Datasets:

CRUISEResearchGroup
/

Massive-STEPS-Moscow

user_id stringlengths 2 6	trail_id stringlengths 9 12	inputs stringlengths 263 3.66k	targets stringlengths 53 60
13883	2013_355887	The following data is a trajectory of user 13883: At 2013-04-08 06:48:00, user 13883 visited POI id 10205 which is a Office, at Moscow, RU. At 2013-04-08 07:47:00, user 13883 visited POI id 553 which is a Café, at Moscow, RU. Given the data, At 2013-04-08 08:14:00, Which POI id will user 13883 visit? Note that POI id is an integer in the range from 0 to 17819.	At 2013-04-08 08:14:00, user 13883 will visit POI id 991.
185412	2013_3679920	The following data is a trajectory of user 185412: At 2013-03-15 04:55:00, user 185412 visited POI id 6363 which is a Factory, at Sokol, RU. At 2013-03-15 15:17:00, user 185412 visited POI id 15224 which is a Lounge, at Sokol, RU. At 2013-03-15 16:20:00, user 185412 visited POI id 15998 which is a Historic Site, at Sokol, RU. Given the data, At 2013-03-15 16:56:00, Which POI id will user 185412 visit? Note that POI id is an integer in the range from 0 to 17819.	At 2013-03-15 16:56:00, user 185412 will visit POI id 15336.
203692	2013_4448993	The following data is a trajectory of user 203692: At 2012-12-16 10:42:00, user 203692 visited POI id 1008 which is a Metro Station, at Moscow, RU. At 2012-12-16 10:51:00, user 203692 visited POI id 658 which is a Metro Station, at Moscow, RU. Given the data, At 2012-12-16 14:31:00, Which POI id will user 203692 visit? Note that POI id is an integer in the range from 0 to 17819.	At 2012-12-16 14:31:00, user 203692 will visit POI id 1076.
74660	2013_1659290	The following data is a trajectory of user 74660: At 2012-05-10 16:58:00, user 74660 visited POI id 1450 which is a Housing Development, at Sokol, RU. Given the data, At 2012-05-10 17:06:00, Which POI id will user 74660 visit? Note that POI id is an integer in the range from 0 to 17819.	At 2012-05-10 17:06:00, user 74660 will visit POI id 5458.
231291	2013_5390838	The following data is a trajectory of user 231291: At 2013-02-02 17:15:00, user 231291 visited POI id 2227 which is a Skating Rink, at Sviblovo, RU. Given the data, At 2013-02-02 20:19:00, Which POI id will user 231291 visit? Note that POI id is an integer in the range from 0 to 17819.	At 2013-02-02 20:19:00, user 231291 will visit POI id 944.
200855	2013_4338218	The following data is a trajectory of user 200855: At 2012-05-31 18:35:00, user 200855 visited POI id 6889 which is a Cocktail Bar, at Moscow, RU. Given the data, At 2012-05-31 21:03:00, Which POI id will user 200855 visit? Note that POI id is an integer in the range from 0 to 17819.	At 2012-05-31 21:03:00, user 200855 will visit POI id 84.
99426	2013_2104370	The following data is a trajectory of user 99426: At 2012-07-09 12:48:00, user 99426 visited POI id 3156 which is a Metro Station, at Moscow, RU. Given the data, At 2012-07-09 13:29:00, Which POI id will user 99426 visit? Note that POI id is an integer in the range from 0 to 17819.	At 2012-07-09 13:29:00, user 99426 will visit POI id 406.
231159	2013_5387040	The following data is a trajectory of user 231159: At 2012-04-13 18:47:00, user 231159 visited POI id 57 which is a Café, at Moscow, RU. Given the data, At 2012-04-13 19:28:00, Which POI id will user 231159 visit? Note that POI id is an integer in the range from 0 to 17819.	At 2012-04-13 19:28:00, user 231159 will visit POI id 3743.
218287	2013_4972366	The following data is a trajectory of user 218287: At 2013-01-13 10:21:00, user 218287 visited POI id 1574 which is a Other Great Outdoors, at Moscow, RU. At 2013-01-13 10:24:00, user 218287 visited POI id 4951 which is a Drugstore, at Moscow, RU. At 2013-01-13 10:33:00, user 218287 visited POI id 217 which is a Road, at Moscow, RU. At 2013-01-13 10:40:00, user 218287 visited POI id 1175 which is a Plaza, at Moscow, RU. Given the data, At 2013-01-13 10:45:00, Which POI id will user 218287 visit? Note that POI id is an integer in the range from 0 to 17819.	At 2013-01-13 10:45:00, user 218287 will visit POI id 199.
184051	2013_3618363	The following data is a trajectory of user 184051: At 2013-01-08 06:36:00, user 184051 visited POI id 271 which is a University, at Moscow, RU. Given the data, At 2013-01-08 09:56:00, Which POI id will user 184051 visit? Note that POI id is an integer in the range from 0 to 17819.	At 2013-01-08 09:56:00, user 184051 will visit POI id 4584.
250000	2013_5932720	The following data is a trajectory of user 250000: At 2013-09-02 13:07:00, user 250000 visited POI id 17127 which is a General College & University, at Moscow, RU. Given the data, At 2013-09-02 14:19:00, Which POI id will user 250000 visit? Note that POI id is an integer in the range from 0 to 17819.	At 2013-09-02 14:19:00, user 250000 will visit POI id 11744.
78458	2013_1729340	The following data is a trajectory of user 78458: At 2012-05-12 09:09:00, user 78458 visited POI id 5465 which is a Road, at Moscow, RU. At 2012-05-12 11:40:00, user 78458 visited POI id 285 which is a Road, at Moscow, RU. At 2012-05-12 11:42:00, user 78458 visited POI id 2 which is a Coffee Shop, at Moscow, RU. At 2012-05-12 12:42:00, user 78458 visited POI id 5465 which is a Road, at Moscow, RU. At 2012-05-12 12:44:00, user 78458 visited POI id 1175 which is a Plaza, at Moscow, RU. At 2012-05-12 12:48:00, user 78458 visited POI id 4261 which is a Monument / Landmark, at Moscow, RU. At 2012-05-12 13:05:00, user 78458 visited POI id 3266 which is a Other Great Outdoors, at Moscow, RU. Given the data, At 2012-05-12 13:19:00, Which POI id will user 78458 visit? Note that POI id is an integer in the range from 0 to 17819.	At 2012-05-12 13:19:00, user 78458 will visit POI id 770.
40680	2013_977290	The following data is a trajectory of user 40680: At 2012-04-23 15:37:00, user 40680 visited POI id 892 which is a Plaza, at Moscow, RU. At 2012-04-23 15:39:00, user 40680 visited POI id 572 which is a Plaza, at Moscow, RU. At 2012-04-23 15:43:00, user 40680 visited POI id 2473 which is a Other Great Outdoors, at Moscow, RU. At 2012-04-23 16:59:00, user 40680 visited POI id 1204 which is a Park, at Moscow, RU. At 2012-04-23 17:02:00, user 40680 visited POI id 4350 which is a Monument / Landmark, at Moscow, RU. Given the data, At 2012-04-23 17:05:00, Which POI id will user 40680 visit? Note that POI id is an integer in the range from 0 to 17819.	At 2012-04-23 17:05:00, user 40680 will visit POI id 1205.
70143	2013_1573011	The following data is a trajectory of user 70143: At 2013-08-09 08:32:00, user 70143 visited POI id 13970 which is a Drugstore, at Sokol, RU. At 2013-08-09 09:05:00, user 70143 visited POI id 4899 which is a Bank, at Sokol, RU. Given the data, At 2013-08-09 13:51:00, Which POI id will user 70143 visit? Note that POI id is an integer in the range from 0 to 17819.	At 2013-08-09 13:51:00, user 70143 will visit POI id 2229.
178001	2013_3319526	The following data is a trajectory of user 178001: At 2012-10-25 06:52:00, user 178001 visited POI id 13865 which is a College Auditorium, at Bogorodskoye, RU. At 2012-10-25 12:20:00, user 178001 visited POI id 9417 which is a Department Store, at Bogorodskoye, RU. At 2012-10-25 16:36:00, user 178001 visited POI id 9431 which is a College Academic Building, at Bogorodskoye, RU. Given the data, At 2012-10-25 20:26:00, Which POI id will user 178001 visit? Note that POI id is an integer in the range from 0 to 17819.	At 2012-10-25 20:26:00, user 178001 will visit POI id 9368.
137702	2013_2723448	The following data is a trajectory of user 137702: At 2012-08-14 09:08:00, user 137702 visited POI id 1547 which is a Shopping Mall, at Moscow, RU. Given the data, At 2012-08-14 09:39:00, Which POI id will user 137702 visit? Note that POI id is an integer in the range from 0 to 17819.	At 2012-08-14 09:39:00, user 137702 will visit POI id 3685.
46460	2013_1099353	The following data is a trajectory of user 46460: At 2012-04-09 13:30:00, user 46460 visited POI id 175 which is a Coffee Shop, at Moscow, RU. At 2012-04-09 13:55:00, user 46460 visited POI id 10036 which is a Military Base, at Moscow, RU. Given the data, At 2012-04-09 16:57:00, Which POI id will user 46460 visit? Note that POI id is an integer in the range from 0 to 17819.	At 2012-04-09 16:57:00, user 46460 will visit POI id 287.
205893	2013_4531991	The following data is a trajectory of user 205893: At 2012-05-13 13:05:00, user 205893 visited POI id 404 which is a Metro Station, at Sviblovo, RU. Given the data, At 2012-05-13 15:55:00, Which POI id will user 205893 visit? Note that POI id is an integer in the range from 0 to 17819.	At 2012-05-13 15:55:00, user 205893 will visit POI id 404.
255177	2013_6072754	The following data is a trajectory of user 255177: At 2013-04-08 06:10:00, user 255177 visited POI id 7627 which is a Office, at Moscow, RU. Given the data, At 2013-04-08 12:42:00, Which POI id will user 255177 visit? Note that POI id is an integer in the range from 0 to 17819.	At 2013-04-08 12:42:00, user 255177 will visit POI id 12948.
82833	2013_1810115	The following data is a trajectory of user 82833: At 2012-06-27 15:39:00, user 82833 visited POI id 1238 which is a Cosmetics Shop, at Moscow, RU. Given the data, At 2012-06-27 15:46:00, Which POI id will user 82833 visit? Note that POI id is an integer in the range from 0 to 17819.	At 2012-06-27 15:46:00, user 82833 will visit POI id 12253.
203293	2013_4433395	The following data is a trajectory of user 203293: At 2012-06-03 09:39:00, user 203293 visited POI id 1008 which is a Metro Station, at Moscow, RU. At 2012-06-03 10:05:00, user 203293 visited POI id 3156 which is a Metro Station, at Moscow, RU. At 2012-06-03 14:00:00, user 203293 visited POI id 1008 which is a Metro Station, at Moscow, RU. Given the data, At 2012-06-03 14:03:00, Which POI id will user 203293 visit? Note that POI id is an integer in the range from 0 to 17819.	At 2012-06-03 14:03:00, user 203293 will visit POI id 1900.
150822	2013_2916434	The following data is a trajectory of user 150822: At 2012-07-13 10:34:00, user 150822 visited POI id 790 which is a Bagel Shop, at Moscow, RU. Given the data, At 2012-07-13 12:18:00, Which POI id will user 150822 visit? Note that POI id is an integer in the range from 0 to 17819.	At 2012-07-13 12:18:00, user 150822 will visit POI id 11005.
191274	2013_3942018	The following data is a trajectory of user 191274: At 2013-03-20 15:17:00, user 191274 visited POI id 2309 which is a Plaza, at Moscow, RU. Given the data, At 2013-03-20 15:31:00, Which POI id will user 191274 visit? Note that POI id is an integer in the range from 0 to 17819.	At 2013-03-20 15:31:00, user 191274 will visit POI id 1018.
238323	2013_5602446	The following data is a trajectory of user 238323: At 2012-05-13 12:09:00, user 238323 visited POI id 2354 which is a Grocery Store, at Sokol, RU. Given the data, At 2012-05-13 12:39:00, Which POI id will user 238323 visit? Note that POI id is an integer in the range from 0 to 17819.	At 2012-05-13 12:39:00, user 238323 will visit POI id 11190.
203457	2013_4439890	The following data is a trajectory of user 203457: At 2012-10-17 09:51:00, user 203457 visited POI id 8703 which is a Salon / Barbershop, at Moscow, RU. Given the data, At 2012-10-17 09:57:00, Which POI id will user 203457 visit? Note that POI id is an integer in the range from 0 to 17819.	At 2012-10-17 09:57:00, user 203457 will visit POI id 449.
243821	2013_5760739	The following data is a trajectory of user 243821: At 2012-09-13 10:50:00, user 243821 visited POI id 1042 which is a Fried Chicken Joint, at Moscow, RU. Given the data, At 2012-09-13 11:37:00, Which POI id will user 243821 visit? Note that POI id is an integer in the range from 0 to 17819.	At 2012-09-13 11:37:00, user 243821 will visit POI id 591.
62074	2018_1214877	The following data is a trajectory of user 62074: At 2018-07-22 11:01:00, user 62074 visited POI id 529 which is a Park, at Moscow, RU. Given the data, At 2018-07-22 13:38:00, Which POI id will user 62074 visit? Note that POI id is an integer in the range from 0 to 17819.	At 2018-07-22 13:38:00, user 62074 will visit POI id 283.
77752	2013_1716306	The following data is a trajectory of user 77752: At 2012-12-09 12:48:00, user 77752 visited POI id 1901 which is a Japanese Restaurant, at Novogireyevo, RU. Given the data, At 2012-12-09 13:11:00, Which POI id will user 77752 visit? Note that POI id is an integer in the range from 0 to 17819.	At 2012-12-09 13:11:00, user 77752 will visit POI id 12445.
119086	2013_2432263	The following data is a trajectory of user 119086: At 2012-12-16 09:04:00, user 119086 visited POI id 3340 which is a Doctor's Office, at Moscow, RU. Given the data, At 2012-12-16 10:03:00, Which POI id will user 119086 visit? Note that POI id is an integer in the range from 0 to 17819.	At 2012-12-16 10:03:00, user 119086 will visit POI id 3879.
203322	2013_4434565	The following data is a trajectory of user 203322: At 2012-12-06 05:42:00, user 203322 visited POI id 1315 which is a Office, at Moscow, RU. Given the data, At 2012-12-06 08:54:00, Which POI id will user 203322 visit? Note that POI id is an integer in the range from 0 to 17819.	At 2012-12-06 08:54:00, user 203322 will visit POI id 1316.
80445	2013_1766287	The following data is a trajectory of user 80445: At 2012-05-24 07:29:00, user 80445 visited POI id 9630 which is a Neighborhood, at Sokol, RU. Given the data, At 2012-05-24 09:43:00, Which POI id will user 80445 visit? Note that POI id is an integer in the range from 0 to 17819.	At 2012-05-24 09:43:00, user 80445 will visit POI id 9947.
253111	2013_6017291	The following data is a trajectory of user 253111: At 2013-04-04 10:55:00, user 253111 visited POI id 3234 which is a Other Nightlife, at Moscow, RU. Given the data, At 2013-04-04 11:26:00, Which POI id will user 253111 visit? Note that POI id is an integer in the range from 0 to 17819.	At 2013-04-04 11:26:00, user 253111 will visit POI id 9544.
55429	2013_1283740	The following data is a trajectory of user 55429: At 2012-05-22 07:47:00, user 55429 visited POI id 1279 which is a Park, at Lyublino, RU. At 2012-05-22 09:16:00, user 55429 visited POI id 1832 which is a Gym / Fitness Center, at Lyublino, RU. Given the data, At 2012-05-22 12:36:00, Which POI id will user 55429 visit? Note that POI id is an integer in the range from 0 to 17819.	At 2012-05-22 12:36:00, user 55429 will visit POI id 2766.
40027	2013_963425	The following data is a trajectory of user 40027: At 2012-11-11 12:46:00, user 40027 visited POI id 35 which is a Shopping Mall, at Moscow, RU. Given the data, At 2012-11-11 13:37:00, Which POI id will user 40027 visit? Note that POI id is an integer in the range from 0 to 17819.	At 2012-11-11 13:37:00, user 40027 will visit POI id 199.
117965	2013_2413781	The following data is a trajectory of user 117965: At 2013-07-24 11:19:00, user 117965 visited POI id 1823 which is a Italian Restaurant, at Moscow, RU. Given the data, At 2013-07-24 13:48:00, Which POI id will user 117965 visit? Note that POI id is an integer in the range from 0 to 17819.	At 2013-07-24 13:48:00, user 117965 will visit POI id 35.
180124	2013_3425561	The following data is a trajectory of user 180124: At 2012-10-23 04:35:00, user 180124 visited POI id 1516 which is a School, at Moscow, RU. Given the data, At 2012-10-23 10:17:00, Which POI id will user 180124 visit? Note that POI id is an integer in the range from 0 to 17819.	At 2012-10-23 10:17:00, user 180124 will visit POI id 7146.
192052	2013_3977653	The following data is a trajectory of user 192052: At 2013-07-05 10:01:00, user 192052 visited POI id 3503 which is a Drugstore, at Moscow, RU. Given the data, At 2013-07-05 10:38:00, Which POI id will user 192052 visit? Note that POI id is an integer in the range from 0 to 17819.	At 2013-07-05 10:38:00, user 192052 will visit POI id 482.
188524	2013_3819788	The following data is a trajectory of user 188524: At 2013-09-16 09:33:00, user 188524 visited POI id 4192 which is a Automotive Shop, at Kolomenskoye, RU. Given the data, At 2013-09-16 10:51:00, Which POI id will user 188524 visit? Note that POI id is an integer in the range from 0 to 17819.	At 2013-09-16 10:51:00, user 188524 will visit POI id 9398.
239416	2013_5633900	The following data is a trajectory of user 239416: At 2013-07-05 14:39:00, user 239416 visited POI id 4047 which is a Park, at Moscow, RU. Given the data, At 2013-07-05 15:30:00, Which POI id will user 239416 visit? Note that POI id is an integer in the range from 0 to 17819.	At 2013-07-05 15:30:00, user 239416 will visit POI id 6778.
188879	2013_3835931	The following data is a trajectory of user 188879: At 2012-10-16 10:05:00, user 188879 visited POI id 13 which is a Café, at Moscow, RU. Given the data, At 2012-10-16 10:35:00, Which POI id will user 188879 visit? Note that POI id is an integer in the range from 0 to 17819.	At 2012-10-16 10:35:00, user 188879 will visit POI id 4551.
240202	2013_5657055	The following data is a trajectory of user 240202: At 2012-04-28 12:00:00, user 240202 visited POI id 7260 which is a Home (private), at Sokol, RU. At 2012-04-28 14:02:00, user 240202 visited POI id 4225 which is a Sushi Restaurant, at Moscow, RU. At 2012-04-28 17:03:00, user 240202 visited POI id 591 which is a Garden, at Moscow, RU. Given the data, At 2012-04-28 20:55:00, Which POI id will user 240202 visit? Note that POI id is an integer in the range from 0 to 17819.	At 2012-04-28 20:55:00, user 240202 will visit POI id 7260.
194105	2013_4064773	The following data is a trajectory of user 194105: At 2013-02-04 10:29:00, user 194105 visited POI id 4106 which is a Building, at Moscow, RU. Given the data, At 2013-02-04 14:12:00, Which POI id will user 194105 visit? Note that POI id is an integer in the range from 0 to 17819.	At 2013-02-04 14:12:00, user 194105 will visit POI id 8894.
247805	2013_5873134	The following data is a trajectory of user 247805: At 2013-05-17 07:22:00, user 247805 visited POI id 1911 which is a Gym / Fitness Center, at Moscow, RU. At 2013-05-17 09:09:00, user 247805 visited POI id 13795 which is a Mountain, at Moscow, RU. At 2013-05-17 09:10:00, user 247805 visited POI id 4946 which is a Other Great Outdoors, at Moscow, RU. Given the data, At 2013-05-17 09:24:00, Which POI id will user 247805 visit? Note that POI id is an integer in the range from 0 to 17819.	At 2013-05-17 09:24:00, user 247805 will visit POI id 1911.
2046	2013_54537	The following data is a trajectory of user 2046: At 2012-05-03 13:14:00, user 2046 visited POI id 2017 which is a Bank, at Moscow, RU. At 2012-05-03 16:46:00, user 2046 visited POI id 8294 which is a Home (private), at Moscow, RU. Given the data, At 2012-05-04 05:55:00, Which POI id will user 2046 visit? Note that POI id is an integer in the range from 0 to 17819.	At 2012-05-04 05:55:00, user 2046 will visit POI id 2017.
229820	2013_5344929	The following data is a trajectory of user 229820: At 2013-03-26 09:00:00, user 229820 visited POI id 595 which is a Shopping Mall, at Moscow, RU. Given the data, At 2013-03-26 09:16:00, Which POI id will user 229820 visit? Note that POI id is an integer in the range from 0 to 17819.	At 2013-03-26 09:16:00, user 229820 will visit POI id 4512.
224767	2018_3052381	The following data is a trajectory of user 224767: At 2018-05-16 17:18:00, user 224767 visited POI id 529 which is a Park, at Moscow, RU. Given the data, At 2018-05-16 17:57:00, Which POI id will user 224767 visit? Note that POI id is an integer in the range from 0 to 17819.	At 2018-05-16 17:57:00, user 224767 will visit POI id 14337.
116646	2013_2393388	The following data is a trajectory of user 116646: At 2012-05-19 08:00:00, user 116646 visited POI id 2255 which is a Office, at Moscow, RU. Given the data, At 2012-05-19 08:22:00, Which POI id will user 116646 visit? Note that POI id is an integer in the range from 0 to 17819.	At 2012-05-19 08:22:00, user 116646 will visit POI id 8236.
248560	2013_5893669	The following data is a trajectory of user 248560: At 2012-04-17 09:45:00, user 248560 visited POI id 529 which is a Park, at Moscow, RU. Given the data, At 2012-04-17 15:28:00, Which POI id will user 248560 visit? Note that POI id is an integer in the range from 0 to 17819.	At 2012-04-17 15:28:00, user 248560 will visit POI id 4445.
187357	2013_3768264	The following data is a trajectory of user 187357: At 2012-12-22 05:53:00, user 187357 visited POI id 3388 which is a University, at Moscow, RU. Given the data, At 2012-12-22 11:34:00, Which POI id will user 187357 visit? Note that POI id is an integer in the range from 0 to 17819.	At 2012-12-22 11:34:00, user 187357 will visit POI id 13493.
236578	2013_5550136	The following data is a trajectory of user 236578: At 2012-05-16 05:30:00, user 236578 visited POI id 478 which is a Park, at Sokol, RU. Given the data, At 2012-05-16 05:48:00, Which POI id will user 236578 visit? Note that POI id is an integer in the range from 0 to 17819.	At 2012-05-16 05:48:00, user 236578 will visit POI id 8065.
120964	2013_2461947	The following data is a trajectory of user 120964: At 2012-06-10 14:15:00, user 120964 visited POI id 840 which is a Fast Food Restaurant, at Moscow, RU. At 2012-06-10 15:05:00, user 120964 visited POI id 1204 which is a Park, at Moscow, RU. At 2012-06-10 15:50:00, user 120964 visited POI id 1205 which is a Coffee Shop, at Moscow, RU. At 2012-06-10 16:23:00, user 120964 visited POI id 4350 which is a Monument / Landmark, at Moscow, RU. At 2012-06-10 19:12:00, user 120964 visited POI id 1175 which is a Plaza, at Moscow, RU. Given the data, At 2012-06-10 19:41:00, Which POI id will user 120964 visit? Note that POI id is an integer in the range from 0 to 17819.	At 2012-06-10 19:41:00, user 120964 will visit POI id 97.
129422	2013_2596901	The following data is a trajectory of user 129422: At 2012-05-05 09:26:00, user 129422 visited POI id 1759 which is a Gym / Fitness Center, at Lyublino, RU. Given the data, At 2012-05-05 10:41:00, Which POI id will user 129422 visit? Note that POI id is an integer in the range from 0 to 17819.	At 2012-05-05 10:41:00, user 129422 will visit POI id 1721.
58136	2013_1338276	The following data is a trajectory of user 58136: At 2012-05-28 04:39:00, user 58136 visited POI id 852 which is a Middle School, at Moscow, RU. At 2012-05-28 07:42:00, user 58136 visited POI id 844 which is a Fast Food Restaurant, at Moscow, RU. Given the data, At 2012-05-28 10:35:00, Which POI id will user 58136 visit? Note that POI id is an integer in the range from 0 to 17819.	At 2012-05-28 10:35:00, user 58136 will visit POI id 3283.
255692	2013_6086224	The following data is a trajectory of user 255692: At 2013-04-21 11:05:00, user 255692 visited POI id 595 which is a Shopping Mall, at Moscow, RU. Given the data, At 2013-04-21 11:06:00, Which POI id will user 255692 visit? Note that POI id is an integer in the range from 0 to 17819.	At 2013-04-21 11:06:00, user 255692 will visit POI id 35.
106067	2013_2216989	The following data is a trajectory of user 106067: At 2013-03-27 10:23:00, user 106067 visited POI id 2838 which is a Office, at Moscow, RU. At 2013-03-27 11:18:00, user 106067 visited POI id 9885 which is a Lingerie Store, at Moscow, RU. At 2013-03-27 12:15:00, user 106067 visited POI id 4916 which is a Coffee Shop, at Moscow, RU. Given the data, At 2013-03-27 13:47:00, Which POI id will user 106067 visit? Note that POI id is an integer in the range from 0 to 17819.	At 2013-03-27 13:47:00, user 106067 will visit POI id 1175.
177822	2013_3309739	The following data is a trajectory of user 177822: At 2012-04-19 10:40:00, user 177822 visited POI id 8612 which is a Bakery, at Moscow, RU. Given the data, At 2012-04-19 10:48:00, Which POI id will user 177822 visit? Note that POI id is an integer in the range from 0 to 17819.	At 2012-04-19 10:48:00, user 177822 will visit POI id 95.
180683	2013_3454596	The following data is a trajectory of user 180683: At 2013-01-04 13:33:00, user 180683 visited POI id 3637 which is a Science Museum, at Moscow, RU. Given the data, At 2013-01-04 14:31:00, Which POI id will user 180683 visit? Note that POI id is an integer in the range from 0 to 17819.	At 2013-01-04 14:31:00, user 180683 will visit POI id 1225.
7143	2013_186596	The following data is a trajectory of user 7143: At 2012-11-20 05:56:00, user 7143 visited POI id 1433 which is a Fast Food Restaurant, at Sokol, RU. Given the data, At 2012-11-20 12:35:00, Which POI id will user 7143 visit? Note that POI id is an integer in the range from 0 to 17819.	At 2012-11-20 12:35:00, user 7143 will visit POI id 13522.
234433	2013_5486262	The following data is a trajectory of user 234433: At 2012-05-09 03:55:00, user 234433 visited POI id 3060 which is a Bus Station, at Bogorodskoye, RU. At 2012-05-09 04:36:00, user 234433 visited POI id 694 which is a Bank, at Bogorodskoye, RU. At 2012-05-09 09:58:00, user 234433 visited POI id 7325 which is a Grocery Store, at Bogorodskoye, RU. Given the data, At 2012-05-09 10:02:00, Which POI id will user 234433 visit? Note that POI id is an integer in the range from 0 to 17819.	At 2012-05-09 10:02:00, user 234433 will visit POI id 694.
192944	2013_4014905	The following data is a trajectory of user 192944: At 2012-10-29 11:25:00, user 192944 visited POI id 24 which is a Bakery, at Moscow, RU. Given the data, At 2012-10-29 12:44:00, Which POI id will user 192944 visit? Note that POI id is an integer in the range from 0 to 17819.	At 2012-10-29 12:44:00, user 192944 will visit POI id 12399.
220268	2013_5038644	The following data is a trajectory of user 220268: At 2012-04-08 11:07:00, user 220268 visited POI id 2301 which is a Office, at Lyublino, RU. Given the data, At 2012-04-08 11:53:00, Which POI id will user 220268 visit? Note that POI id is an integer in the range from 0 to 17819.	At 2012-04-08 11:53:00, user 220268 will visit POI id 2520.
31839	2013_780007	The following data is a trajectory of user 31839: At 2013-04-30 05:51:00, user 31839 visited POI id 13438 which is a Building, at Moscow, RU. Given the data, At 2013-04-30 07:59:00, Which POI id will user 31839 visit? Note that POI id is an integer in the range from 0 to 17819.	At 2013-04-30 07:59:00, user 31839 will visit POI id 482.
192663	2013_4002704	The following data is a trajectory of user 192663: At 2013-07-22 08:42:00, user 192663 visited POI id 840 which is a Fast Food Restaurant, at Moscow, RU. Given the data, At 2013-07-22 10:51:00, Which POI id will user 192663 visit? Note that POI id is an integer in the range from 0 to 17819.	At 2013-07-22 10:51:00, user 192663 will visit POI id 2781.
27845	2013_689485	The following data is a trajectory of user 27845: At 2013-04-21 07:14:00, user 27845 visited POI id 645 which is a University, at Moscow, RU. Given the data, At 2013-04-21 11:48:00, Which POI id will user 27845 visit? Note that POI id is an integer in the range from 0 to 17819.	At 2013-04-21 11:48:00, user 27845 will visit POI id 4823.
116593	2013_2392582	The following data is a trajectory of user 116593: At 2012-04-11 06:19:00, user 116593 visited POI id 9253 which is a Taxi, at Sokol, RU. Given the data, At 2012-04-11 16:24:00, Which POI id will user 116593 visit? Note that POI id is an integer in the range from 0 to 17819.	At 2012-04-11 16:24:00, user 116593 will visit POI id 8855.
78858	2013_1737039	The following data is a trajectory of user 78858: At 2013-03-18 08:34:00, user 78858 visited POI id 1641 which is a University, at Moscow, RU. Given the data, At 2013-03-18 13:10:00, Which POI id will user 78858 visit? Note that POI id is an integer in the range from 0 to 17819.	At 2013-03-18 13:10:00, user 78858 will visit POI id 199.
25049	2013_625044	The following data is a trajectory of user 25049: At 2013-02-13 06:45:00, user 25049 visited POI id 6419 which is a Medical Center, at Bibirevo, RU. At 2013-02-13 06:53:00, user 25049 visited POI id 8675 which is a Bus Station, at Bibirevo, RU. Given the data, At 2013-02-13 07:08:00, Which POI id will user 25049 visit? Note that POI id is an integer in the range from 0 to 17819.	At 2013-02-13 07:08:00, user 25049 will visit POI id 15011.
220777	2013_5055925	The following data is a trajectory of user 220777: At 2013-01-25 05:27:00, user 220777 visited POI id 6951 which is a General College & University, at Novogireyevo, RU. Given the data, At 2013-01-25 08:53:00, Which POI id will user 220777 visit? Note that POI id is an integer in the range from 0 to 17819.	At 2013-01-25 08:53:00, user 220777 will visit POI id 14906.
102436	2013_2156561	The following data is a trajectory of user 102436: At 2012-04-26 13:54:00, user 102436 visited POI id 572 which is a Plaza, at Moscow, RU. Given the data, At 2012-04-26 14:04:00, Which POI id will user 102436 visit? Note that POI id is an integer in the range from 0 to 17819.	At 2012-04-26 14:04:00, user 102436 will visit POI id 199.
220597	2013_5049383	The following data is a trajectory of user 220597: At 2013-03-05 08:44:00, user 220597 visited POI id 2629 which is a Coffee Shop, at Moscow, RU. At 2013-03-05 14:22:00, user 220597 visited POI id 624 which is a Theater, at Moscow, RU. Given the data, At 2013-03-05 18:48:00, Which POI id will user 220597 visit? Note that POI id is an integer in the range from 0 to 17819.	At 2013-03-05 18:48:00, user 220597 will visit POI id 14694.
32158	2013_787739	The following data is a trajectory of user 32158: At 2012-05-13 17:42:00, user 32158 visited POI id 5645 which is a Monument / Landmark, at Moscow, RU. Given the data, At 2012-05-13 19:27:00, Which POI id will user 32158 visit? Note that POI id is an integer in the range from 0 to 17819.	At 2012-05-13 19:27:00, user 32158 will visit POI id 2569.
181964	2013_3516605	The following data is a trajectory of user 181964: At 2012-06-11 10:14:00, user 181964 visited POI id 2029 which is a Car Wash, at Moscow, RU. Given the data, At 2012-06-11 11:00:00, Which POI id will user 181964 visit? Note that POI id is an integer in the range from 0 to 17819.	At 2012-06-11 11:00:00, user 181964 will visit POI id 1809.
225079	2013_5195749	The following data is a trajectory of user 225079: At 2012-07-30 12:26:00, user 225079 visited POI id 490 which is a Department Store, at Moscow, RU. Given the data, At 2012-07-30 13:23:00, Which POI id will user 225079 visit? Note that POI id is an integer in the range from 0 to 17819.	At 2012-07-30 13:23:00, user 225079 will visit POI id 4795.
24672	2013_615884	The following data is a trajectory of user 24672: At 2012-12-04 05:57:00, user 24672 visited POI id 692 which is a Shopping Mall, at Sokol, RU. Given the data, At 2012-12-04 10:05:00, Which POI id will user 24672 visit? Note that POI id is an integer in the range from 0 to 17819.	At 2012-12-04 10:05:00, user 24672 will visit POI id 9527.
100251	2013_2117833	The following data is a trajectory of user 100251: At 2012-07-07 07:35:00, user 100251 visited POI id 17 which is a Gym / Fitness Center, at Sokol, RU. Given the data, At 2012-07-07 10:04:00, Which POI id will user 100251 visit? Note that POI id is an integer in the range from 0 to 17819.	At 2012-07-07 10:04:00, user 100251 will visit POI id 48.
243728	2013_5758387	The following data is a trajectory of user 243728: At 2012-04-04 08:00:00, user 243728 visited POI id 8598 which is a Office, at Moscow, RU. At 2012-04-04 12:43:00, user 243728 visited POI id 8598 which is a Office, at Moscow, RU. Given the data, At 2012-04-04 16:57:00, Which POI id will user 243728 visit? Note that POI id is an integer in the range from 0 to 17819.	At 2012-04-04 16:57:00, user 243728 will visit POI id 1152.
183193	2013_3577018	The following data is a trajectory of user 183193: At 2012-07-03 15:09:00, user 183193 visited POI id 1 which is a Restaurant, at Moscow, RU. Given the data, At 2012-07-03 18:23:00, Which POI id will user 183193 visit? Note that POI id is an integer in the range from 0 to 17819.	At 2012-07-03 18:23:00, user 183193 will visit POI id 1175.
236760	2013_5555493	The following data is a trajectory of user 236760: At 2012-06-18 13:59:00, user 236760 visited POI id 432 which is a Ramen Restaurant, at Moscow, RU. Given the data, At 2012-06-18 14:30:00, Which POI id will user 236760 visit? Note that POI id is an integer in the range from 0 to 17819.	At 2012-06-18 14:30:00, user 236760 will visit POI id 1105.
63771	2013_1450608	The following data is a trajectory of user 63771: At 2013-05-24 14:07:00, user 63771 visited POI id 1175 which is a Plaza, at Moscow, RU. Given the data, At 2013-05-24 14:10:00, Which POI id will user 63771 visit? Note that POI id is an integer in the range from 0 to 17819.	At 2013-05-24 14:10:00, user 63771 will visit POI id 199.
36660	2013_888482	The following data is a trajectory of user 36660: At 2012-06-11 12:00:00, user 36660 visited POI id 4742 which is a Government Building, at Moscow, RU. Given the data, At 2012-06-11 14:05:00, Which POI id will user 36660 visit? Note that POI id is an integer in the range from 0 to 17819.	At 2012-06-11 14:05:00, user 36660 will visit POI id 9932.
102230	2013_2152960	The following data is a trajectory of user 102230: At 2013-05-19 13:03:00, user 102230 visited POI id 285 which is a Road, at Moscow, RU. Given the data, At 2013-05-19 18:41:00, Which POI id will user 102230 visit? Note that POI id is an integer in the range from 0 to 17819.	At 2013-05-19 18:41:00, user 102230 will visit POI id 16195.
13202	2013_339748	The following data is a trajectory of user 13202: At 2012-05-17 16:58:00, user 13202 visited POI id 5843 which is a Café, at Bogorodskoye, RU. Given the data, At 2012-05-17 17:03:00, Which POI id will user 13202 visit? Note that POI id is an integer in the range from 0 to 17819.	At 2012-05-17 17:03:00, user 13202 will visit POI id 4483.
4149	2013_108787	The following data is a trajectory of user 4149: At 2012-06-13 07:39:00, user 4149 visited POI id 929 which is a Office, at Otradnoye, RU. At 2012-06-13 09:30:00, user 4149 visited POI id 2857 which is a University, at Sokol, RU. At 2012-06-13 10:33:00, user 4149 visited POI id 3845 which is a Building, at Sokol, RU. Given the data, At 2012-06-13 11:53:00, Which POI id will user 4149 visit? Note that POI id is an integer in the range from 0 to 17819.	At 2012-06-13 11:53:00, user 4149 will visit POI id 8819.
64575	2013_1465609	The following data is a trajectory of user 64575: At 2012-06-05 12:27:00, user 64575 visited POI id 3565 which is a Plaza, at Moscow, RU. Given the data, At 2012-06-05 12:35:00, Which POI id will user 64575 visit? Note that POI id is an integer in the range from 0 to 17819.	At 2012-06-05 12:35:00, user 64575 will visit POI id 114.
194692	2013_4088860	The following data is a trajectory of user 194692: At 2012-07-15 13:29:00, user 194692 visited POI id 1175 which is a Plaza, at Moscow, RU. Given the data, At 2012-07-15 14:30:00, Which POI id will user 194692 visit? Note that POI id is an integer in the range from 0 to 17819.	At 2012-07-15 14:30:00, user 194692 will visit POI id 4584.
181623	2013_3501010	The following data is a trajectory of user 181623: At 2013-01-07 07:11:00, user 181623 visited POI id 2079 which is a Shopping Mall, at Lyublino, RU. At 2013-01-07 14:07:00, user 181623 visited POI id 191 which is a Café, at Moscow, RU. Given the data, At 2013-01-07 17:12:00, Which POI id will user 181623 visit? Note that POI id is an integer in the range from 0 to 17819.	At 2013-01-07 17:12:00, user 181623 will visit POI id 14502.
228688	2013_5310272	The following data is a trajectory of user 228688: At 2012-07-07 13:20:00, user 228688 visited POI id 591 which is a Garden, at Moscow, RU. Given the data, At 2012-07-07 18:41:00, Which POI id will user 228688 visit? Note that POI id is an integer in the range from 0 to 17819.	At 2012-07-07 18:41:00, user 228688 will visit POI id 1288.
85421	2013_1857597	The following data is a trajectory of user 85421: At 2012-07-15 09:47:00, user 85421 visited POI id 5361 which is a Diner, at Moscow, RU. At 2012-07-15 11:48:00, user 85421 visited POI id 490 which is a Department Store, at Moscow, RU. Given the data, At 2012-07-15 12:17:00, Which POI id will user 85421 visit? Note that POI id is an integer in the range from 0 to 17819.	At 2012-07-15 12:17:00, user 85421 will visit POI id 12728.
220736	2013_5054325	The following data is a trajectory of user 220736: At 2012-12-04 03:45:00, user 220736 visited POI id 1559 which is a Metro Station, at Lyublino, RU. At 2012-12-04 14:04:00, user 220736 visited POI id 1008 which is a Metro Station, at Moscow, RU. At 2012-12-04 14:16:00, user 220736 visited POI id 792 which is a Monument / Landmark, at Moscow, RU. Given the data, At 2012-12-04 18:54:00, Which POI id will user 220736 visit? Note that POI id is an integer in the range from 0 to 17819.	At 2012-12-04 18:54:00, user 220736 will visit POI id 1559.
4131	2013_108292	The following data is a trajectory of user 4131: At 2012-04-28 13:03:00, user 4131 visited POI id 1896 which is a Office, at Moscow, RU. Given the data, At 2012-04-28 21:01:00, Which POI id will user 4131 visit? Note that POI id is an integer in the range from 0 to 17819.	At 2012-04-28 21:01:00, user 4131 will visit POI id 6298.
18360	2013_466513	The following data is a trajectory of user 18360: At 2012-06-07 13:06:00, user 18360 visited POI id 1433 which is a Fast Food Restaurant, at Sokol, RU. Given the data, At 2012-06-07 13:21:00, Which POI id will user 18360 visit? Note that POI id is an integer in the range from 0 to 17819.	At 2012-06-07 13:21:00, user 18360 will visit POI id 9202.
233892	2013_5470244	The following data is a trajectory of user 233892: At 2013-04-08 05:00:00, user 233892 visited POI id 15767 which is a University, at Bogorodskoye, RU. Given the data, At 2013-04-08 06:00:00, Which POI id will user 233892 visit? Note that POI id is an integer in the range from 0 to 17819.	At 2013-04-08 06:00:00, user 233892 will visit POI id 13417.
50524	2013_1182638	The following data is a trajectory of user 50524: At 2012-06-06 09:31:00, user 50524 visited POI id 721 which is a Pub, at Moscow, RU. Given the data, At 2012-06-06 09:59:00, Which POI id will user 50524 visit? Note that POI id is an integer in the range from 0 to 17819.	At 2012-06-06 09:59:00, user 50524 will visit POI id 2835.
207842	2013_4603680	The following data is a trajectory of user 207842: At 2012-04-23 10:23:00, user 207842 visited POI id 355 which is a Hotel, at Bogorodskoye, RU. At 2012-04-23 15:05:00, user 207842 visited POI id 8416 which is a Pub, at Sokol, RU. Given the data, At 2012-04-23 15:28:00, Which POI id will user 207842 visit? Note that POI id is an integer in the range from 0 to 17819.	At 2012-04-23 15:28:00, user 207842 will visit POI id 6652.
119828	2013_2444678	The following data is a trajectory of user 119828: At 2012-10-25 04:54:00, user 119828 visited POI id 1900 which is a Coffee Shop, at Moscow, RU. Given the data, At 2012-10-25 06:25:00, Which POI id will user 119828 visit? Note that POI id is an integer in the range from 0 to 17819.	At 2012-10-25 06:25:00, user 119828 will visit POI id 14267.
178005	2013_3319659	The following data is a trajectory of user 178005: At 2013-02-26 09:32:00, user 178005 visited POI id 8252 which is a Clothing Store, at Moscow, RU. Given the data, At 2013-02-27 18:53:00, Which POI id will user 178005 visit? Note that POI id is an integer in the range from 0 to 17819.	At 2013-02-27 18:53:00, user 178005 will visit POI id 1247.
190151	2013_3891722	The following data is a trajectory of user 190151: At 2012-05-09 07:25:00, user 190151 visited POI id 503 which is a Coffee Shop, at Moscow, RU. At 2012-05-09 14:31:00, user 190151 visited POI id 2167 which is a Shopping Mall, at Moscow, RU. Given the data, At 2012-05-09 15:10:00, Which POI id will user 190151 visit? Note that POI id is an integer in the range from 0 to 17819.	At 2012-05-09 15:10:00, user 190151 will visit POI id 2667.
30524	2013_750366	The following data is a trajectory of user 30524: At 2012-05-13 12:27:00, user 30524 visited POI id 658 which is a Metro Station, at Moscow, RU. At 2012-05-13 12:28:00, user 30524 visited POI id 406 which is a Temple, at Moscow, RU. At 2012-05-13 12:32:00, user 30524 visited POI id 5268 which is a Plaza, at Moscow, RU. Given the data, At 2012-05-13 12:35:00, Which POI id will user 30524 visit? Note that POI id is an integer in the range from 0 to 17819.	At 2012-05-13 12:35:00, user 30524 will visit POI id 5542.
8303	2013_216831	The following data is a trajectory of user 8303: At 2013-05-19 07:43:00, user 8303 visited POI id 300 which is a Grocery Store, at Moscow, RU. Given the data, At 2013-05-19 14:19:00, Which POI id will user 8303 visit? Note that POI id is an integer in the range from 0 to 17819.	At 2013-05-19 14:19:00, user 8303 will visit POI id 10702.
129214	2013_2594104	The following data is a trajectory of user 129214: At 2012-12-06 13:35:00, user 129214 visited POI id 905 which is a Shopping Mall, at Lyublino, RU. Given the data, At 2012-12-06 16:58:00, Which POI id will user 129214 visit? Note that POI id is an integer in the range from 0 to 17819.	At 2012-12-06 16:58:00, user 129214 will visit POI id 758.

End of preview. Expand in Data Studio

Massive-STEPS-Moscow

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

.
├── moscow_checkins_test.csv # test set check-ins
├── moscow_checkins_train.csv # train set check-ins
├── moscow_checkins_validation.csv # validation set check-ins
├── moscow_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 moscow_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_1668,42,43,55.757967,37.619001,metro Teatralnaya (Метро Театральная),"ул. Большая Дмитровка, 2",Metro Station,4bf58dd8d48988d1fd931735,292,Moscow,55.75222,37.61556,RU,2012-04-13 04:06:00
2013_1668,42,1008,55.76487541978725,37.604403271547,metro Tverskaya (Метро Тверская),Пушкинская пл.,Metro Station,4bf58dd8d48988d1fd931735,292,Moscow,55.75222,37.61556,RU,2012-04-13 15:11:00
2013_1671,42,285,55.749941351119865,37.593326568603516,Арбат / Arbat Street,ул. Арбат,Road,4bf58dd8d48988d1f9931735,284,Moscow,55.75222,37.61556,RU,2012-04-19 04:12:00
2013_1671,42,1173,55.7822156278378,37.705470977149474,metro Elektrozavodskaya (Метро Электрозаводская),Большая Семёновская ул.,Metro Station,4bf58dd8d48988d1fd931735,292,Bogorodskoye,55.81353,37.71617,RU,2012-04-19 05:45:00
2013_1672,42,217,55.763928,37.606379,Тверская улица,Тверская ул.,Road,4bf58dd8d48988d1f9931735,284,Moscow,55.75222,37.61556,RU,2012-04-20 11:16:00

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
Moscow 🇷🇺	3,993	39,485	17,822	105,620	27,639	3,949	7,897

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-Moscow

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 23 days ago