00, user 177822 visited POI id 6274 which is a Other Great Outdoors, at Denistone West, AU. At 2013-07-22 03:20:00, user 177822 visited POI id 1114 which is a Food & Drink Shop, at Rhodes, AU. At 2013-07-22 04:40:00, user 177822 visited POI id 575 which is a Train Station, at Rhodes, AU. At 2013-07-22 04:44:00, user 177822 visited POI id 4019 which is a Platform, at Denistone West, AU. At 2013-07-22 04:54:00, user 177822 visited POI id 4925 which is a Residential Building (Apartment / Condo), at Denistone West, AU. At 2013-07-22 08:03:00, user 177822 visited POI id 8121 which is a Train, at Rhodes, AU. At 2013-07-22 08:24:00, user 177822 visited POI id 2579 which is a Bar, at Homebush, AU. At 2013-07-22 12:19:00, user 177822 visited POI id 4904 which is a Train Station, at Homebush, AU. At 2013-07-23 12:15:00, user 177822 visited POI id 4019 which is a Platform, at Denistone West, AU. Given the data, At 2013-07-23 12:17:00, Which POI id will user 177822 visit? Note that POI id is an integer in the range from 0 to 8985.	At 2013-07-23 12:17:00, user 177822 will visit POI id 4925.
234714	2013_5494915	The following data is a trajectory of user 234714: At 2013-08-22 07:46:00, user 234714 visited POI id 3353 which is a Platform, at Haymarket, AU. Given the data, At 2013-08-22 08:06:00, Which POI id will user 234714 visit? Note that POI id is an integer in the range from 0 to 8985.	At 2013-08-22 08:06:00, user 234714 will visit POI id 413.
215018	2013_4860381	The following data is a trajectory of user 215018: At 2012-05-26 02:51:00, user 215018 visited POI id 495 which is a Shopping Mall, at Canada Bay, AU. At 2012-05-26 02:54:00, user 215018 visited POI id 5119 which is a Salon / Barbershop, at Canada Bay, AU. Given the data, At 2012-05-26 04:00:00, Which POI id will user 215018 visit? Note that POI id is an integer in the range from 0 to 8985.	At 2012-05-26 04:00:00, user 215018 will visit POI id 5891.
193543	2013_4040918	The following data is a trajectory of user 193543: At 2012-05-19 00:57:00, user 193543 visited POI id 406 which is a Italian Restaurant, at Wareemba, AU. At 2012-05-19 07:48:00, user 193543 visited POI id 3064 which is a Cricket Ground, at Paddington, AU. Given the data, At 2012-05-19 10:39:00, Which POI id will user 193543 visit? Note that POI id is an integer in the range from 0 to 8985.	At 2012-05-19 10:39:00, user 193543 will visit POI id 238.
228344	2013_5299306	The following data is a trajectory of user 228344: At 2012-10-26 22:55:00, user 228344 visited POI id 27 which is a Hotel, at Dawes Point, AU. At 2012-10-27 01:48:00, user 228344 visited POI id 5640 which is a Clothing Store, at Sydney, AU. At 2012-10-27 02:42:00, user 228344 visited POI id 810 which is a Bar, at Dawes Point, AU. At 2012-10-27 07:29:00, user 228344 visited POI id 113 which is a Lounge, at Dawes Point, AU. Given the data, At 2012-10-27 09:12:00, Which POI id will user 228344 visit? Note that POI id is an integer in the range from 0 to 8985.	At 2012-10-27 09:12:00, user 228344 will visit POI id 98.
37971	2013_919250	The following data is a trajectory of user 37971: At 2013-04-07 09:01:00, user 37971 visited POI id 1073 which is a Chinese Restaurant, at Haymarket, AU. Given the data, At 2013-04-07 10:04:00, Which POI id will user 37971 visit? Note that POI id is an integer in the range from 0 to 8985.	At 2013-04-07 10:04:00, user 37971 will visit POI id 283.
183281	2013_3581577	The following data is a trajectory of user 183281: At 2013-05-21 22:52:00, user 183281 visited POI id 3827 which is a Doctor's Office, at Crows Nest, AU. Given the data, At 2013-05-22 01:02:00, Which POI id will user 183281 visit? Note that POI id is an integer in the range from 0 to 8985.	At 2013-05-22 01:02:00, user 183281 will visit POI id 7625.
94220	2013_2014568	The following data is a trajectory of user 94220: At 2013-03-08 07:29:00, user 94220 visited POI id 1028 which is a Bar, at Sydney, AU. Given the data, At 2013-03-08 09:10:00, Which POI id will user 94220 visit? Note that POI id is an integer in the range from 0 to 8985.	At 2013-03-08 09:10:00, user 94220 will visit POI id 7774.
202853	2013_4417067	The following data is a trajectory of user 202853: At 2013-05-16 00:52:00, user 202853 visited POI id 356 which is a Train Station, at Haymarket, AU. Given the data, At 2013-05-16 05:32:00, Which POI id will user 202853 visit? Note that POI id is an integer in the range from 0 to 8985.	At 2013-05-16 05:32:00, user 202853 will visit POI id 313.
217162	2013_4933769	The following data is a trajectory of user 217162: At 2012-04-21 03:09:00, user 217162 visited POI id 1849 which is a College Gym, at Chippendale, AU. At 2012-04-21 05:32:00, user 217162 visited POI id 2025 which is a Burger Joint, at Haymarket, AU. Given the data, At 2012-04-21 07:08:00, Which POI id will user 217162 visit? Note that POI id is an integer in the range from 0 to 8985.	At 2012-04-21 07:08:00, user 217162 will visit POI id 1235.
21421	2018_437571	The following data is a trajectory of user 21421: At 2017-11-09 01:29:00, user 21421 visited POI id 1571 which is a Airport Terminal, at Mascot, AU. At 2017-11-09 04:15:00, user 21421 visited POI id 8114 which is a Office, at Rhodes, AU. Given the data, At 2017-11-09 08:11:00, Which POI id will user 21421 visit? Note that POI id is an integer in the range from 0 to 8985.	At 2017-11-09 08:11:00, user 21421 will visit POI id 7975.
139273	2013_2747241	The following data is a trajectory of user 139273: At 2012-07-13 07:15:00, user 139273 visited POI id 317 which is a Shopping Mall, at Haymarket, AU. At 2012-07-13 07:23:00, user 139273 visited POI id 2375 which is a Flea Market, at Haymarket, AU. Given the data, At 2012-07-13 08:02:00, Which POI id will user 139273 visit? Note that POI id is an integer in the range from 0 to 8985.	At 2012-07-13 08:02:00, user 139273 will visit POI id 902.
246713	2013_5842940	The following data is a trajectory of user 246713: At 2013-03-28 08:17:00, user 246713 visited POI id 1579 which is a Road, at Horsley Park, AU. Given the data, At 2013-03-28 08:50:00, Which POI id will user 246713 visit? Note that POI id is an integer in the range from 0 to 8985.	At 2013-03-28 08:50:00, user 246713 will visit POI id 1552.
187716	2013_3784039	The following data is a trajectory of user 187716: At 2012-08-06 05:00:00, user 187716 visited POI id 6838 which is a College Technology Building, at Kensington, AU. Given the data, At 2012-08-06 10:13:00, Which POI id will user 187716 visit? Note that POI id is an integer in the range from 0 to 8985.	At 2012-08-06 10:13:00, user 187716 will visit POI id 4408.
191862	2013_3969671	The following data is a trajectory of user 191862: At 2012-11-24 01:23:00, user 191862 visited POI id 7766 which is a Event Space, at Haymarket, AU. Given the data, At 2012-11-24 02:23:00, Which POI id will user 191862 visit? Note that POI id is an integer in the range from 0 to 8985.	At 2012-11-24 02:23:00, user 191862 will visit POI id 1052.
80018	2018_1479485	The following data is a trajectory of user 80018: At 2018-09-20 08:23:00, user 80018 visited POI id 5989 which is a Cocktail Bar, at Cremorne, AU. Given the data, At 2018-09-20 10:30:00, Which POI id will user 80018 visit? Note that POI id is an integer in the range from 0 to 8985.	At 2018-09-20 10:30:00, user 80018 will visit POI id 8944.
172326	2013_3218485	The following data is a trajectory of user 172326: At 2012-06-13 02:07:00, user 172326 visited POI id 5295 which is a Home (private), at North Epping, AU. At 2012-06-13 05:38:00, user 172326 visited POI id 4236 which is a Bus Station, at Bardwell Valley, AU. Given the data, At 2012-06-13 12:00:00, Which POI id will user 172326 visit? Note that POI id is an integer in the range from 0 to 8985.	At 2012-06-13 12:00:00, user 172326 will visit POI id 5295.
18580	2013_471781	The following data is a trajectory of user 18580: At 2013-05-28 06:57:00, user 18580 visited POI id 5066 which is a Burger Joint, at Sydney, AU. Given the data, At 2013-05-28 07:05:00, Which POI id will user 18580 visit? Note that POI id is an integer in the range from 0 to 8985.	At 2013-05-28 07:05:00, user 18580 will visit POI id 2582.
5679	2013_148695	The following data is a trajectory of user 5679: At 2012-05-11 02:03:00, user 5679 visited POI id 4962 which is a Japanese Restaurant, at Marrickville, AU. At 2012-05-11 06:30:00, user 5679 visited POI id 7221 which is a College Lab, at Redfern, AU. Given the data, At 2012-05-11 11:44:00, Which POI id will user 5679 visit? Note that POI id is an integer in the range from 0 to 8985.	At 2012-05-11 11:44:00, user 5679 will visit POI id 5961.
162523	2013_3082937	The following data is a trajectory of user 162523: At 2013-01-03 05:01:00, user 162523 visited POI id 2398 which is a Hotel Bar, at Como, AU. Given the data, At 2013-01-03 08:20:00, Which POI id will user 162523 visit? Note that POI id is an integer in the range from 0 to 8985.	At 2013-01-03 08:20:00, user 162523 will visit POI id 7686.
186889	2013_3746850	The following data is a trajectory of user 186889: At 2012-12-03 23:18:00, user 186889 visited POI id 2397 which is a Department Store, at Roselands, AU. At 2012-12-04 04:18:00, user 186889 visited POI id 3626 which is a Fast Food Restaurant, at Engadine, AU. Given the data, At 2012-12-04 05:56:00, Which POI id will user 186889 visit? Note that POI id is an integer in the range from 0 to 8985.	At 2012-12-04 05:56:00, user 186889 will visit POI id 7657.
193543	2013_4040941	The following data is a trajectory of user 193543: At 2013-02-08 07:13:00, user 193543 visited POI id 2547 which is a German Restaurant, at Harris Park, AU. Given the data, At 2013-02-08 08:32:00, Which POI id will user 193543 visit? Note that POI id is an integer in the range from 0 to 8985.	At 2013-02-08 08:32:00, user 193543 will visit POI id 3593.
91455	2013_1965418	The following data is a trajectory of user 91455: At 2012-04-04 23:34:00, user 91455 visited POI id 152 which is a Bridge, at Dawes Point, AU. Given the data, At 2012-04-04 23:38:00, Which POI id will user 91455 visit? Note that POI id is an integer in the range from 0 to 8985.	At 2012-04-04 23:38:00, user 91455 will visit POI id 964.
79473	2013_1748823	The following data is a trajectory of user 79473: At 2012-05-05 05:04:00, user 79473 visited POI id 346 which is a Shopping Mall, at Concord West, AU. At 2012-05-05 08:08:00, user 79473 visited POI id 576 which is a Furniture / Home Store, at Rhodes, AU. Given the data, At 2012-06-11 08:58:00, Which POI id will user 79473 visit? Note that POI id is an integer in the range from 0 to 8985.	At 2012-06-11 08:58:00, user 79473 will visit POI id 6789.
165789	2013_3129523	The following data is a trajectory of user 165789: At 2012-05-04 02:35:00, user 165789 visited POI id 765 which is a Café, at Redfern, AU. At 2012-05-04 04:07:00, user 165789 visited POI id 199 which is a Art Museum, at Dawes Point, AU. At 2012-05-04 07:23:00, user 165789 visited POI id 821 which is a Electronics Store, at Sydney, AU. Given the data, At 2012-05-04 07:25:00, Which POI id will user 165789 visit? Note that POI id is an integer in the range from 0 to 8985.	At 2012-05-04 07:25:00, user 165789 will visit POI id 640.
189537	2013_3863995	The following data is a trajectory of user 189537: At 2013-03-22 06:52:00, user 189537 visited POI id 3837 which is a Chinese Restaurant, at Hurstville Grove, AU. At 2013-03-22 07:11:00, user 189537 visited POI id 4202 which is a Malay Restaurant, at Penshurst, AU. At 2013-03-22 07:51:00, user 189537 visited POI id 4469 which is a Wine Shop, at Lugarno, AU. Given the data, At 2013-03-22 08:04:00, Which POI id will user 189537 visit? Note that POI id is an integer in the range from 0 to 8985.	At 2013-03-22 08:04:00, user 189537 will visit POI id 4571.
190575	2018_2801313	The following data is a trajectory of user 190575: At 2017-11-29 01:40:00, user 190575 visited POI id 8255 which is a Café, at Haymarket, AU. At 2017-11-29 04:54:00, user 190575 visited POI id 8519 which is a Coworking Space, at Balmain East, AU. Given the data, At 2017-11-29 10:01:00, Which POI id will user 190575 visit? Note that POI id is an integer in the range from 0 to 8985.	At 2017-11-29 10:01:00, user 190575 will visit POI id 2898.
208444	2013_4625634	The following data is a trajectory of user 208444: At 2012-06-21 09:21:00, user 208444 visited POI id 1484 which is a Korean Restaurant, at Haymarket, AU. Given the data, At 2012-06-21 12:14:00, Which POI id will user 208444 visit? Note that POI id is an integer in the range from 0 to 8985.	At 2012-06-21 12:14:00, user 208444 will visit POI id 2211.
205525	2013_4517961	The following data is a trajectory of user 205525: At 2013-03-21 02:40:00, user 205525 visited POI id 4166 which is a Mobile Phone Shop, at Sydney, AU. Given the data, At 2013-03-21 05:16:00, Which POI id will user 205525 visit? Note that POI id is an integer in the range from 0 to 8985.	At 2013-03-21 05:16:00, user 205525 will visit POI id 2272.
64453	2013_1463271	The following data is a trajectory of user 64453: At 2012-12-08 23:28:00, user 64453 visited POI id 3 which is a Airport Terminal, at Kyeemagh, AU. Given the data, At 2012-12-09 00:20:00, Which POI id will user 64453 visit? Note that POI id is an integer in the range from 0 to 8985.	At 2012-12-09 00:20:00, user 64453 will visit POI id 2321.
200653	2013_4329808	The following data is a trajectory of user 200653: At 2012-10-12 05:53:00, user 200653 visited POI id 1161 which is a Airport Terminal, at Mascot, AU. At 2012-10-12 09:02:00, user 200653 visited POI id 2643 which is a BBQ Joint, at Homebush, AU. Given the data, At 2012-10-12 10:16:00, Which POI id will user 200653 visit? Note that POI id is an integer in the range from 0 to 8985.	At 2012-10-12 10:16:00, user 200653 will visit POI id 6101.
223352	2018_3042260	The following data is a trajectory of user 223352: At 2017-10-28 07:27:00, user 223352 visited POI id 8524 which is a Sculpture Garden, at Bondi Beach, AU. Given the data, At 2017-10-28 08:55:00, Which POI id will user 223352 visit? Note that POI id is an integer in the range from 0 to 8985.	At 2017-10-28 08:55:00, user 223352 will visit POI id 8298.

End of preview. Expand in Data Studio

Massive-STEPS-Sydney

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

.
├── sydney_checkins_test.csv # test set check-ins
├── sydney_checkins_train.csv # train set check-ins
├── sydney_checkins_validation.csv # validation set check-ins
├── sydney_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 sydney_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_1140,26,3353,-33.88408179250253,151.2067973613739,Platforms 16 & 17,Central Station,Platform,4f4531504b9074f6e4fb0102,336,Haymarket,-33.87868,151.20526,AU,2012-04-19 00:05:00
2013_1140,26,4812,-33.79804527395917,151.1809942132529,Platform 2,Railway St,Train Station,4bf58dd8d48988d129951735,73,Chatswood,-33.8,151.18333,AU,2012-04-19 06:28:00
2013_1141,26,3862,,,,,Home (private),4bf58dd8d48988d103941735,6,Sydney,-33.86785,151.20732,AU,2012-05-13 03:31:00
2013_1141,26,266,-33.87521272869442,151.20667290492102,eVent Cinemas,505-525 George St,Multiplex,4bf58dd8d48988d180941735,151,Haymarket,-33.87868,151.20526,AU,2012-05-13 05:06:00
2013_1142,26,901,-33.92147853346653,151.2268477675372,Kingsford Chinese Restaurant,426 Anzac Pde,Chinese Restaurant,4bf58dd8d48988d145941735,99,Kingsford,-33.92399,151.22749,AU,2012-06-03 03:59:00

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
Sydney 🇦🇺	740	10,148	8,986	29,900	7,103	1,015	2,030

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-Sydney

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 24 days ago