Datasets:

CRUISEResearchGroup
/

Massive-STEPS-Sao-Paulo

user_id stringlengths 2 6	trail_id stringlengths 9 12	inputs stringlengths 268 7.32k	targets stringlengths 53 60
25921	2013_645193	The following data is a trajectory of user 25921: At 2013-05-15 10:34:00, user 25921 visited POI id 9936 which is a Road, at São Paulo, BR. Given the data, At 2013-05-15 10:40:00, Which POI id will user 25921 visit? Note that POI id is an integer in the range from 0 to 38376.	At 2013-05-15 10:40:00, user 25921 will visit POI id 11862.
203238	2013_4431092	The following data is a trajectory of user 203238: At 2012-05-22 11:23:00, user 203238 visited POI id 20421 which is a Home (private), at São Paulo, BR. At 2012-05-22 12:52:00, user 203238 visited POI id 28344 which is a Office, at São Paulo, BR. Given the data, At 2012-05-22 16:02:00, Which POI id will user 203238 visit? Note that POI id is an integer in the range from 0 to 38376.	At 2012-05-22 16:02:00, user 203238 will visit POI id 20589.
195420	2013_4118098	The following data is a trajectory of user 195420: At 2012-07-04 10:22:00, user 195420 visited POI id 20723 which is a Parking, at São Paulo, BR. At 2012-07-04 10:24:00, user 195420 visited POI id 11529 which is a Gym, at São Paulo, BR. At 2012-07-04 11:30:00, user 195420 visited POI id 8381 which is a Metro Station, at São Paulo, BR. At 2012-07-04 11:54:00, user 195420 visited POI id 17600 which is a Office, at São Paulo, BR. Given the data, At 2012-07-04 15:03:00, Which POI id will user 195420 visit? Note that POI id is an integer in the range from 0 to 38376.	At 2012-07-04 15:03:00, user 195420 will visit POI id 1787.
92	2013_2893	The following data is a trajectory of user 92: At 2012-04-10 11:23:00, user 92 visited POI id 6317 which is a Office, at São Paulo, BR. At 2012-04-10 15:47:00, user 92 visited POI id 4933 which is a Shopping Mall, at São Paulo, BR. At 2012-04-10 16:29:00, user 92 visited POI id 6317 which is a Office, at São Paulo, BR. At 2012-04-10 22:33:00, user 92 visited POI id 5356 which is a Metro Station, at São Paulo, BR. Given the data, At 2012-04-10 22:51:00, Which POI id will user 92 visit? Note that POI id is an integer in the range from 0 to 38376.	At 2012-04-10 22:51:00, user 92 will visit POI id 12380.
139015	2013_2743544	The following data is a trajectory of user 139015: At 2013-09-09 14:19:00, user 139015 visited POI id 13205 which is a Building, at São Paulo, BR. Given the data, At 2013-09-09 14:28:00, Which POI id will user 139015 visit? Note that POI id is an integer in the range from 0 to 38376.	At 2013-09-09 14:28:00, user 139015 will visit POI id 17810.
109194	2013_2270127	The following data is a trajectory of user 109194: At 2012-12-10 20:57:00, user 109194 visited POI id 12613 which is a University, at São Paulo, BR. Given the data, At 2012-12-11 00:55:00, Which POI id will user 109194 visit? Note that POI id is an integer in the range from 0 to 38376.	At 2012-12-11 00:55:00, user 109194 will visit POI id 30080.
14190	2013_364229	The following data is a trajectory of user 14190: At 2012-04-04 18:05:00, user 14190 visited POI id 8381 which is a Metro Station, at São Paulo, BR. At 2012-04-04 18:27:00, user 14190 visited POI id 5245 which is a Metro Station, at São Paulo, BR. At 2012-04-04 18:44:00, user 14190 visited POI id 18477 which is a Office, at São Paulo, BR. Given the data, At 2012-04-05 00:17:00, Which POI id will user 14190 visit? Note that POI id is an integer in the range from 0 to 38376.	At 2012-04-05 00:17:00, user 14190 will visit POI id 8381.
47070	2013_1112112	The following data is a trajectory of user 47070: At 2012-07-04 08:16:00, user 47070 visited POI id 10225 which is a Bar, at São Paulo, BR. Given the data, At 2012-07-04 16:11:00, Which POI id will user 47070 visit? Note that POI id is an integer in the range from 0 to 38376.	At 2012-07-04 16:11:00, user 47070 will visit POI id 478.
59548	2013_1367502	The following data is a trajectory of user 59548: At 2013-04-06 21:31:00, user 59548 visited POI id 294 which is a Shopping Mall, at São Paulo, BR. At 2013-04-07 00:41:00, user 59548 visited POI id 34537 which is a BBQ Joint, at São Paulo, BR. Given the data, At 2013-04-07 00:42:00, Which POI id will user 59548 visit? Note that POI id is an integer in the range from 0 to 38376.	At 2013-04-07 00:42:00, user 59548 will visit POI id 34512.
14729	2013_376394	The following data is a trajectory of user 14729: At 2013-06-07 11:10:00, user 14729 visited POI id 2841 which is a Bakery, at São Paulo, BR. Given the data, At 2013-06-07 13:30:00, Which POI id will user 14729 visit? Note that POI id is an integer in the range from 0 to 38376.	At 2013-06-07 13:30:00, user 14729 will visit POI id 9241.
196673	2013_4169778	The following data is a trajectory of user 196673: At 2012-11-25 02:41:00, user 196673 visited POI id 9912 which is a City, at São Paulo, BR. Given the data, At 2012-11-25 03:28:00, Which POI id will user 196673 visit? Note that POI id is an integer in the range from 0 to 38376.	At 2012-11-25 03:28:00, user 196673 will visit POI id 7006.
204976	2013_4497888	The following data is a trajectory of user 204976: At 2012-05-28 14:15:00, user 204976 visited POI id 5127 which is a Road, at São Paulo, BR. At 2012-05-28 14:19:00, user 204976 visited POI id 10778 which is a Road, at São Paulo, BR. At 2012-05-28 14:28:00, user 204976 visited POI id 8076 which is a Parking, at São Paulo, BR. At 2012-05-28 14:36:00, user 204976 visited POI id 51 which is a Metro Station, at São Paulo, BR. At 2012-05-28 14:54:00, user 204976 visited POI id 14814 which is a Metro Station, at São Paulo, BR. At 2012-05-28 15:11:00, user 204976 visited POI id 2103 which is a Train Station, at São Paulo, BR. At 2012-05-28 17:27:00, user 204976 visited POI id 4020 which is a Bar, at São Paulo, BR. At 2012-05-28 17:39:00, user 204976 visited POI id 3705 which is a Dessert Shop, at São Paulo, BR. At 2012-05-28 22:33:00, user 204976 visited POI id 8938 which is a Café, at São Paulo, BR. At 2012-05-29 00:12:00, user 204976 visited POI id 20244 which is a Road, at São Paulo, BR. At 2012-05-29 00:31:00, user 204976 visited POI id 2806 which is a Train Station, at São Paulo, BR. At 2012-05-29 00:51:00, user 204976 visited POI id 51 which is a Metro Station, at São Paulo, BR. At 2012-05-29 01:01:00, user 204976 visited POI id 1169 which is a Metro Station, at São Paulo, BR. Given the data, At 2012-05-29 01:05:00, Which POI id will user 204976 visit? Note that POI id is an integer in the range from 0 to 38376.	At 2012-05-29 01:05:00, user 204976 will visit POI id 5127.
201664	2013_4369176	The following data is a trajectory of user 201664: At 2013-05-14 11:01:00, user 201664 visited POI id 3884 which is a Grocery Store, at São Paulo, BR. At 2013-05-14 12:13:00, user 201664 visited POI id 6636 which is a Office, at São Paulo, BR. Given the data, At 2013-05-14 15:43:00, Which POI id will user 201664 visit? Note that POI id is an integer in the range from 0 to 38376.	At 2013-05-14 15:43:00, user 201664 will visit POI id 850.
203566	2013_4443919	The following data is a trajectory of user 203566: At 2012-04-18 20:54:00, user 203566 visited POI id 18324 which is a Professional & Other Places, at São Paulo, BR. Given the data, At 2012-04-18 22:22:00, Which POI id will user 203566 visit? Note that POI id is an integer in the range from 0 to 38376.	At 2012-04-18 22:22:00, user 203566 will visit POI id 14635.
179476	2013_3394384	The following data is a trajectory of user 179476: At 2013-03-20 11:55:00, user 179476 visited POI id 19263 which is a Bridge, at São Paulo, BR. At 2013-03-20 18:08:00, user 179476 visited POI id 34010 which is a Taxi, at São Paulo, BR. At 2013-03-20 18:10:00, user 179476 visited POI id 7870 which is a Bank, at São Paulo, BR. At 2013-03-20 19:31:00, user 179476 visited POI id 4350 which is a Bank, at São Paulo, BR. Given the data, At 2013-03-20 19:49:00, Which POI id will user 179476 visit? Note that POI id is an integer in the range from 0 to 38376.	At 2013-03-20 19:49:00, user 179476 will visit POI id 34441.
102539	2013_2158419	The following data is a trajectory of user 102539: At 2012-07-04 13:15:00, user 102539 visited POI id 1423 which is a Building, at São Paulo, BR. Given the data, At 2012-07-04 13:34:00, Which POI id will user 102539 visit? Note that POI id is an integer in the range from 0 to 38376.	At 2012-07-04 13:34:00, user 102539 will visit POI id 14626.
36388	2013_882947	The following data is a trajectory of user 36388: At 2012-05-04 12:53:00, user 36388 visited POI id 4028 which is a Café, at São Paulo, BR. Given the data, At 2012-05-04 14:03:00, Which POI id will user 36388 visit? Note that POI id is an integer in the range from 0 to 38376.	At 2012-05-04 14:03:00, user 36388 will visit POI id 12912.
39790	2013_958903	The following data is a trajectory of user 39790: At 2012-07-15 17:21:00, user 39790 visited POI id 3241 which is a BBQ Joint, at São Paulo, BR. At 2012-07-15 21:02:00, user 39790 visited POI id 27412 which is a Video Game Store, at São Paulo, BR. Given the data, At 2012-07-16 00:57:00, Which POI id will user 39790 visit? Note that POI id is an integer in the range from 0 to 38376.	At 2012-07-16 00:57:00, user 39790 will visit POI id 23445.
179982	2013_3419017	The following data is a trajectory of user 179982: At 2012-05-14 21:28:00, user 179982 visited POI id 8535 which is a Neighborhood, at São Paulo, BR. At 2012-05-14 21:47:00, user 179982 visited POI id 20229 which is a Plaza, at São Paulo, BR. At 2012-05-14 23:36:00, user 179982 visited POI id 19606 which is a Home (private), at São Paulo, BR. At 2012-05-14 23:53:00, user 179982 visited POI id 7076 which is a Bakery, at São Paulo, BR. Given the data, At 2012-05-15 00:22:00, Which POI id will user 179982 visit? Note that POI id is an integer in the range from 0 to 38376.	At 2012-05-15 00:22:00, user 179982 will visit POI id 19606.
218282	2013_4972202	The following data is a trajectory of user 218282: At 2012-11-12 22:05:00, user 218282 visited POI id 1660 which is a College Communications Building, at São Paulo, BR. At 2012-11-13 03:37:00, user 218282 visited POI id 32483 which is a Home (private), at São Paulo, BR. Given the data, At 2012-11-13 11:19:00, Which POI id will user 218282 visit? Note that POI id is an integer in the range from 0 to 38376.	At 2012-11-13 11:19:00, user 218282 will visit POI id 9543.
99133	2013_2098903	The following data is a trajectory of user 99133: At 2012-08-19 02:43:00, user 99133 visited POI id 991 which is a Shopping Mall, at São Paulo, BR. Given the data, At 2012-08-19 02:44:00, Which POI id will user 99133 visit? Note that POI id is an integer in the range from 0 to 38376.	At 2012-08-19 02:44:00, user 99133 will visit POI id 5471.
51908	2013_1210010	The following data is a trajectory of user 51908: At 2012-05-11 10:41:00, user 51908 visited POI id 9943 which is a Plaza, at São Paulo, BR. At 2012-05-11 10:45:00, user 51908 visited POI id 7120 which is a Road, at São Paulo, BR. At 2012-05-11 10:50:00, user 51908 visited POI id 9635 which is a Neighborhood, at São Paulo, BR. Given the data, At 2012-05-11 10:59:00, Which POI id will user 51908 visit? Note that POI id is an integer in the range from 0 to 38376.	At 2012-05-11 10:59:00, user 51908 will visit POI id 16557.
217312	2013_4939036	The following data is a trajectory of user 217312: At 2013-03-16 12:45:00, user 217312 visited POI id 14050 which is a College Classroom, at São Paulo, BR. Given the data, At 2013-03-16 17:05:00, Which POI id will user 217312 visit? Note that POI id is an integer in the range from 0 to 38376.	At 2013-03-16 17:05:00, user 217312 will visit POI id 991.
97627	2013_2072851	The following data is a trajectory of user 97627: At 2012-04-11 09:05:00, user 97627 visited POI id 1220 which is a Metro Station, at São Paulo, BR. At 2012-04-11 09:45:00, user 97627 visited POI id 5134 which is a College Academic Building, at São Paulo, BR. At 2012-04-11 13:21:00, user 97627 visited POI id 1703 which is a Department Store, at São Paulo, BR. At 2012-04-11 16:30:00, user 97627 visited POI id 4309 which is a Burger Joint, at São Paulo, BR. Given the data, At 2012-04-11 23:05:00, Which POI id will user 97627 visit? Note that POI id is an integer in the range from 0 to 38376.	At 2012-04-11 23:05:00, user 97627 will visit POI id 7802.
229008	2013_5319801	The following data is a trajectory of user 229008: At 2012-07-07 14:34:00, user 229008 visited POI id 2015 which is a Shopping Mall, at São Paulo, BR. At 2012-07-07 14:58:00, user 229008 visited POI id 3108 which is a Metro Station, at São Paulo, BR. At 2012-07-07 15:02:00, user 229008 visited POI id 1483 which is a Metro Station, at São Paulo, BR. At 2012-07-07 15:15:00, user 229008 visited POI id 2745 which is a Metro Station, at São Paulo, BR. Given the data, At 2012-07-07 15:37:00, Which POI id will user 229008 visit? Note that POI id is an integer in the range from 0 to 38376.	At 2012-07-07 15:37:00, user 229008 will visit POI id 29248.
178985	2013_3369765	The following data is a trajectory of user 178985: At 2012-04-19 19:15:00, user 178985 visited POI id 14814 which is a Metro Station, at São Paulo, BR. Given the data, At 2012-04-19 19:47:00, Which POI id will user 178985 visit? Note that POI id is an integer in the range from 0 to 38376.	At 2012-04-19 19:47:00, user 178985 will visit POI id 1483.
243063	2013_5739540	The following data is a trajectory of user 243063: At 2012-07-16 15:54:00, user 243063 visited POI id 8646 which is a Hospital, at São Paulo, BR. At 2012-07-16 18:28:00, user 243063 visited POI id 18241 which is a Road, at São Paulo, BR. At 2012-07-16 19:27:00, user 243063 visited POI id 7348 which is a Salon / Barbershop, at São Paulo, BR. Given the data, At 2012-07-17 01:09:00, Which POI id will user 243063 visit? Note that POI id is an integer in the range from 0 to 38376.	At 2012-07-17 01:09:00, user 243063 will visit POI id 30198.
212578	2013_4774495	The following data is a trajectory of user 212578: At 2012-05-04 21:36:00, user 212578 visited POI id 4993 which is a Gym, at São Paulo, BR. Given the data, At 2012-05-05 05:47:00, Which POI id will user 212578 visit? Note that POI id is an integer in the range from 0 to 38376.	At 2012-05-05 05:47:00, user 212578 will visit POI id 5027.
189867	2013_3879507	The following data is a trajectory of user 189867: At 2013-04-12 09:44:00, user 189867 visited POI id 5244 which is a Student Center, at São Paulo, BR. Given the data, At 2013-04-12 15:26:00, Which POI id will user 189867 visit? Note that POI id is an integer in the range from 0 to 38376.	At 2013-04-12 15:26:00, user 189867 will visit POI id 2424.
215304	2013_4870271	The following data is a trajectory of user 215304: At 2012-05-27 01:20:00, user 215304 visited POI id 23095 which is a Home (private), at São Paulo, BR. Given the data, At 2012-05-27 08:41:00, Which POI id will user 215304 visit? Note that POI id is an integer in the range from 0 to 38376.	At 2012-05-27 08:41:00, user 215304 will visit POI id 8299.
181984	2013_3517665	The following data is a trajectory of user 181984: At 2013-02-01 14:39:00, user 181984 visited POI id 7691 which is a Office, at São Paulo, BR. Given the data, At 2013-02-01 21:21:00, Which POI id will user 181984 visit? Note that POI id is an integer in the range from 0 to 38376.	At 2013-02-01 21:21:00, user 181984 will visit POI id 31084.
161665	2013_3071699	The following data is a trajectory of user 161665: At 2012-10-31 19:39:00, user 161665 visited POI id 236 which is a Road, at São Paulo, BR. Given the data, At 2012-10-31 20:17:00, Which POI id will user 161665 visit? Note that POI id is an integer in the range from 0 to 38376.	At 2012-10-31 20:17:00, user 161665 will visit POI id 1935.
224156	2013_5166157	The following data is a trajectory of user 224156: At 2013-03-19 10:19:00, user 224156 visited POI id 26206 which is a Coffee Shop, at São Paulo, BR. At 2013-03-19 10:37:00, user 224156 visited POI id 1911 which is a University, at São Paulo, BR. Given the data, At 2013-03-20 13:17:00, Which POI id will user 224156 visit? Note that POI id is an integer in the range from 0 to 38376.	At 2013-03-20 13:17:00, user 224156 will visit POI id 31098.
209042	2013_4647272	The following data is a trajectory of user 209042: At 2012-06-07 17:55:00, user 209042 visited POI id 24231 which is a Coffee Shop, at São Paulo, BR. Given the data, At 2012-06-07 21:35:00, Which POI id will user 209042 visit? Note that POI id is an integer in the range from 0 to 38376.	At 2012-06-07 21:35:00, user 209042 will visit POI id 1676.
182617	2013_3548781	The following data is a trajectory of user 182617: At 2012-05-18 15:55:00, user 182617 visited POI id 811 which is a Shopping Mall, at São Paulo, BR. Given the data, At 2012-05-18 21:25:00, Which POI id will user 182617 visit? Note that POI id is an integer in the range from 0 to 38376.	At 2012-05-18 21:25:00, user 182617 will visit POI id 1911.
219623	2013_5017577	The following data is a trajectory of user 219623: At 2012-05-28 22:38:00, user 219623 visited POI id 7147 which is a Juice Bar, at São Paulo, BR. At 2012-05-28 22:55:00, user 219623 visited POI id 1468 which is a University, at São Paulo, BR. Given the data, At 2012-05-29 02:36:00, Which POI id will user 219623 visit? Note that POI id is an integer in the range from 0 to 38376.	At 2012-05-29 02:36:00, user 219623 will visit POI id 25540.
62020	2013_1416446	The following data is a trajectory of user 62020: At 2012-04-09 15:39:00, user 62020 visited POI id 786 which is a Bakery, at São Paulo, BR. Given the data, At 2012-04-09 19:11:00, Which POI id will user 62020 visit? Note that POI id is an integer in the range from 0 to 38376.	At 2012-04-09 19:11:00, user 62020 will visit POI id 5000.
24600	2013_614365	The following data is a trajectory of user 24600: At 2013-04-03 09:56:00, user 24600 visited POI id 1637 which is a Office, at São Paulo, BR. Given the data, At 2013-04-03 09:59:00, Which POI id will user 24600 visit? Note that POI id is an integer in the range from 0 to 38376.	At 2013-04-03 09:59:00, user 24600 will visit POI id 31822.
42511	2013_1015784	The following data is a trajectory of user 42511: At 2012-04-14 17:04:00, user 42511 visited POI id 1908 which is a Pizza Place, at São Paulo, BR. At 2012-04-14 20:33:00, user 42511 visited POI id 168 which is a American Restaurant, at São Paulo, BR. Given the data, At 2012-04-14 22:11:00, Which POI id will user 42511 visit? Note that POI id is an integer in the range from 0 to 38376.	At 2012-04-14 22:11:00, user 42511 will visit POI id 18872.
177874	2013_3313054	The following data is a trajectory of user 177874: At 2013-03-10 18:44:00, user 177874 visited POI id 4044 which is a Japanese Restaurant, at São Paulo, BR. Given the data, At 2013-03-10 20:07:00, Which POI id will user 177874 visit? Note that POI id is an integer in the range from 0 to 38376.	At 2013-03-10 20:07:00, user 177874 will visit POI id 5356.
26729	2013_664380	The following data is a trajectory of user 26729: At 2013-08-30 21:41:00, user 26729 visited POI id 23394 which is a Office, at São Paulo, BR. Given the data, At 2013-08-30 22:57:00, Which POI id will user 26729 visit? Note that POI id is an integer in the range from 0 to 38376.	At 2013-08-30 22:57:00, user 26729 will visit POI id 35528.
210956	2013_4716005	The following data is a trajectory of user 210956: At 2013-07-25 18:08:00, user 210956 visited POI id 21751 which is a Bank, at São Paulo, BR. At 2013-07-25 19:29:00, user 210956 visited POI id 35394 which is a Tattoo Parlor, at São Paulo, BR. Given the data, At 2013-07-25 19:42:00, Which POI id will user 210956 visit? Note that POI id is an integer in the range from 0 to 38376.	At 2013-07-25 19:42:00, user 210956 will visit POI id 34324.
229726	2013_5342262	The following data is a trajectory of user 229726: At 2012-04-16 12:45:00, user 229726 visited POI id 24562 which is a Tech Startup, at São Paulo, BR. Given the data, At 2012-04-16 16:51:00, Which POI id will user 229726 visit? Note that POI id is an integer in the range from 0 to 38376.	At 2012-04-16 16:51:00, user 229726 will visit POI id 401.
191114	2013_3934830	The following data is a trajectory of user 191114: At 2012-10-23 09:50:00, user 191114 visited POI id 23997 which is a Office, at São Paulo, BR. At 2012-10-23 17:25:00, user 191114 visited POI id 25074 which is a Home (private), at São Paulo, BR. Given the data, At 2012-10-23 21:08:00, Which POI id will user 191114 visit? Note that POI id is an integer in the range from 0 to 38376.	At 2012-10-23 21:08:00, user 191114 will visit POI id 1400.
113559	2013_2343145	The following data is a trajectory of user 113559: At 2012-06-06 21:16:00, user 113559 visited POI id 10012 which is a Snack Place, at São Paulo, BR. Given the data, At 2012-06-06 22:00:00, Which POI id will user 113559 visit? Note that POI id is an integer in the range from 0 to 38376.	At 2012-06-06 22:00:00, user 113559 will visit POI id 1571.
57785	2013_1331292	The following data is a trajectory of user 57785: At 2012-05-10 16:47:00, user 57785 visited POI id 14242 which is a Building, at São Paulo, BR. At 2012-05-10 22:22:00, user 57785 visited POI id 20461 which is a Tennis Court, at São Paulo, BR. Given the data, At 2012-05-11 02:47:00, Which POI id will user 57785 visit? Note that POI id is an integer in the range from 0 to 38376.	At 2012-05-11 02:47:00, user 57785 will visit POI id 19690.
242703	2013_5729541	The following data is a trajectory of user 242703: At 2013-04-30 21:28:00, user 242703 visited POI id 3149 which is a Train Station, at São Paulo, BR. At 2013-04-30 21:45:00, user 242703 visited POI id 14814 which is a Metro Station, at São Paulo, BR. At 2013-04-30 22:27:00, user 242703 visited POI id 20224 which is a Neighborhood, at São Paulo, BR. At 2013-05-01 00:02:00, user 242703 visited POI id 15117 which is a Road, at São Paulo, BR. At 2013-05-01 00:32:00, user 242703 visited POI id 33692 which is a Home (private), at São Paulo, BR. At 2013-05-01 04:19:00, user 242703 visited POI id 7006 which is a Nightclub, at São Paulo, BR. At 2013-05-01 10:20:00, user 242703 visited POI id 33692 which is a Home (private), at São Paulo, BR. At 2013-05-01 15:58:00, user 242703 visited POI id 13419 which is a Road, at São Paulo, BR. At 2013-05-01 16:18:00, user 242703 visited POI id 5368 which is a Bridge, at São Paulo, BR. At 2013-05-01 16:52:00, user 242703 visited POI id 4282 which is a Metro Station, at São Paulo, BR. Given the data, At 2013-05-01 23:28:00, Which POI id will user 242703 visit? Note that POI id is an integer in the range from 0 to 38376.	At 2013-05-01 23:28:00, user 242703 will visit POI id 20224.
2179	2013_58368	The following data is a trajectory of user 2179: At 2012-05-11 12:02:00, user 2179 visited POI id 1482 which is a Metro Station, at São Paulo, BR. At 2012-05-11 12:19:00, user 2179 visited POI id 61 which is a Museum, at São Paulo, BR. Given the data, At 2012-05-11 17:08:00, Which POI id will user 2179 visit? Note that POI id is an integer in the range from 0 to 38376.	At 2012-05-11 17:08:00, user 2179 will visit POI id 23686.
249638	2013_5923230	The following data is a trajectory of user 249638: At 2013-08-21 16:39:00, user 249638 visited POI id 3064 which is a Laboratory, at São Paulo, BR. Given the data, At 2013-08-21 21:49:00, Which POI id will user 249638 visit? Note that POI id is an integer in the range from 0 to 38376.	At 2013-08-21 21:49:00, user 249638 will visit POI id 146.
122427	2013_2485684	The following data is a trajectory of user 122427: At 2013-04-22 22:12:00, user 122427 visited POI id 19753 which is a College Lab, at São Paulo, BR. Given the data, At 2013-04-22 23:53:00, Which POI id will user 122427 visit? Note that POI id is an integer in the range from 0 to 38376.	At 2013-04-22 23:53:00, user 122427 will visit POI id 26071.
209834	2013_4675949	The following data is a trajectory of user 209834: At 2013-04-29 11:04:00, user 209834 visited POI id 17781 which is a Building, at São Paulo, BR. Given the data, At 2013-04-29 16:48:00, Which POI id will user 209834 visit? Note that POI id is an integer in the range from 0 to 38376.	At 2013-04-29 16:48:00, user 209834 will visit POI id 9229.
216707	2013_4918119	The following data is a trajectory of user 216707: At 2013-01-09 11:29:00, user 216707 visited POI id 30971 which is a Office, at São Paulo, BR. Given the data, At 2013-01-09 15:17:00, Which POI id will user 216707 visit? Note that POI id is an integer in the range from 0 to 38376.	At 2013-01-09 15:17:00, user 216707 will visit POI id 28051.
111410	2013_2307577	The following data is a trajectory of user 111410: At 2012-05-16 13:01:00, user 111410 visited POI id 1108 which is a Bakery, at São Paulo, BR. Given the data, At 2012-05-16 15:33:00, Which POI id will user 111410 visit? Note that POI id is an integer in the range from 0 to 38376.	At 2012-05-16 15:33:00, user 111410 will visit POI id 310.
112803	2013_2329848	The following data is a trajectory of user 112803: At 2013-05-01 16:44:00, user 112803 visited POI id 8494 which is a Bakery, at São Paulo, BR. At 2013-05-01 20:14:00, user 112803 visited POI id 4886 which is a Brazilian Restaurant, at São Paulo, BR. Given the data, At 2013-05-01 21:58:00, Which POI id will user 112803 visit? Note that POI id is an integer in the range from 0 to 38376.	At 2013-05-01 21:58:00, user 112803 will visit POI id 22249.
22464	2013_565739	The following data is a trajectory of user 22464: At 2012-08-17 15:17:00, user 22464 visited POI id 7248 which is a Food Truck, at São Paulo, BR. At 2012-08-17 17:12:00, user 22464 visited POI id 5190 which is a Coworking Space, at São Paulo, BR. At 2012-08-17 20:34:00, user 22464 visited POI id 19464 which is a Bus Station, at São Paulo, BR. Given the data, At 2012-08-17 21:14:00, Which POI id will user 22464 visit? Note that POI id is an integer in the range from 0 to 38376.	At 2012-08-17 21:14:00, user 22464 will visit POI id 230.
20117	2018_411655	The following data is a trajectory of user 20117: At 2018-02-01 01:10:00, user 20117 visited POI id 5863 which is a Metro Station, at São Paulo, BR. Given the data, At 2018-02-01 01:18:00, Which POI id will user 20117 visit? Note that POI id is an integer in the range from 0 to 38376.	At 2018-02-01 01:18:00, user 20117 will visit POI id 34501.
86437	2018_1587896	The following data is a trajectory of user 86437: At 2018-08-05 13:15:00, user 86437 visited POI id 2745 which is a Metro Station, at São Paulo, BR. Given the data, At 2018-08-05 14:20:00, Which POI id will user 86437 visit? Note that POI id is an integer in the range from 0 to 38376.	At 2018-08-05 14:20:00, user 86437 will visit POI id 2712.
42511	2013_1015832	The following data is a trajectory of user 42511: At 2012-10-28 12:04:00, user 42511 visited POI id 1908 which is a Pizza Place, at São Paulo, BR. Given the data, At 2012-10-28 12:27:00, Which POI id will user 42511 visit? Note that POI id is an integer in the range from 0 to 38376.	At 2012-10-28 12:27:00, user 42511 will visit POI id 6938.
211812	2013_4746230	The following data is a trajectory of user 211812: At 2013-01-15 22:19:00, user 211812 visited POI id 1176 which is a Japanese Restaurant, at São Paulo, BR. Given the data, At 2013-01-15 23:05:00, Which POI id will user 211812 visit? Note that POI id is an integer in the range from 0 to 38376.	At 2013-01-15 23:05:00, user 211812 will visit POI id 702.
186371	2013_3723380	The following data is a trajectory of user 186371: At 2012-09-15 19:28:00, user 186371 visited POI id 11788 which is a Neighborhood, at São Paulo, BR. Given the data, At 2012-09-15 19:47:00, Which POI id will user 186371 visit? Note that POI id is an integer in the range from 0 to 38376.	At 2012-09-15 19:47:00, user 186371 will visit POI id 2033.
124247	2013_2514469	The following data is a trajectory of user 124247: At 2012-12-17 11:11:00, user 124247 visited POI id 7243 which is a Train Station, at São Paulo, BR. Given the data, At 2012-12-17 14:43:00, Which POI id will user 124247 visit? Note that POI id is an integer in the range from 0 to 38376.	At 2012-12-17 14:43:00, user 124247 will visit POI id 33133.
89476	2018_1631015	The following data is a trajectory of user 89476: At 2018-01-17 12:56:00, user 89476 visited POI id 16275 which is a Office, at São Paulo, BR. Given the data, At 2018-01-17 14:46:00, Which POI id will user 89476 visit? Note that POI id is an integer in the range from 0 to 38376.	At 2018-01-17 14:46:00, user 89476 will visit POI id 3100.
179851	2013_3412733	The following data is a trajectory of user 179851: At 2012-04-16 08:32:00, user 179851 visited POI id 13680 which is a Gym, at São Paulo, BR. At 2012-04-16 09:02:00, user 179851 visited POI id 22999 which is a Home (private), at São Paulo, BR. Given the data, At 2012-04-16 14:02:00, Which POI id will user 179851 visit? Note that POI id is an integer in the range from 0 to 38376.	At 2012-04-16 14:02:00, user 179851 will visit POI id 24972.
24455	2013_611293	The following data is a trajectory of user 24455: At 2012-06-09 20:55:00, user 24455 visited POI id 2463 which is a Metro Station, at São Paulo, BR. Given the data, At 2012-06-09 22:53:00, Which POI id will user 24455 visit? Note that POI id is an integer in the range from 0 to 38376.	At 2012-06-09 22:53:00, user 24455 will visit POI id 28968.
62543	2018_1221429	The following data is a trajectory of user 62543: At 2017-10-05 16:06:00, user 62543 visited POI id 24519 which is a Italian Restaurant, at São Paulo, BR. Given the data, At 2017-10-05 16:27:00, Which POI id will user 62543 visit? Note that POI id is an integer in the range from 0 to 38376.	At 2017-10-05 16:27:00, user 62543 will visit POI id 36837.
207156	2018_2927055	The following data is a trajectory of user 207156: At 2018-06-25 12:53:00, user 207156 visited POI id 38306 which is a Advertising Agency, at São Paulo, BR. Given the data, At 2018-06-25 16:05:00, Which POI id will user 207156 visit? Note that POI id is an integer in the range from 0 to 38376.	At 2018-06-25 16:05:00, user 207156 will visit POI id 37598.
23467	2013_588510	The following data is a trajectory of user 23467: At 2012-11-09 17:12:00, user 23467 visited POI id 8395 which is a Café, at São Paulo, BR. Given the data, At 2012-11-09 21:02:00, Which POI id will user 23467 visit? Note that POI id is an integer in the range from 0 to 38376.	At 2012-11-09 21:02:00, user 23467 will visit POI id 1853.
186318	2013_3721050	The following data is a trajectory of user 186318: At 2012-04-16 13:16:00, user 186318 visited POI id 6468 which is a Plaza, at São Paulo, BR. At 2012-04-16 13:28:00, user 186318 visited POI id 7937 which is a Plaza, at São Paulo, BR. At 2012-04-16 13:41:00, user 186318 visited POI id 3167 which is a College Academic Building, at São Paulo, BR. At 2012-04-16 20:15:00, user 186318 visited POI id 45 which is a Park, at São Paulo, BR. At 2012-04-16 20:23:00, user 186318 visited POI id 7937 which is a Plaza, at São Paulo, BR. At 2012-04-16 20:55:00, user 186318 visited POI id 4629 which is a University, at São Paulo, BR. Given the data, At 2012-04-16 21:06:00, Which POI id will user 186318 visit? Note that POI id is an integer in the range from 0 to 38376.	At 2012-04-16 21:06:00, user 186318 will visit POI id 12559.
39480	2013_952456	The following data is a trajectory of user 39480: At 2013-02-18 13:24:00, user 39480 visited POI id 3103 which is a Office, at São Paulo, BR. Given the data, At 2013-02-18 16:21:00, Which POI id will user 39480 visit? Note that POI id is an integer in the range from 0 to 38376.	At 2013-02-18 16:21:00, user 39480 will visit POI id 20172.
200882	2013_4339134	The following data is a trajectory of user 200882: At 2012-06-17 02:50:00, user 200882 visited POI id 8619 which is a Fast Food Restaurant, at São Paulo, BR. Given the data, At 2012-06-17 04:32:00, Which POI id will user 200882 visit? Note that POI id is an integer in the range from 0 to 38376.	At 2012-06-17 04:32:00, user 200882 will visit POI id 27758.
6055	2013_158111	The following data is a trajectory of user 6055: At 2012-12-18 19:09:00, user 6055 visited POI id 22128 which is a Furniture / Home Store, at São Paulo, BR. Given the data, At 2012-12-19 02:23:00, Which POI id will user 6055 visit? Note that POI id is an integer in the range from 0 to 38376.	At 2012-12-19 02:23:00, user 6055 will visit POI id 24964.
25302	2018_513823	The following data is a trajectory of user 25302: At 2018-02-10 13:23:00, user 25302 visited POI id 14814 which is a Metro Station, at São Paulo, BR. Given the data, At 2018-02-10 15:12:00, Which POI id will user 25302 visit? Note that POI id is an integer in the range from 0 to 38376.	At 2018-02-10 15:12:00, user 25302 will visit POI id 12380.
4811	2013_125782	The following data is a trajectory of user 4811: At 2012-05-11 20:32:00, user 4811 visited POI id 6127 which is a Office, at São Paulo, BR. At 2012-05-11 22:36:00, user 4811 visited POI id 5108 which is a Nightclub, at São Paulo, BR. At 2012-05-11 22:38:00, user 4811 visited POI id 6127 which is a Office, at São Paulo, BR. Given the data, At 2012-05-11 22:45:00, Which POI id will user 4811 visit? Note that POI id is an integer in the range from 0 to 38376.	At 2012-05-11 22:45:00, user 4811 will visit POI id 10823.
131751	2013_2632119	The following data is a trajectory of user 131751: At 2012-12-06 12:06:00, user 131751 visited POI id 10110 which is a Building, at São Paulo, BR. Given the data, At 2012-12-06 14:25:00, Which POI id will user 131751 visit? Note that POI id is an integer in the range from 0 to 38376.	At 2012-12-06 14:25:00, user 131751 will visit POI id 3411.
167395	2013_3151164	The following data is a trajectory of user 167395: At 2013-07-20 18:15:00, user 167395 visited POI id 867 which is a Burger Joint, at São Paulo, BR. Given the data, At 2013-07-20 21:09:00, Which POI id will user 167395 visit? Note that POI id is an integer in the range from 0 to 38376.	At 2013-07-20 21:09:00, user 167395 will visit POI id 378.
79551	2013_1750204	The following data is a trajectory of user 79551: At 2012-04-17 12:37:00, user 79551 visited POI id 236 which is a Road, at São Paulo, BR. At 2012-04-17 15:18:00, user 79551 visited POI id 23171 which is a Office, at São Paulo, BR. Given the data, At 2012-04-17 16:31:00, Which POI id will user 79551 visit? Note that POI id is an integer in the range from 0 to 38376.	At 2012-04-17 16:31:00, user 79551 will visit POI id 3177.
35056	2013_853622	The following data is a trajectory of user 35056: At 2012-06-20 21:01:00, user 35056 visited POI id 96 which is a Shopping Mall, at São Paulo, BR. Given the data, At 2012-06-20 21:43:00, Which POI id will user 35056 visit? Note that POI id is an integer in the range from 0 to 38376.	At 2012-06-20 21:43:00, user 35056 will visit POI id 177.
82960	2013_1812691	The following data is a trajectory of user 82960: At 2013-04-06 14:14:00, user 82960 visited POI id 96 which is a Shopping Mall, at São Paulo, BR. At 2013-04-06 21:36:00, user 82960 visited POI id 628 which is a Bakery, at São Paulo, BR. At 2013-04-06 23:19:00, user 82960 visited POI id 146 which is a Bookstore, at São Paulo, BR. Given the data, At 2013-04-06 23:21:00, Which POI id will user 82960 visit? Note that POI id is an integer in the range from 0 to 38376.	At 2013-04-06 23:21:00, user 82960 will visit POI id 27412.
198638	2013_4249854	The following data is a trajectory of user 198638: At 2012-12-21 10:49:00, user 198638 visited POI id 33219 which is a Cemetery, at São Paulo, BR. Given the data, At 2012-12-21 12:07:00, Which POI id will user 198638 visit? Note that POI id is an integer in the range from 0 to 38376.	At 2012-12-21 12:07:00, user 198638 will visit POI id 9787.
154543	2013_2970708	The following data is a trajectory of user 154543: At 2012-04-16 16:26:00, user 154543 visited POI id 9724 which is a Bakery, at São Paulo, BR. Given the data, At 2012-04-16 21:49:00, Which POI id will user 154543 visit? Note that POI id is an integer in the range from 0 to 38376.	At 2012-04-16 21:49:00, user 154543 will visit POI id 18246.
182584	2013_3547298	The following data is a trajectory of user 182584: At 2012-06-30 21:30:00, user 182584 visited POI id 16943 which is a College Technology Building, at São Paulo, BR. Given the data, At 2012-07-01 02:10:00, Which POI id will user 182584 visit? Note that POI id is an integer in the range from 0 to 38376.	At 2012-07-01 02:10:00, user 182584 will visit POI id 820.
336346	2018_3738997	The following data is a trajectory of user 336346: At 2018-02-21 11:43:00, user 336346 visited POI id 21999 which is a Building, at São Paulo, BR. Given the data, At 2018-02-21 11:44:00, Which POI id will user 336346 visit? Note that POI id is an integer in the range from 0 to 38376.	At 2018-02-21 11:44:00, user 336346 will visit POI id 7594.
211442	2013_4733052	The following data is a trajectory of user 211442: At 2012-05-09 11:40:00, user 211442 visited POI id 13643 which is a Road, at São Paulo, BR. At 2012-05-09 11:43:00, user 211442 visited POI id 20309 which is a Neighborhood, at São Paulo, BR. At 2012-05-09 11:47:00, user 211442 visited POI id 18777 which is a Church, at São Paulo, BR. Given the data, At 2012-05-09 12:23:00, Which POI id will user 211442 visit? Note that POI id is an integer in the range from 0 to 38376.	At 2012-05-09 12:23:00, user 211442 will visit POI id 18753.
214596	2013_4845265	The following data is a trajectory of user 214596: At 2013-02-01 16:26:00, user 214596 visited POI id 12108 which is a Government Building, at São Paulo, BR. At 2013-02-01 22:34:00, user 214596 visited POI id 581 which is a Fried Chicken Joint, at São Paulo, BR. Given the data, At 2013-02-01 22:47:00, Which POI id will user 214596 visit? Note that POI id is an integer in the range from 0 to 38376.	At 2013-02-01 22:47:00, user 214596 will visit POI id 32433.
232326	2013_5423109	The following data is a trajectory of user 232326: At 2013-03-08 20:48:00, user 232326 visited POI id 18034 which is a Bridge, at São Paulo, BR. Given the data, At 2013-03-08 21:15:00, Which POI id will user 232326 visit? Note that POI id is an integer in the range from 0 to 38376.	At 2013-03-08 21:15:00, user 232326 will visit POI id 33566.
119510	2013_2439736	The following data is a trajectory of user 119510: At 2012-04-12 01:33:00, user 119510 visited POI id 22949 which is a Home (private), at São Paulo, BR. Given the data, At 2012-04-12 01:36:00, Which POI id will user 119510 visit? Note that POI id is an integer in the range from 0 to 38376.	At 2012-04-12 01:36:00, user 119510 will visit POI id 16629.
18508	2013_470060	The following data is a trajectory of user 18508: At 2012-11-09 20:49:00, user 18508 visited POI id 7325 which is a Shopping Mall, at São Paulo, BR. Given the data, At 2012-11-09 23:41:00, Which POI id will user 18508 visit? Note that POI id is an integer in the range from 0 to 38376.	At 2012-11-09 23:41:00, user 18508 will visit POI id 32538.
233679	2013_5463690	The following data is a trajectory of user 233679: At 2012-06-11 03:45:00, user 233679 visited POI id 10825 which is a Home (private), at São Paulo, BR. Given the data, At 2012-06-11 03:53:00, Which POI id will user 233679 visit? Note that POI id is an integer in the range from 0 to 38376.	At 2012-06-11 03:53:00, user 233679 will visit POI id 28863.
235392	2013_5514728	The following data is a trajectory of user 235392: At 2013-06-03 10:40:00, user 235392 visited POI id 15361 which is a University, at São Paulo, BR. Given the data, At 2013-06-03 17:55:00, Which POI id will user 235392 visit? Note that POI id is an integer in the range from 0 to 38376.	At 2013-06-03 17:55:00, user 235392 will visit POI id 21031.
178424	2013_3340956	The following data is a trajectory of user 178424: At 2012-05-08 17:42:00, user 178424 visited POI id 10238 which is a Office, at São Paulo, BR. Given the data, At 2012-05-08 22:09:00, Which POI id will user 178424 visit? Note that POI id is an integer in the range from 0 to 38376.	At 2012-05-08 22:09:00, user 178424 will visit POI id 6535.
241087	2013_5682824	The following data is a trajectory of user 241087: At 2012-08-05 22:35:00, user 241087 visited POI id 1726 which is a Grocery Store, at São Paulo, BR. At 2012-08-06 03:17:00, user 241087 visited POI id 30224 which is a Home (private), at São Paulo, BR. At 2012-08-06 09:02:00, user 241087 visited POI id 2260 which is a College Gym, at São Paulo, BR. Given the data, At 2012-08-06 11:16:00, Which POI id will user 241087 visit? Note that POI id is an integer in the range from 0 to 38376.	At 2012-08-06 11:16:00, user 241087 will visit POI id 236.
37498	2013_907950	The following data is a trajectory of user 37498: At 2013-02-16 07:16:00, user 37498 visited POI id 7243 which is a Train Station, at São Paulo, BR. Given the data, At 2013-02-16 11:28:00, Which POI id will user 37498 visit? Note that POI id is an integer in the range from 0 to 38376.	At 2013-02-16 11:28:00, user 37498 will visit POI id 8820.
183036	2013_3568700	The following data is a trajectory of user 183036: At 2013-04-30 11:14:00, user 183036 visited POI id 25896 which is a Plaza, at São Paulo, BR. At 2013-04-30 13:49:00, user 183036 visited POI id 2550 which is a Train Station, at São Paulo, BR. Given the data, At 2013-04-30 14:09:00, Which POI id will user 183036 visit? Note that POI id is an integer in the range from 0 to 38376.	At 2013-04-30 14:09:00, user 183036 will visit POI id 5025.
183598	2013_3597730	The following data is a trajectory of user 183598: At 2012-12-21 21:08:00, user 183598 visited POI id 6429 which is a BBQ Joint, at São Paulo, BR. Given the data, At 2012-12-22 00:39:00, Which POI id will user 183598 visit? Note that POI id is an integer in the range from 0 to 38376.	At 2012-12-22 00:39:00, user 183598 will visit POI id 14600.
1379	2013_36940	The following data is a trajectory of user 1379: At 2013-07-19 23:14:00, user 1379 visited POI id 31404 which is a Housing Development, at São Paulo, BR. Given the data, At 2013-07-20 05:16:00, Which POI id will user 1379 visit? Note that POI id is an integer in the range from 0 to 38376.	At 2013-07-20 05:16:00, user 1379 will visit POI id 29414.
197617	2013_4208130	The following data is a trajectory of user 197617: At 2013-04-05 13:44:00, user 197617 visited POI id 489 which is a Movie Theater, at São Paulo, BR. At 2013-04-05 13:51:00, user 197617 visited POI id 6064 which is a Theater, at São Paulo, BR. Given the data, At 2013-04-05 14:28:00, Which POI id will user 197617 visit? Note that POI id is an integer in the range from 0 to 38376.	At 2013-04-05 14:28:00, user 197617 will visit POI id 28541.
205808	2013_4528830	The following data is a trajectory of user 205808: At 2013-04-01 15:17:00, user 205808 visited POI id 31601 which is a Office, at São Paulo, BR. Given the data, At 2013-04-01 18:07:00, Which POI id will user 205808 visit? Note that POI id is an integer in the range from 0 to 38376.	At 2013-04-01 18:07:00, user 205808 will visit POI id 13833.
142323	2013_2791475	The following data is a trajectory of user 142323: At 2013-01-16 09:19:00, user 142323 visited POI id 2875 which is a College Administrative Building, at São Paulo, BR. Given the data, At 2013-01-16 14:21:00, Which POI id will user 142323 visit? Note that POI id is an integer in the range from 0 to 38376.	At 2013-01-16 14:21:00, user 142323 will visit POI id 8525.
178978	2013_3369357	The following data is a trajectory of user 178978: At 2013-03-16 22:53:00, user 178978 visited POI id 17042 which is a Neighborhood, at São Paulo, BR. At 2013-03-17 02:42:00, user 178978 visited POI id 94 which is a Road, at São Paulo, BR. Given the data, At 2013-03-17 03:02:00, Which POI id will user 178978 visit? Note that POI id is an integer in the range from 0 to 38376.	At 2013-03-17 03:02:00, user 178978 will visit POI id 479.
183034	2013_3568473	The following data is a trajectory of user 183034: At 2012-11-06 09:48:00, user 183034 visited POI id 29316 which is a Elementary School, at São Paulo, BR. Given the data, At 2012-11-06 14:17:00, Which POI id will user 183034 visit? Note that POI id is an integer in the range from 0 to 38376.	At 2012-11-06 14:17:00, user 183034 will visit POI id 30265.

End of preview. Expand in Data Studio

Massive-STEPS-Sao Paulo

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

.
├── sao_paulo_checkins_test.csv # test set check-ins
├── sao_paulo_checkins_train.csv # train set check-ins
├── sao_paulo_checkins_validation.csv # validation set check-ins
├── sao_paulo_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 sao_paulo_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_1448,37,11653,-23.556739520897153,-46.671075499028056,Escola de Enfermagem (EE-USP),"Av. Dr. Enéas de Carvalho Aguiar, 419",College Science Building,4bf58dd8d48988d19b941735,188,São Paulo,-23.5475,-46.63611,BR,2012-04-11 15:26:00
2013_1448,37,10090,-23.500819400358562,-46.619248062204086,Centro Espírita Nosso Lar - Casas André Luiz,"R. Duarte de Azevedo, 691",Spiritual Center,4bf58dd8d48988d131941735,93,São Paulo,-23.5475,-46.63611,BR,2012-04-11 22:24:00
2013_1449,37,16434,-23.550398015346,-46.633950769901,Marco Zero de São Paulo,Pç. da Sé,Monument / Landmark,4bf58dd8d48988d12d941735,86,São Paulo,-23.5475,-46.63611,BR,2012-04-14 11:48:00
2013_1449,37,232,-23.571126,-46.645172,Casa das Rosas,"Av. Paulista, 37",Historic Site,4deefb944765f83613cdba6e,319,São Paulo,-23.5475,-46.63611,BR,2012-04-14 14:56:00
2013_1449,37,21604,-23.568965321940045,-46.60800819741785,Conservatorio Musical Heitor Villa Lobos,,Music Venue,4bf58dd8d48988d1e5931735,257,São Paulo,-23.5475,-46.63611,BR,2012-04-14 18:58:00

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
Sao Paulo 🇧🇷	5,822	89,689	38,377	256,824	62,782	8,969	17,938

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-Sao-Paulo

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 5 days ago