Datasets:

CRUISEResearchGroup
/

Massive-STEPS-Istanbul

user_id stringlengths 2 6	trail_id stringlengths 8 12	inputs stringlengths 264 4.09k	targets stringlengths 53 60
180260	2013_3432139	The following data is a trajectory of user 180260: At 2012-12-17 08:15:00, user 180260 visited POI id 2779 which is a Law School, at Bağcılar, TR. Given the data, At 2012-12-17 10:51:00, Which POI id will user 180260 visit? Note that POI id is an integer in the range from 0 to 53810.	At 2012-12-17 10:51:00, user 180260 will visit POI id 8812.
164237	2013_3106485	The following data is a trajectory of user 164237: At 2012-11-17 06:22:00, user 164237 visited POI id 17179 which is a Residential Building (Apartment / Condo), at Bağcılar, TR. At 2012-11-17 06:31:00, user 164237 visited POI id 31184 which is a Factory, at Bağcılar, TR. Given the data, At 2012-11-17 06:33:00, Which POI id will user 164237 visit? Note that POI id is an integer in the range from 0 to 53810.	At 2012-11-17 06:33:00, user 164237 will visit POI id 2764.
100587	2018_1771849	The following data is a trajectory of user 100587: At 2018-05-13 13:17:00, user 100587 visited POI id 11905 which is a Waterfront, at Üsküdar, TR. Given the data, At 2018-05-13 15:17:00, Which POI id will user 100587 visit? Note that POI id is an integer in the range from 0 to 53810.	At 2018-05-13 15:17:00, user 100587 will visit POI id 5014.
100814	2013_2127117	The following data is a trajectory of user 100814: At 2012-06-04 13:32:00, user 100814 visited POI id 329 which is a Light Rail Station, at Istanbul, TR. At 2012-06-04 13:54:00, user 100814 visited POI id 26790 which is a Fast Food Restaurant, at Istanbul, TR. Given the data, At 2012-06-04 14:07:00, Which POI id will user 100814 visit? Note that POI id is an integer in the range from 0 to 53810.	At 2012-06-04 14:07:00, user 100814 will visit POI id 8704.
206143	2013_4541204	The following data is a trajectory of user 206143: At 2012-06-06 09:10:00, user 206143 visited POI id 1583 which is a Other Great Outdoors, at Istanbul, TR. At 2012-06-06 09:18:00, user 206143 visited POI id 975 which is a Miscellaneous Shop, at Istanbul, TR. At 2012-06-06 10:53:00, user 206143 visited POI id 528 which is a Pier, at Istanbul, TR. Given the data, At 2012-06-06 11:17:00, Which POI id will user 206143 visit? Note that POI id is an integer in the range from 0 to 53810.	At 2012-06-06 11:17:00, user 206143 will visit POI id 1249.
198857	2013_4258131	The following data is a trajectory of user 198857: At 2012-06-04 11:51:00, user 198857 visited POI id 8036 which is a Other Great Outdoors, at Bağcılar, TR. At 2012-06-04 12:07:00, user 198857 visited POI id 472 which is a Hospital, at Bağcılar, TR. At 2012-06-04 13:43:00, user 198857 visited POI id 1044 which is a Shopping Mall, at Bağcılar, TR. Given the data, At 2012-06-04 13:53:00, Which POI id will user 198857 visit? Note that POI id is an integer in the range from 0 to 53810.	At 2012-06-04 13:53:00, user 198857 will visit POI id 7028.
238438	2013_5605707	The following data is a trajectory of user 238438: At 2012-06-03 10:58:00, user 238438 visited POI id 4148 which is a Road, at Istanbul, TR. Given the data, At 2012-06-03 21:26:00, Which POI id will user 238438 visit? Note that POI id is an integer in the range from 0 to 53810.	At 2012-06-03 21:26:00, user 238438 will visit POI id 1703.
9307	2013_242732	The following data is a trajectory of user 9307: At 2012-04-20 16:22:00, user 9307 visited POI id 1527 which is a Middle Eastern Restaurant, at Üsküdar, TR. Given the data, At 2012-04-20 19:48:00, Which POI id will user 9307 visit? Note that POI id is an integer in the range from 0 to 53810.	At 2012-04-20 19:48:00, user 9307 will visit POI id 8894.
294714	2018_3485809	The following data is a trajectory of user 294714: At 2018-08-13 12:43:00, user 294714 visited POI id 12323 which is a Pool, at Beylikdüzü, TR. Given the data, At 2018-08-13 19:04:00, Which POI id will user 294714 visit? Note that POI id is an integer in the range from 0 to 53810.	At 2018-08-13 19:04:00, user 294714 will visit POI id 44601.
15627	2018_322137	The following data is a trajectory of user 15627: At 2018-07-15 06:43:00, user 15627 visited POI id 53 which is a Shopping Mall, at Üsküdar, TR. At 2018-07-15 13:32:00, user 15627 visited POI id 21777 which is a Turkish Restaurant, at Üsküdar, TR. Given the data, At 2018-07-15 17:35:00, Which POI id will user 15627 visit? Note that POI id is an integer in the range from 0 to 53810.	At 2018-07-15 17:35:00, user 15627 will visit POI id 46578.
134357	2013_2672115	The following data is a trajectory of user 134357: At 2013-01-25 13:34:00, user 134357 visited POI id 813 which is a University, at Üsküdar, TR. Given the data, At 2013-01-25 16:13:00, Which POI id will user 134357 visit? Note that POI id is an integer in the range from 0 to 53810.	At 2013-01-25 16:13:00, user 134357 will visit POI id 12688.
2792	2018_60473	The following data is a trajectory of user 2792: At 2018-03-11 18:07:00, user 2792 visited POI id 861 which is a Neighborhood, at Üsküdar, TR. Given the data, At 2018-03-11 23:11:00, Which POI id will user 2792 visit? Note that POI id is an integer in the range from 0 to 53810.	At 2018-03-11 23:11:00, user 2792 will visit POI id 33877.
114993	2018_1975801	The following data is a trajectory of user 114993: At 2018-07-03 15:32:00, user 114993 visited POI id 52754 which is a Dessert Shop, at Bağcılar, TR. Given the data, At 2018-07-03 17:34:00, Which POI id will user 114993 visit? Note that POI id is an integer in the range from 0 to 53810.	At 2018-07-03 17:34:00, user 114993 will visit POI id 213.
244223	2013_5771413	The following data is a trajectory of user 244223: At 2012-06-01 10:27:00, user 244223 visited POI id 3463 which is a Café, at Üsküdar, TR. Given the data, At 2012-06-01 13:23:00, Which POI id will user 244223 visit? Note that POI id is an integer in the range from 0 to 53810.	At 2012-06-01 13:23:00, user 244223 will visit POI id 649.
34245	2013_835767	The following data is a trajectory of user 34245: At 2013-02-19 08:10:00, user 34245 visited POI id 1873 which is a University, at Üsküdar, TR. Given the data, At 2013-02-19 10:53:00, Which POI id will user 34245 visit? Note that POI id is an integer in the range from 0 to 53810.	At 2013-02-19 10:53:00, user 34245 will visit POI id 19088.
11446	2013_295501	The following data is a trajectory of user 11446: At 2012-12-23 08:00:00, user 11446 visited POI id 116 which is a Pier, at Üsküdar, TR. Given the data, At 2012-12-23 15:39:00, Which POI id will user 11446 visit? Note that POI id is an integer in the range from 0 to 53810.	At 2012-12-23 15:39:00, user 11446 will visit POI id 891.
104214	2013_2186216	The following data is a trajectory of user 104214: At 2013-07-30 09:37:00, user 104214 visited POI id 4777 which is a Other Great Outdoors, at Üsküdar, TR. Given the data, At 2013-07-30 17:08:00, Which POI id will user 104214 visit? Note that POI id is an integer in the range from 0 to 53810.	At 2013-07-30 17:08:00, user 104214 will visit POI id 3058.
26248	2013_652174	The following data is a trajectory of user 26248: At 2012-11-18 12:25:00, user 26248 visited POI id 20573 which is a Plaza, at Üsküdar, TR. Given the data, At 2012-11-18 12:29:00, Which POI id will user 26248 visit? Note that POI id is an integer in the range from 0 to 53810.	At 2012-11-18 12:29:00, user 26248 will visit POI id 27220.
216396	2018_2992948	The following data is a trajectory of user 216396: At 2017-11-09 11:32:00, user 216396 visited POI id 23753 which is a Turkish Restaurant, at Üsküdar, TR. At 2017-11-09 14:04:00, user 216396 visited POI id 4156 which is a Forest, at Üsküdar, TR. Given the data, At 2017-11-09 21:35:00, Which POI id will user 216396 visit? Note that POI id is an integer in the range from 0 to 53810.	At 2017-11-09 21:35:00, user 216396 will visit POI id 1589.
167567	2013_3153253	The following data is a trajectory of user 167567: At 2012-12-09 14:35:00, user 167567 visited POI id 11637 which is a Pub, at Üsküdar, TR. Given the data, At 2012-12-09 15:07:00, Which POI id will user 167567 visit? Note that POI id is an integer in the range from 0 to 53810.	At 2012-12-09 15:07:00, user 167567 will visit POI id 112.
252607	2013_6003570	The following data is a trajectory of user 252607: At 2013-02-07 08:02:00, user 252607 visited POI id 3739 which is a University, at Bağcılar, TR. Given the data, At 2013-02-07 18:46:00, Which POI id will user 252607 visit? Note that POI id is an integer in the range from 0 to 53810.	At 2013-02-07 18:46:00, user 252607 will visit POI id 11924.
37617	2013_910911	The following data is a trajectory of user 37617: At 2013-03-05 11:01:00, user 37617 visited POI id 1024 which is a Pier, at Üsküdar, TR. Given the data, At 2013-03-05 11:58:00, Which POI id will user 37617 visit? Note that POI id is an integer in the range from 0 to 53810.	At 2013-03-05 11:58:00, user 37617 will visit POI id 8595.
58707	2018_1162425	The following data is a trajectory of user 58707: At 2017-10-19 17:22:00, user 58707 visited POI id 3438 which is a Waterfront, at Üsküdar, TR. Given the data, At 2017-10-19 19:40:00, Which POI id will user 58707 visit? Note that POI id is an integer in the range from 0 to 53810.	At 2017-10-19 19:40:00, user 58707 will visit POI id 44719.
193411	2013_4035152	The following data is a trajectory of user 193411: At 2013-08-21 21:27:00, user 193411 visited POI id 12991 which is a Historic Site, at Istanbul, TR. Given the data, At 2013-08-21 21:42:00, Which POI id will user 193411 visit? Note that POI id is an integer in the range from 0 to 53810.	At 2013-08-21 21:42:00, user 193411 will visit POI id 27602.
248338	2013_5887392	The following data is a trajectory of user 248338: At 2013-02-11 08:02:00, user 248338 visited POI id 337 which is a University, at Üsküdar, TR. Given the data, At 2013-02-11 12:01:00, Which POI id will user 248338 visit? Note that POI id is an integer in the range from 0 to 53810.	At 2013-02-11 12:01:00, user 248338 will visit POI id 11250.
90017	2018_1637815	The following data is a trajectory of user 90017: At 2018-01-27 13:44:00, user 90017 visited POI id 975 which is a Historic Site, at Istanbul, TR. Given the data, At 2018-01-27 18:46:00, Which POI id will user 90017 visit? Note that POI id is an integer in the range from 0 to 53810.	At 2018-01-27 18:46:00, user 90017 will visit POI id 51492.
251898	2013_5984139	The following data is a trajectory of user 251898: At 2012-04-10 10:28:00, user 251898 visited POI id 0 which is a Airport, at Bağcılar, TR. Given the data, At 2012-04-10 10:41:00, Which POI id will user 251898 visit? Note that POI id is an integer in the range from 0 to 53810.	At 2012-04-10 10:41:00, user 251898 will visit POI id 2376.
45410	2013_1076330	The following data is a trajectory of user 45410: At 2012-09-15 13:32:00, user 45410 visited POI id 1907 which is a Fast Food Restaurant, at Üsküdar, TR. At 2012-09-15 14:33:00, user 45410 visited POI id 445 which is a Café, at Üsküdar, TR. Given the data, At 2012-09-15 16:01:00, Which POI id will user 45410 visit? Note that POI id is an integer in the range from 0 to 53810.	At 2012-09-15 16:01:00, user 45410 will visit POI id 267.
65547	2018_1263197	The following data is a trajectory of user 65547: At 2017-10-06 10:52:00, user 65547 visited POI id 4777 which is a County, at Üsküdar, TR. At 2017-10-06 11:46:00, user 65547 visited POI id 9595 which is a Non-Profit, at Üsküdar, TR. Given the data, At 2017-10-06 17:10:00, Which POI id will user 65547 visit? Note that POI id is an integer in the range from 0 to 53810.	At 2017-10-06 17:10:00, user 65547 will visit POI id 47716.
179943	2018_2717759	The following data is a trajectory of user 179943: At 2017-12-23 12:41:00, user 179943 visited POI id 213 which is a Shopping Mall, at Bağcılar, TR. At 2017-12-23 12:54:00, user 179943 visited POI id 50789 which is a Café, at Bağcılar, TR. Given the data, At 2017-12-23 16:58:00, Which POI id will user 179943 visit? Note that POI id is an integer in the range from 0 to 53810.	At 2017-12-23 16:58:00, user 179943 will visit POI id 44883.
142495	2013_2794166	The following data is a trajectory of user 142495: At 2013-05-14 04:01:00, user 142495 visited POI id 22209 which is a Bagel Shop, at Istanbul, TR. Given the data, At 2013-05-14 04:19:00, Which POI id will user 142495 visit? Note that POI id is an integer in the range from 0 to 53810.	At 2013-05-14 04:19:00, user 142495 will visit POI id 40975.
191868	2013_3969980	The following data is a trajectory of user 191868: At 2013-05-21 07:48:00, user 191868 visited POI id 18531 which is a Neighborhood, at Istanbul, TR. Given the data, At 2013-05-21 08:14:00, Which POI id will user 191868 visit? Note that POI id is an integer in the range from 0 to 53810.	At 2013-05-21 08:14:00, user 191868 will visit POI id 2367.
44164	2013_1051031	The following data is a trajectory of user 44164: At 2013-02-14 11:33:00, user 44164 visited POI id 739 which is a Café, at Istanbul, TR. Given the data, At 2013-02-14 12:23:00, Which POI id will user 44164 visit? Note that POI id is an integer in the range from 0 to 53810.	At 2013-02-14 12:23:00, user 44164 will visit POI id 5.
10125	2013_263048	The following data is a trajectory of user 10125: At 2013-01-18 14:50:00, user 10125 visited POI id 2367 which is a Neighborhood, at Istanbul, TR. At 2013-01-18 17:40:00, user 10125 visited POI id 398 which is a Soccer Stadium, at Istanbul, TR. Given the data, At 2013-01-18 20:58:00, Which POI id will user 10125 visit? Note that POI id is an integer in the range from 0 to 53810.	At 2013-01-18 20:58:00, user 10125 will visit POI id 2367.
37185	2018_755553	The following data is a trajectory of user 37185: At 2017-10-27 05:19:00, user 37185 visited POI id 36711 which is a Bridge, at Üsküdar, TR. Given the data, At 2017-10-27 18:46:00, Which POI id will user 37185 visit? Note that POI id is an integer in the range from 0 to 53810.	At 2017-10-27 18:46:00, user 37185 will visit POI id 46146.
111032	2013_2301412	The following data is a trajectory of user 111032: At 2012-05-15 10:03:00, user 111032 visited POI id 6112 which is a Café, at Bağcılar, TR. Given the data, At 2012-05-15 11:05:00, Which POI id will user 111032 visit? Note that POI id is an integer in the range from 0 to 53810.	At 2012-05-15 11:05:00, user 111032 will visit POI id 5297.
184208	2013_3625167	The following data is a trajectory of user 184208: At 2012-06-13 12:52:00, user 184208 visited POI id 255 which is a Fast Food Restaurant, at Üsküdar, TR. Given the data, At 2012-06-13 13:23:00, Which POI id will user 184208 visit? Note that POI id is an integer in the range from 0 to 53810.	At 2012-06-13 13:23:00, user 184208 will visit POI id 1665.
236589	2013_5550523	The following data is a trajectory of user 236589: At 2013-01-17 11:45:00, user 236589 visited POI id 496 which is a University, at Üsküdar, TR. Given the data, At 2013-01-17 13:40:00, Which POI id will user 236589 visit? Note that POI id is an integer in the range from 0 to 53810.	At 2013-01-17 13:40:00, user 236589 will visit POI id 30858.
221861	2013_5090484	The following data is a trajectory of user 221861: At 2012-12-10 06:26:00, user 221861 visited POI id 6785 which is a Train Station, at Istanbul, TR. At 2012-12-10 06:36:00, user 221861 visited POI id 12443 which is a Arts & Crafts Store, at Istanbul, TR. At 2012-12-10 07:17:00, user 221861 visited POI id 11529 which is a Shopping Mall, at Istanbul, TR. At 2012-12-10 08:03:00, user 221861 visited POI id 8087 which is a Road, at Istanbul, TR. At 2012-12-10 08:47:00, user 221861 visited POI id 1204 which is a Neighborhood, at Istanbul, TR. At 2012-12-10 09:06:00, user 221861 visited POI id 10059 which is a Coworking Space, at Istanbul, TR. At 2012-12-10 13:47:00, user 221861 visited POI id 6455 which is a Historic Site, at Istanbul, TR. At 2012-12-10 14:29:00, user 221861 visited POI id 13614 which is a Jewelry Store, at Istanbul, TR. At 2012-12-10 15:32:00, user 221861 visited POI id 19071 which is a Music Store, at Istanbul, TR. Given the data, At 2012-12-10 17:10:00, Which POI id will user 221861 visit? Note that POI id is an integer in the range from 0 to 53810.	At 2012-12-10 17:10:00, user 221861 will visit POI id 4009.
135170	2013_2684747	The following data is a trajectory of user 135170: At 2013-05-27 11:53:00, user 135170 visited POI id 36711 which is a Bridge, at Üsküdar, TR. Given the data, At 2013-05-27 12:28:00, Which POI id will user 135170 visit? Note that POI id is an integer in the range from 0 to 53810.	At 2013-05-27 12:28:00, user 135170 will visit POI id 18795.
212987	2013_4789163	The following data is a trajectory of user 212987: At 2013-08-19 12:19:00, user 212987 visited POI id 103 which is a Shopping Mall, at Üsküdar, TR. Given the data, At 2013-08-19 12:48:00, Which POI id will user 212987 visit? Note that POI id is an integer in the range from 0 to 53810.	At 2013-08-19 12:48:00, user 212987 will visit POI id 10130.
111714	2013_2312293	The following data is a trajectory of user 111714: At 2012-06-27 08:08:00, user 111714 visited POI id 2218 which is a College Academic Building, at Istanbul, TR. Given the data, At 2012-06-27 11:17:00, Which POI id will user 111714 visit? Note that POI id is an integer in the range from 0 to 53810.	At 2012-06-27 11:17:00, user 111714 will visit POI id 9893.
92687	2018_1671084	The following data is a trajectory of user 92687: At 2018-06-03 09:53:00, user 92687 visited POI id 46188 which is a Café, at Bağcılar, TR. At 2018-06-03 11:14:00, user 92687 visited POI id 11100 which is a Automotive Shop, at Bağcılar, TR. At 2018-06-03 12:52:00, user 92687 visited POI id 52389 which is a Café, at Istanbul, TR. At 2018-06-03 13:42:00, user 92687 visited POI id 51573 which is a Buffet, at Istanbul, TR. At 2018-06-03 14:51:00, user 92687 visited POI id 2601 which is a Historic Site, at Istanbul, TR. Given the data, At 2018-06-03 17:40:00, Which POI id will user 92687 visit? Note that POI id is an integer in the range from 0 to 53810.	At 2018-06-03 17:40:00, user 92687 will visit POI id 8595.
35962	2013_874046	The following data is a trajectory of user 35962: At 2013-07-03 17:51:00, user 35962 visited POI id 8080 which is a Resort, at Sancaktepe, TR. Given the data, At 2013-07-03 20:36:00, Which POI id will user 35962 visit? Note that POI id is an integer in the range from 0 to 53810.	At 2013-07-03 20:36:00, user 35962 will visit POI id 38011.
18369	2013_466711	The following data is a trajectory of user 18369: At 2013-01-17 15:50:00, user 18369 visited POI id 904 which is a Plaza, at Istanbul, TR. At 2013-01-17 17:25:00, user 18369 visited POI id 727 which is a Neighborhood, at Üsküdar, TR. At 2013-01-17 19:25:00, user 18369 visited POI id 107 which is a Bridge, at Üsküdar, TR. Given the data, At 2013-01-17 20:03:00, Which POI id will user 18369 visit? Note that POI id is an integer in the range from 0 to 53810.	At 2013-01-17 20:03:00, user 18369 will visit POI id 2981.
1032	2018_20260	The following data is a trajectory of user 1032: At 2017-11-08 08:45:00, user 1032 visited POI id 2454 which is a Shopping Mall, at Beylikdüzü, TR. Given the data, At 2017-11-08 15:50:00, Which POI id will user 1032 visit? Note that POI id is an integer in the range from 0 to 53810.	At 2017-11-08 15:50:00, user 1032 will visit POI id 19080.
117843	2013_2411895	The following data is a trajectory of user 117843: At 2012-07-03 16:03:00, user 117843 visited POI id 21334 which is a Travel Lounge, at Istanbul, TR. At 2012-07-03 16:23:00, user 117843 visited POI id 904 which is a Plaza, at Istanbul, TR. Given the data, At 2012-07-03 17:04:00, Which POI id will user 117843 visit? Note that POI id is an integer in the range from 0 to 53810.	At 2012-07-03 17:04:00, user 117843 will visit POI id 21548.
194000	2013_4060422	The following data is a trajectory of user 194000: At 2012-04-16 18:13:00, user 194000 visited POI id 1501 which is a Beer Garden, at Üsküdar, TR. Given the data, At 2012-04-16 19:09:00, Which POI id will user 194000 visit? Note that POI id is an integer in the range from 0 to 53810.	At 2012-04-16 19:09:00, user 194000 will visit POI id 90.
63365	2013_1442541	The following data is a trajectory of user 63365: At 2013-04-16 09:02:00, user 63365 visited POI id 24543 which is a Coworking Space, at Bağcılar, TR. Given the data, At 2013-04-16 16:46:00, Which POI id will user 63365 visit? Note that POI id is an integer in the range from 0 to 53810.	At 2013-04-16 16:46:00, user 63365 will visit POI id 32553.
55291	2018_1104128	The following data is a trajectory of user 55291: At 2018-04-18 21:58:00, user 55291 visited POI id 42928 which is a Café, at Istanbul, TR. Given the data, At 2018-04-18 23:13:00, Which POI id will user 55291 visit? Note that POI id is an integer in the range from 0 to 53810.	At 2018-04-18 23:13:00, user 55291 will visit POI id 47232.
247800	2013_5872922	The following data is a trajectory of user 247800: At 2013-02-01 11:12:00, user 247800 visited POI id 164 which is a University, at Istanbul, TR. Given the data, At 2013-02-01 13:47:00, Which POI id will user 247800 visit? Note that POI id is an integer in the range from 0 to 53810.	At 2013-02-01 13:47:00, user 247800 will visit POI id 15870.
197745	2013_4213311	The following data is a trajectory of user 197745: At 2012-12-22 10:54:00, user 197745 visited POI id 8478 which is a Shopping Mall, at Bağcılar, TR. At 2012-12-22 11:23:00, user 197745 visited POI id 14785 which is a Arcade, at Bağcılar, TR. Given the data, At 2012-12-22 15:58:00, Which POI id will user 197745 visit? Note that POI id is an integer in the range from 0 to 53810.	At 2012-12-22 15:58:00, user 197745 will visit POI id 2538.
3376	2018_73030	The following data is a trajectory of user 3376: At 2018-08-19 15:23:00, user 3376 visited POI id 46499 which is a Hotel Bar, at Üsküdar, TR. Given the data, At 2018-08-19 18:50:00, Which POI id will user 3376 visit? Note that POI id is an integer in the range from 0 to 53810.	At 2018-08-19 18:50:00, user 3376 will visit POI id 2189.
24761	2013_617873	The following data is a trajectory of user 24761: At 2012-10-28 11:24:00, user 24761 visited POI id 1580 which is a Neighborhood, at Istanbul, TR. Given the data, At 2012-10-28 16:05:00, Which POI id will user 24761 visit? Note that POI id is an integer in the range from 0 to 53810.	At 2012-10-28 16:05:00, user 24761 will visit POI id 18489.
171814	2018_2648577	The following data is a trajectory of user 171814: At 2018-09-25 11:04:00, user 171814 visited POI id 46727 which is a Assisted Living, at Istanbul, TR. Given the data, At 2018-09-25 12:28:00, Which POI id will user 171814 visit? Note that POI id is an integer in the range from 0 to 53810.	At 2018-09-25 12:28:00, user 171814 will visit POI id 696.
233511	2013_5458570	The following data is a trajectory of user 233511: At 2012-12-07 13:06:00, user 233511 visited POI id 0 which is a Airport, at Bağcılar, TR. Given the data, At 2012-12-07 14:34:00, Which POI id will user 233511 visit? Note that POI id is an integer in the range from 0 to 53810.	At 2012-12-07 14:34:00, user 233511 will visit POI id 568.
30677	2013_753592	The following data is a trajectory of user 30677: At 2013-01-11 21:29:00, user 30677 visited POI id 1760 which is a Café, at Üsküdar, TR. Given the data, At 2013-01-11 22:26:00, Which POI id will user 30677 visit? Note that POI id is an integer in the range from 0 to 53810.	At 2013-01-11 22:26:00, user 30677 will visit POI id 1957.
184790	2013_3651800	The following data is a trajectory of user 184790: At 2013-01-04 12:07:00, user 184790 visited POI id 2005 which is a Other Great Outdoors, at Istanbul, TR. At 2013-01-04 12:13:00, user 184790 visited POI id 6503 which is a History Museum, at Istanbul, TR. At 2013-01-04 12:54:00, user 184790 visited POI id 339 which is a Shopping Mall, at Istanbul, TR. At 2013-01-04 13:12:00, user 184790 visited POI id 779 which is a Light Rail Station, at Istanbul, TR. Given the data, At 2013-01-04 14:08:00, Which POI id will user 184790 visit? Note that POI id is an integer in the range from 0 to 53810.	At 2013-01-04 14:08:00, user 184790 will visit POI id 12901.
16338	2013_416614	The following data is a trajectory of user 16338: At 2013-05-01 13:30:00, user 16338 visited POI id 8432 which is a Beach, at Üsküdar, TR. Given the data, At 2013-05-01 14:49:00, Which POI id will user 16338 visit? Note that POI id is an integer in the range from 0 to 53810.	At 2013-05-01 14:49:00, user 16338 will visit POI id 839.
219531	2013_5014348	The following data is a trajectory of user 219531: At 2013-03-24 06:37:00, user 219531 visited POI id 11694 which is a High School, at Istanbul, TR. Given the data, At 2013-03-24 12:21:00, Which POI id will user 219531 visit? Note that POI id is an integer in the range from 0 to 53810.	At 2013-03-24 12:21:00, user 219531 will visit POI id 16150.
31623	2013_775547	The following data is a trajectory of user 31623: At 2012-12-27 12:42:00, user 31623 visited POI id 5169 which is a Bar, at Üsküdar, TR. At 2012-12-27 13:02:00, user 31623 visited POI id 2041 which is a Antique Shop, at Üsküdar, TR. At 2012-12-27 18:55:00, user 31623 visited POI id 23296 which is a Coffee Shop, at Üsküdar, TR. At 2012-12-27 21:55:00, user 31623 visited POI id 5169 which is a Bar, at Üsküdar, TR. Given the data, At 2012-12-28 00:06:00, Which POI id will user 31623 visit? Note that POI id is an integer in the range from 0 to 53810.	At 2012-12-28 00:06:00, user 31623 will visit POI id 891.
18448	2018_376587	The following data is a trajectory of user 18448: At 2017-11-19 20:39:00, user 18448 visited POI id 0 which is a Airport, at Bağcılar, TR. Given the data, At 2017-11-19 21:31:00, Which POI id will user 18448 visit? Note that POI id is an integer in the range from 0 to 53810.	At 2017-11-19 21:31:00, user 18448 will visit POI id 25377.
239032	2013_5622966	The following data is a trajectory of user 239032: At 2013-05-26 16:45:00, user 239032 visited POI id 29398 which is a Shopping Mall, at Sancaktepe, TR. Given the data, At 2013-05-26 19:42:00, Which POI id will user 239032 visit? Note that POI id is an integer in the range from 0 to 53810.	At 2013-05-26 19:42:00, user 239032 will visit POI id 37752.
206987	2013_4571434	The following data is a trajectory of user 206987: At 2013-01-05 14:05:00, user 206987 visited POI id 4777 which is a Other Great Outdoors, at Üsküdar, TR. Given the data, At 2013-01-05 15:17:00, Which POI id will user 206987 visit? Note that POI id is an integer in the range from 0 to 53810.	At 2013-01-05 15:17:00, user 206987 will visit POI id 53.
127078	2013_2558926	The following data is a trajectory of user 127078: At 2012-06-16 19:34:00, user 127078 visited POI id 107 which is a Bridge, at Üsküdar, TR. Given the data, At 2012-06-16 20:16:00, Which POI id will user 127078 visit? Note that POI id is an integer in the range from 0 to 53810.	At 2012-06-16 20:16:00, user 127078 will visit POI id 1328.
16602	2018_341937	The following data is a trajectory of user 16602: At 2017-10-07 15:26:00, user 16602 visited POI id 4288 which is a Shopping Mall, at Üsküdar, TR. At 2017-10-07 19:33:00, user 16602 visited POI id 47 which is a Coffee Shop, at Üsküdar, TR. Given the data, At 2017-10-07 22:35:00, Which POI id will user 16602 visit? Note that POI id is an integer in the range from 0 to 53810.	At 2017-10-07 22:35:00, user 16602 will visit POI id 46862.
140386	2018_2316419	The following data is a trajectory of user 140386: At 2018-01-12 14:51:00, user 140386 visited POI id 4288 which is a Shopping Mall, at Üsküdar, TR. Given the data, At 2018-01-12 16:31:00, Which POI id will user 140386 visit? Note that POI id is an integer in the range from 0 to 53810.	At 2018-01-12 16:31:00, user 140386 will visit POI id 52843.
38430	2018_780075	The following data is a trajectory of user 38430: At 2018-04-21 11:22:00, user 38430 visited POI id 3867 which is a Hospital, at Üsküdar, TR. Given the data, At 2018-04-21 19:00:00, Which POI id will user 38430 visit? Note that POI id is an integer in the range from 0 to 53810.	At 2018-04-21 19:00:00, user 38430 will visit POI id 53003.
127425	2018_2138720	The following data is a trajectory of user 127425: At 2017-10-10 14:13:00, user 127425 visited POI id 741 which is a Hotel, at Istanbul, TR. Given the data, At 2017-10-10 16:35:00, Which POI id will user 127425 visit? Note that POI id is an integer in the range from 0 to 53810.	At 2017-10-10 16:35:00, user 127425 will visit POI id 551.
118287	2018_2009474	The following data is a trajectory of user 118287: At 2017-11-29 15:49:00, user 118287 visited POI id 36711 which is a Bridge, at Üsküdar, TR. At 2017-11-29 16:29:00, user 118287 visited POI id 44619 which is a Restaurant, at Üsküdar, TR. At 2017-11-29 17:08:00, user 118287 visited POI id 112 which is a Soccer Stadium, at Üsküdar, TR. Given the data, At 2017-11-29 20:05:00, Which POI id will user 118287 visit? Note that POI id is an integer in the range from 0 to 53810.	At 2017-11-29 20:05:00, user 118287 will visit POI id 36711.
52247	2013_1216755	The following data is a trajectory of user 52247: At 2012-04-08 15:26:00, user 52247 visited POI id 3032 which is a Neighborhood, at Üsküdar, TR. Given the data, At 2012-04-08 17:03:00, Which POI id will user 52247 visit? Note that POI id is an integer in the range from 0 to 53810.	At 2012-04-08 17:03:00, user 52247 will visit POI id 3242.
155758	2013_2987729	The following data is a trajectory of user 155758: At 2013-04-25 16:24:00, user 155758 visited POI id 27838 which is a Sculpture Garden, at Üsküdar, TR. Given the data, At 2013-04-25 18:40:00, Which POI id will user 155758 visit? Note that POI id is an integer in the range from 0 to 53810.	At 2013-04-25 18:40:00, user 155758 will visit POI id 112.
35708	2013_867903	The following data is a trajectory of user 35708: At 2012-04-28 10:21:00, user 35708 visited POI id 2310 which is a University, at Bağcılar, TR. At 2012-04-28 11:26:00, user 35708 visited POI id 6112 which is a Café, at Bağcılar, TR. Given the data, At 2012-04-28 15:12:00, Which POI id will user 35708 visit? Note that POI id is an integer in the range from 0 to 53810.	At 2012-04-28 15:12:00, user 35708 will visit POI id 633.
27849	2013_689574	The following data is a trajectory of user 27849: At 2013-01-13 11:05:00, user 27849 visited POI id 107 which is a Bridge, at Üsküdar, TR. Given the data, At 2013-01-13 14:54:00, Which POI id will user 27849 visit? Note that POI id is an integer in the range from 0 to 53810.	At 2013-01-13 14:54:00, user 27849 will visit POI id 107.
167843	2013_3157068	The following data is a trajectory of user 167843: At 2012-12-28 11:11:00, user 167843 visited POI id 8952 which is a Other Great Outdoors, at Istanbul, TR. At 2012-12-28 12:42:00, user 167843 visited POI id 135 which is a Historic Site, at Istanbul, TR. Given the data, At 2012-12-28 16:04:00, Which POI id will user 167843 visit? Note that POI id is an integer in the range from 0 to 53810.	At 2012-12-28 16:04:00, user 167843 will visit POI id 4251.
108808	2013_2263939	The following data is a trajectory of user 108808: At 2012-06-01 16:42:00, user 108808 visited POI id 9009 which is a Hookah Bar, at Istanbul, TR. Given the data, At 2012-06-01 18:58:00, Which POI id will user 108808 visit? Note that POI id is an integer in the range from 0 to 53810.	At 2012-06-01 18:58:00, user 108808 will visit POI id 431.
209996	2013_4681161	The following data is a trajectory of user 209996: At 2012-05-22 14:32:00, user 209996 visited POI id 4943 which is a Light Rail Station, at Istanbul, TR. At 2012-05-22 14:55:00, user 209996 visited POI id 10439 which is a Home (private), at Istanbul, TR. Given the data, At 2012-05-24 08:25:00, Which POI id will user 209996 visit? Note that POI id is an integer in the range from 0 to 53810.	At 2012-05-24 08:25:00, user 209996 will visit POI id 10439.
26134	2013_649416	The following data is a trajectory of user 26134: At 2012-10-23 07:46:00, user 26134 visited POI id 9926 which is a University, at Üsküdar, TR. Given the data, At 2012-10-23 13:21:00, Which POI id will user 26134 visit? Note that POI id is an integer in the range from 0 to 53810.	At 2012-10-23 13:21:00, user 26134 will visit POI id 1241.
187588	2013_3778261	The following data is a trajectory of user 187588: At 2012-10-27 12:58:00, user 187588 visited POI id 2102 which is a Train Station, at Üsküdar, TR. At 2012-10-27 13:24:00, user 187588 visited POI id 15027 which is a Café, at Üsküdar, TR. At 2012-10-27 15:45:00, user 187588 visited POI id 12785 which is a Monument / Landmark, at Üsküdar, TR. Given the data, At 2012-10-27 18:06:00, Which POI id will user 187588 visit? Note that POI id is an integer in the range from 0 to 53810.	At 2012-10-27 18:06:00, user 187588 will visit POI id 1328.
2189	2018_47453	The following data is a trajectory of user 2189: At 2018-03-06 14:26:00, user 2189 visited POI id 51345 which is a Kebab Restaurant, at Bağcılar, TR. Given the data, At 2018-03-06 20:21:00, Which POI id will user 2189 visit? Note that POI id is an integer in the range from 0 to 53810.	At 2018-03-06 20:21:00, user 2189 will visit POI id 219.
244600	2013_5782841	The following data is a trajectory of user 244600: At 2013-03-31 08:29:00, user 244600 visited POI id 25647 which is a Park, at Istanbul, TR. At 2013-03-31 09:03:00, user 244600 visited POI id 2367 which is a Neighborhood, at Istanbul, TR. Given the data, At 2013-03-31 10:13:00, Which POI id will user 244600 visit? Note that POI id is an integer in the range from 0 to 53810.	At 2013-03-31 10:13:00, user 244600 will visit POI id 398.
212826	2013_4783066	The following data is a trajectory of user 212826: At 2012-04-13 05:45:00, user 212826 visited POI id 455 which is a Park, at Üsküdar, TR. Given the data, At 2012-04-13 06:06:00, Which POI id will user 212826 visit? Note that POI id is an integer in the range from 0 to 53810.	At 2012-04-13 06:06:00, user 212826 will visit POI id 9915.
11594	2013_299231	The following data is a trajectory of user 11594: At 2013-01-13 17:33:00, user 11594 visited POI id 662 which is a Plaza, at Istanbul, TR. Given the data, At 2013-01-13 18:15:00, Which POI id will user 11594 visit? Note that POI id is an integer in the range from 0 to 53810.	At 2013-01-13 18:15:00, user 11594 will visit POI id 4507.
144314	2018_2355616	The following data is a trajectory of user 144314: At 2017-11-08 16:26:00, user 144314 visited POI id 103 which is a Shopping Mall, at Üsküdar, TR. Given the data, At 2017-11-08 17:57:00, Which POI id will user 144314 visit? Note that POI id is an integer in the range from 0 to 53810.	At 2017-11-08 17:57:00, user 144314 will visit POI id 1649.
34716	2013_846407	The following data is a trajectory of user 34716: At 2012-05-13 12:31:00, user 34716 visited POI id 16514 which is a Café, at Bağcılar, TR. Given the data, At 2012-05-13 14:21:00, Which POI id will user 34716 visit? Note that POI id is an integer in the range from 0 to 53810.	At 2012-05-13 14:21:00, user 34716 will visit POI id 1422.
240236	2013_5657965	The following data is a trajectory of user 240236: At 2012-06-03 05:20:00, user 240236 visited POI id 0 which is a Airport, at Bağcılar, TR. At 2012-06-03 05:46:00, user 240236 visited POI id 2920 which is a Coffee Shop, at Bağcılar, TR. Given the data, At 2012-06-03 06:18:00, Which POI id will user 240236 visit? Note that POI id is an integer in the range from 0 to 53810.	At 2012-06-03 06:18:00, user 240236 will visit POI id 2278.
186452	2013_3727002	The following data is a trajectory of user 186452: At 2013-05-01 14:38:00, user 186452 visited POI id 415 which is a Restaurant, at Üsküdar, TR. At 2013-05-01 14:56:00, user 186452 visited POI id 3242 which is a Neighborhood, at Üsküdar, TR. At 2013-05-01 16:59:00, user 186452 visited POI id 619 which is a Café, at Üsküdar, TR. Given the data, At 2013-05-01 18:32:00, Which POI id will user 186452 visit? Note that POI id is an integer in the range from 0 to 53810.	At 2013-05-01 18:32:00, user 186452 will visit POI id 1339.
80495	2013_1767067	The following data is a trajectory of user 80495: At 2012-06-12 18:35:00, user 80495 visited POI id 7675 which is a Neighborhood, at Üsküdar, TR. Given the data, At 2012-06-12 18:46:00, Which POI id will user 80495 visit? Note that POI id is an integer in the range from 0 to 53810.	At 2012-06-12 18:46:00, user 80495 will visit POI id 19088.
78479	2013_1729822	The following data is a trajectory of user 78479: At 2013-02-18 13:23:00, user 78479 visited POI id 7036 which is a Bus Line, at Üsküdar, TR. Given the data, At 2013-02-18 16:25:00, Which POI id will user 78479 visit? Note that POI id is an integer in the range from 0 to 53810.	At 2013-02-18 16:25:00, user 78479 will visit POI id 22803.
238208	2013_5599002	The following data is a trajectory of user 238208: At 2013-06-05 07:46:00, user 238208 visited POI id 19254 which is a Café, at Üsküdar, TR. At 2013-06-05 08:57:00, user 238208 visited POI id 17078 which is a Pier, at Üsküdar, TR. Given the data, At 2013-06-05 11:36:00, Which POI id will user 238208 visit? Note that POI id is an integer in the range from 0 to 53810.	At 2013-06-05 11:36:00, user 238208 will visit POI id 2747.
236254	2013_5540252	The following data is a trajectory of user 236254: At 2012-12-27 10:15:00, user 236254 visited POI id 24343 which is a Restaurant, at Bağcılar, TR. At 2012-12-27 12:10:00, user 236254 visited POI id 31870 which is a Building, at Bağcılar, TR. At 2012-12-27 15:28:00, user 236254 visited POI id 8863 which is a Auditorium, at Bağcılar, TR. Given the data, At 2012-12-27 15:59:00, Which POI id will user 236254 visit? Note that POI id is an integer in the range from 0 to 53810.	At 2012-12-27 15:59:00, user 236254 will visit POI id 29512.
193131	2013_4023224	The following data is a trajectory of user 193131: At 2013-07-14 12:37:00, user 193131 visited POI id 3438 which is a Other Great Outdoors, at Üsküdar, TR. At 2013-07-14 16:08:00, user 193131 visited POI id 40113 which is a Home (private), at Istanbul, TR. Given the data, At 2013-07-14 18:56:00, Which POI id will user 193131 visit? Note that POI id is an integer in the range from 0 to 53810.	At 2013-07-14 18:56:00, user 193131 will visit POI id 2693.
211821	2013_4746417	The following data is a trajectory of user 211821: At 2012-04-16 10:36:00, user 211821 visited POI id 8595 which is a Neighborhood, at Istanbul, TR. At 2012-04-16 10:56:00, user 211821 visited POI id 2005 which is a Other Great Outdoors, at Istanbul, TR. At 2012-04-16 11:39:00, user 211821 visited POI id 339 which is a Shopping Mall, at Istanbul, TR. Given the data, At 2012-04-16 12:29:00, Which POI id will user 211821 visit? Note that POI id is an integer in the range from 0 to 53810.	At 2012-04-16 12:29:00, user 211821 will visit POI id 7801.
95704	2018_1707109	The following data is a trajectory of user 95704: At 2017-11-10 19:33:00, user 95704 visited POI id 28701 which is a Shopping Mall, at Bağcılar, TR. At 2017-11-10 19:58:00, user 95704 visited POI id 33375 which is a Restaurant, at Bağcılar, TR. Given the data, At 2017-11-10 20:42:00, Which POI id will user 95704 visit? Note that POI id is an integer in the range from 0 to 53810.	At 2017-11-10 20:42:00, user 95704 will visit POI id 44339.
174613	2018_2671276	The following data is a trajectory of user 174613: At 2017-10-18 18:02:00, user 174613 visited POI id 2325 which is a Neighborhood, at Pendik, TR. Given the data, At 2017-10-18 18:06:00, Which POI id will user 174613 visit? Note that POI id is an integer in the range from 0 to 53810.	At 2017-10-18 18:06:00, user 174613 will visit POI id 4431.
198045	2013_4225309	The following data is a trajectory of user 198045: At 2013-03-29 17:47:00, user 198045 visited POI id 16307 which is a Bar, at Üsküdar, TR. Given the data, At 2013-03-29 21:07:00, Which POI id will user 198045 visit? Note that POI id is an integer in the range from 0 to 53810.	At 2013-03-29 21:07:00, user 198045 will visit POI id 28856.
37157	2018_755051	The following data is a trajectory of user 37157: At 2017-12-18 16:09:00, user 37157 visited POI id 1603 which is a Park, at Üsküdar, TR. Given the data, At 2017-12-18 16:29:00, Which POI id will user 37157 visit? Note that POI id is an integer in the range from 0 to 53810.	At 2017-12-18 16:29:00, user 37157 will visit POI id 112.
88775	2013_1917126	The following data is a trajectory of user 88775: At 2013-05-22 18:21:00, user 88775 visited POI id 2310 which is a University, at Bağcılar, TR. Given the data, At 2013-05-22 18:22:00, Which POI id will user 88775 visit? Note that POI id is an integer in the range from 0 to 53810.	At 2013-05-22 18:22:00, user 88775 will visit POI id 41223.
225449	2013_5207842	The following data is a trajectory of user 225449: At 2012-10-19 17:19:00, user 225449 visited POI id 783 which is a Tea Room, at Üsküdar, TR. Given the data, At 2012-10-19 18:58:00, Which POI id will user 225449 visit? Note that POI id is an integer in the range from 0 to 53810.	At 2012-10-19 18:58:00, user 225449 will visit POI id 26455.
124317	2013_2515571	The following data is a trajectory of user 124317: At 2013-02-02 13:17:00, user 124317 visited POI id 58 which is a Restaurant, at Üsküdar, TR. At 2013-02-02 15:20:00, user 124317 visited POI id 23397 which is a Restaurant, at Üsküdar, TR. At 2013-02-02 18:32:00, user 124317 visited POI id 11933 which is a Other Great Outdoors, at Üsküdar, TR. At 2013-02-02 21:34:00, user 124317 visited POI id 2201 which is a Seafood Restaurant, at Üsküdar, TR. Given the data, At 2013-02-02 22:19:00, Which POI id will user 124317 visit? Note that POI id is an integer in the range from 0 to 53810.	At 2013-02-02 22:19:00, user 124317 will visit POI id 68.

End of preview. Expand in Data Studio

Massive-STEPS-Istanbul

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

.
├── istanbul_checkins_test.csv # test set check-ins
├── istanbul_checkins_train.csv # train set check-ins
├── istanbul_checkins_validation.csv # validation set check-ins
├── istanbul_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 istanbul_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_1181,27,107,,,,,Bridge,4bf58dd8d48988d1df941735,244,Üsküdar,41.02274,29.01366,TR,2012-06-27 08:26:00
2013_1181,27,1426,41.01087698106952,29.011255282139345,Harem Otogarı,Selimiye Mah. Üsküdar Sahil Yolu,Bus Station,4bf58dd8d48988d1fe931735,299,Üsküdar,41.02274,29.01366,TR,2012-06-27 09:14:00
2013_1184,27,1035,,,,,Other Great Outdoors,4bf58dd8d48988d162941735,134,Üsküdar,41.02274,29.01366,TR,2012-07-12 07:42:00
2013_1184,27,373,40.97029183099058,29.038406629399756,Happy Moon's,Fener Kalamış Cad. No: 89 Fenerbahçe,Restaurant,4bf58dd8d48988d1c4941735,220,Üsküdar,41.02274,29.01366,TR,2012-07-12 08:17:00
2013_1185,27,9638,41.01004730321747,28.947255387140167,Yusufpaşa,,Outdoors & Recreation,4d4b7105d754a06377d81259,314,Istanbul,41.01384,28.94966,TR,2012-07-30 11:47:00

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
Istanbul 🇹🇷	23,700	216,411	53,812	544,471	151,487	21,641	43,283

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

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Massive Semantic Trajectories for Understanding POI Check-ins (Wongso et al., 2025). https://github.com/cruiseresearchgroup/Massive-STEPS • 13 items • Updated 19 days ago