trace_id
stringlengths
11
11
timestamp
timestamp[ns]date
2025-09-01 00:00:00
2025-10-01 23:59:00
customer_id
stringlengths
11
11
latitude
float64
4.72
12.1
longitude
float64
3.26
8.98
city
stringclasses
15 values
tower_id
stringlengths
8
8
movement_speed_kmh
float64
0
60
direction_degrees
int64
0
359
user_density
stringclasses
3 values
time_of_day
stringclasses
4 values
day_of_week
stringclasses
7 values
location_type
stringclasses
4 values
TRC00000301
2025-09-16T08:47:00
CUST2004712
4.751938
7.117687
Port Harcourt
POR-3359
29.1
124
high
morning
Tuesday
residential
TRC00000302
2025-09-27T10:24:00
CUST9268985
6.602466
7.570002
Enugu
ENU-7681
6.4
103
medium
morning
Saturday
residential
TRC00000303
2025-09-13T08:34:00
CUST7150252
9.077263
7.436198
Abuja
ABU-7643
20.8
221
high
morning
Saturday
industrial
TRC00000304
2025-09-07T23:34:00
CUST5946173
7.243901
3.322266
Abeokuta
ABE-3097
36.5
139
low
night
Sunday
highway
TRC00000305
2025-09-11T12:09:00
CUST2931828
6.456093
3.471232
Lagos
LAG-5905
4.6
67
medium
afternoon
Thursday
residential
TRC00000306
2025-09-29T10:55:00
CUST8384851
5.111529
7.455495
Aba
ABA-5675
0.8
165
medium
morning
Monday
industrial
TRC00000307
2025-09-04T06:40:00
CUST7056092
9.922636
8.814093
Jos
JOS-8925
39.5
69
low
morning
Thursday
highway
TRC00000308
2025-09-28T22:38:00
CUST3573692
7.102976
3.436155
Abeokuta
ABE-6212
34.1
249
low
night
Sunday
commercial
TRC00000309
2025-09-13T02:59:00
CUST2838313
9.827923
8.938386
Jos
JOS-8927
31.3
215
low
night
Saturday
residential
TRC00000310
2025-09-03T13:53:00
CUST3933217
5.02528
8.396258
Calabar
CAL-7902
5.9
81
medium
afternoon
Wednesday
residential
TRC00000311
2025-09-14T10:20:00
CUST7926344
7.171549
3.3606
Abeokuta
ABE-1024
10
197
medium
morning
Sunday
commercial
TRC00000312
2025-09-23T02:37:00
CUST9245245
4.841929
7.036339
Port Harcourt
POR-6317
14.2
158
low
night
Tuesday
residential
TRC00000313
2025-09-22T12:19:00
CUST9374408
12.057502
8.520825
Kano
KAN-2393
4.8
86
medium
afternoon
Monday
residential
TRC00000314
2025-09-28T04:52:00
CUST4884988
6.449595
7.535637
Enugu
ENU-4722
45
24
low
night
Sunday
industrial
TRC00000315
2025-09-27T02:35:00
CUST6042763
6.18704
6.73058
Onitsha
ONI-4253
14.6
29
low
night
Saturday
residential
TRC00000316
2025-09-23T11:16:00
CUST1636673
5.4366
5.807866
Warri
WAR-3979
0.1
247
medium
morning
Tuesday
industrial
TRC00000317
2025-09-19T21:20:00
CUST2581827
9.983282
8.957163
Jos
JOS-9235
23.7
212
low
evening
Friday
residential
TRC00000318
2025-09-08T06:44:00
CUST8917875
6.314458
5.6275
Benin City
BEN-6935
30.7
195
low
morning
Monday
residential
TRC00000319
2025-09-30T00:11:00
CUST5855197
9.976747
8.963499
Jos
JOS-3590
35.2
32
low
night
Tuesday
highway
TRC00000320
2025-09-10T09:03:00
CUST6709093
9.898413
8.943387
Jos
JOS-3536
24.7
353
high
morning
Wednesday
commercial
TRC00000321
2025-09-24T09:18:00
CUST1806745
9.866502
8.876332
Jos
JOS-3294
13.5
312
high
morning
Wednesday
commercial
TRC00000322
2025-09-08T00:43:00
CUST8451649
8.563976
4.550732
Ilorin
ILO-9763
22.8
118
low
night
Monday
commercial
TRC00000323
2025-09-09T19:06:00
CUST9243513
10.533325
7.479331
Kaduna
KAD-6050
22.4
130
high
evening
Tuesday
industrial
TRC00000324
2025-09-13T14:45:00
CUST5433684
5.584215
5.700308
Warri
WAR-9021
1.7
54
medium
afternoon
Saturday
highway
TRC00000325
2025-09-21T12:46:00
CUST1407059
6.464207
7.452649
Enugu
ENU-3765
6.1
173
medium
afternoon
Sunday
commercial
TRC00000326
2025-09-25T09:42:00
CUST5702165
8.437663
4.616211
Ilorin
ILO-3513
29.8
339
high
morning
Thursday
residential
TRC00000327
2025-09-15T00:37:00
CUST8554224
5.037409
7.397418
Aba
ABA-6320
37.4
119
low
night
Monday
commercial
TRC00000328
2025-09-11T15:29:00
CUST7319100
6.484985
3.303016
Lagos
LAG-8668
2.6
269
medium
afternoon
Thursday
highway
TRC00000329
2025-09-04T00:39:00
CUST6433662
6.301377
5.608225
Benin City
BEN-8447
12.9
111
low
night
Thursday
residential
TRC00000330
2025-09-05T12:49:00
CUST6688974
7.358112
3.946927
Ibadan
IBA-8297
2
208
medium
afternoon
Friday
residential
TRC00000331
2025-09-26T09:49:00
CUST3005733
4.870994
8.373328
Calabar
CAL-3742
24.5
354
high
morning
Friday
residential
TRC00000332
2025-09-06T16:19:00
CUST3750880
5.559059
5.721552
Warri
WAR-5673
6.7
13
medium
afternoon
Saturday
commercial
TRC00000333
2025-09-24T15:23:00
CUST6816521
5.127036
7.332421
Aba
ABA-2479
9.3
357
medium
afternoon
Wednesday
residential
TRC00000334
2025-09-21T12:44:00
CUST9607584
9.893837
8.793332
Jos
JOS-5213
6
126
medium
afternoon
Sunday
commercial
TRC00000335
2025-09-24T10:06:00
CUST1614794
5.549756
5.650498
Warri
WAR-1630
9.6
229
medium
morning
Wednesday
residential
TRC00000336
2025-09-22T21:43:00
CUST5794404
9.991612
8.837407
Jos
JOS-2315
43.4
275
low
evening
Monday
residential
TRC00000337
2025-09-15T03:16:00
CUST2484966
7.19432
3.45463
Abeokuta
ABE-8777
21.2
293
low
night
Monday
residential
TRC00000338
2025-09-15T01:19:00
CUST3799105
9.846291
8.936604
Jos
JOS-4982
51.3
134
low
night
Monday
residential
TRC00000339
2025-09-23T01:24:00
CUST9775603
9.871935
8.835297
Jos
JOS-6224
37.5
26
low
night
Tuesday
residential
TRC00000340
2025-09-04T23:35:00
CUST3254849
7.188965
3.444689
Abeokuta
ABE-6816
39.9
347
low
night
Thursday
commercial
TRC00000341
2025-09-30T20:55:00
CUST1944565
6.40044
5.580739
Benin City
BEN-1557
21.5
349
low
evening
Tuesday
commercial
TRC00000342
2025-09-16T09:43:00
CUST8782241
6.613461
3.463066
Lagos
LAG-9000
24
206
high
morning
Tuesday
industrial
TRC00000343
2025-10-01T14:58:00
CUST1649756
6.526301
7.4579
Enugu
ENU-7942
8.6
291
medium
afternoon
Wednesday
industrial
TRC00000344
2025-09-29T06:36:00
CUST7887642
6.432986
7.564729
Enugu
ENU-8463
52.9
301
low
morning
Monday
highway
TRC00000345
2025-09-15T06:41:00
CUST3152933
10.573279
7.400884
Kaduna
KAD-8103
45.7
218
low
morning
Monday
commercial
TRC00000346
2025-09-24T12:38:00
CUST2798316
5.440506
5.720388
Warri
WAR-9536
4.1
59
medium
afternoon
Wednesday
industrial
TRC00000347
2025-09-21T00:03:00
CUST7599607
6.239466
5.58189
Benin City
BEN-6178
44.9
275
low
night
Sunday
commercial
TRC00000348
2025-09-17T13:35:00
CUST3887895
5.568324
5.657622
Warri
WAR-9548
0.2
38
medium
afternoon
Wednesday
residential
TRC00000349
2025-09-17T08:58:00
CUST7909967
6.434627
7.484719
Enugu
ENU-5716
13
188
high
morning
Wednesday
industrial
TRC00000350
2025-09-04T07:11:00
CUST4047119
7.423243
3.929251
Ibadan
IBA-5504
17.3
181
high
morning
Thursday
commercial
TRC00000351
2025-09-01T11:18:00
CUST5085501
6.123032
6.803976
Onitsha
ONI-4317
3.9
148
medium
morning
Monday
residential
TRC00000352
2025-09-12T18:56:00
CUST5773668
10.012155
8.832369
Jos
JOS-9888
15.9
339
high
evening
Friday
industrial
TRC00000353
2025-09-20T21:04:00
CUST9407279
6.62422
7.605715
Enugu
ENU-3308
59.5
271
low
evening
Saturday
commercial
TRC00000354
2025-09-26T13:10:00
CUST3930851
8.531854
4.512134
Ilorin
ILO-1821
6.2
206
medium
afternoon
Friday
residential
TRC00000355
2025-09-12T22:56:00
CUST6677509
7.188234
3.388899
Abeokuta
ABE-1937
58.7
261
low
night
Friday
commercial
TRC00000356
2025-09-08T14:57:00
CUST4684219
5.123503
7.274853
Aba
ABA-6597
4
113
medium
afternoon
Monday
commercial
TRC00000357
2025-09-27T02:25:00
CUST8340127
11.988346
8.511078
Kano
KAN-1947
28
244
low
night
Saturday
commercial
TRC00000358
2025-10-01T23:23:00
CUST8225434
4.849182
7.012861
Port Harcourt
POR-8355
59.7
322
low
night
Wednesday
residential
TRC00000359
2025-09-09T07:22:00
CUST6599518
9.150855
7.413636
Abuja
ABU-8015
28.2
91
high
morning
Tuesday
commercial
TRC00000360
2025-09-23T22:55:00
CUST6052018
8.405065
4.631453
Ilorin
ILO-9418
39.7
149
low
night
Tuesday
commercial
TRC00000361
2025-09-15T21:10:00
CUST1895833
7.173236
3.391233
Abeokuta
ABE-5463
47.7
60
low
evening
Monday
highway
TRC00000362
2025-09-19T02:15:00
CUST6128399
6.105458
6.748268
Onitsha
ONI-5150
43.7
312
low
night
Friday
commercial
TRC00000363
2025-09-30T14:33:00
CUST9829908
6.410602
5.61964
Benin City
BEN-5912
9.7
255
medium
afternoon
Tuesday
commercial
TRC00000364
2025-09-28T21:49:00
CUST1278079
8.500314
4.491586
Ilorin
ILO-2153
36.1
341
low
evening
Sunday
residential
TRC00000365
2025-09-17T01:10:00
CUST6507986
12.089933
8.50994
Kano
KAN-8448
46.7
164
low
night
Wednesday
commercial
TRC00000366
2025-09-29T10:07:00
CUST3771507
4.727447
7.065869
Port Harcourt
POR-1680
8.6
168
medium
morning
Monday
industrial
TRC00000367
2025-09-17T23:42:00
CUST7312454
6.263451
6.758713
Onitsha
ONI-6761
13.9
14
low
night
Wednesday
residential
TRC00000368
2025-09-10T17:26:00
CUST2613728
6.528752
3.457231
Lagos
LAG-7222
22.5
233
high
evening
Wednesday
industrial
TRC00000369
2025-09-20T23:33:00
CUST4070748
5.487303
5.675948
Warri
WAR-5448
57.2
203
low
night
Saturday
industrial
TRC00000370
2025-09-02T07:45:00
CUST6405162
5.02206
8.383042
Calabar
CAL-3523
11.9
7
high
morning
Tuesday
commercial
TRC00000371
2025-09-08T14:03:00
CUST5439832
7.080297
3.32991
Abeokuta
ABE-4900
8.7
173
medium
afternoon
Monday
highway
TRC00000372
2025-09-24T17:40:00
CUST4969025
6.53173
7.426883
Enugu
ENU-3489
16.8
2
high
evening
Wednesday
highway
TRC00000373
2025-09-26T14:12:00
CUST1270383
6.210678
6.774701
Onitsha
ONI-5463
8.2
254
medium
afternoon
Friday
highway
TRC00000374
2025-09-04T03:07:00
CUST9965495
6.522544
7.505218
Enugu
ENU-4948
53.6
137
low
night
Thursday
residential
TRC00000375
2025-09-04T14:19:00
CUST3155947
9.083718
7.459092
Abuja
ABU-4810
2.4
254
medium
afternoon
Thursday
highway
TRC00000376
2025-09-26T16:15:00
CUST6037894
7.325757
3.921608
Ibadan
IBA-8310
4.4
16
medium
afternoon
Friday
industrial
TRC00000377
2025-09-09T18:43:00
CUST3738498
4.726266
7.089844
Port Harcourt
POR-1988
12.6
249
high
evening
Tuesday
residential
TRC00000378
2025-09-14T12:12:00
CUST1683258
4.864964
8.364704
Calabar
CAL-7719
0.3
211
medium
afternoon
Sunday
highway
TRC00000379
2025-09-16T08:51:00
CUST1018665
6.619906
7.567484
Enugu
ENU-5781
24.7
207
high
morning
Tuesday
residential
TRC00000380
2025-09-10T21:07:00
CUST6127546
7.399631
3.887703
Ibadan
IBA-8606
41.2
122
low
evening
Wednesday
residential
TRC00000381
2025-09-08T18:29:00
CUST7658166
5.173539
7.42447
Aba
ABA-8864
17.7
278
high
evening
Monday
commercial
TRC00000382
2025-09-16T00:28:00
CUST6830345
4.761948
7.012825
Port Harcourt
POR-5262
32.1
160
low
night
Tuesday
commercial
TRC00000383
2025-09-12T12:43:00
CUST9591651
9.900812
8.891829
Jos
JOS-5445
4.9
333
medium
afternoon
Friday
industrial
TRC00000384
2025-09-27T10:55:00
CUST4451961
6.615647
3.450362
Lagos
LAG-7465
2.2
99
medium
morning
Saturday
highway
TRC00000385
2025-09-30T16:53:00
CUST6490766
8.586423
4.573344
Ilorin
ILO-5484
4.7
198
medium
afternoon
Tuesday
residential
TRC00000386
2025-10-01T22:58:00
CUST8738613
6.240162
6.871185
Onitsha
ONI-9193
51.6
48
low
night
Wednesday
commercial
TRC00000387
2025-09-07T17:30:00
CUST8510002
9.823738
8.972898
Jos
JOS-5971
9.2
301
high
evening
Sunday
industrial
TRC00000388
2025-09-10T06:11:00
CUST2753343
4.787524
6.996023
Port Harcourt
POR-3191
24.7
282
low
morning
Wednesday
industrial
TRC00000389
2025-09-18T21:20:00
CUST6419765
6.494003
3.420395
Lagos
LAG-5835
31.6
168
low
evening
Thursday
residential
TRC00000390
2025-09-07T10:12:00
CUST4679486
8.520988
4.630009
Ilorin
ILO-8509
3.8
194
medium
morning
Sunday
commercial
TRC00000391
2025-09-12T18:52:00
CUST1089069
9.054057
7.361671
Abuja
ABU-4138
18.8
102
high
evening
Friday
residential
TRC00000392
2025-09-23T14:00:00
CUST5839528
6.362474
5.664763
Benin City
BEN-6012
9.7
157
medium
afternoon
Tuesday
commercial
TRC00000393
2025-09-28T17:08:00
CUST2466456
10.00068
8.804632
Jos
JOS-5250
13.8
114
high
evening
Sunday
commercial
TRC00000394
2025-09-17T19:53:00
CUST8481562
6.143871
6.771819
Onitsha
ONI-8704
14.5
212
high
evening
Wednesday
residential
TRC00000395
2025-09-13T13:22:00
CUST8503548
9.948985
8.798553
Jos
JOS-6854
2.4
230
medium
afternoon
Saturday
residential
TRC00000396
2025-10-01T20:18:00
CUST9088351
7.223646
3.353366
Abeokuta
ABE-4270
33.1
279
low
evening
Wednesday
residential
TRC00000397
2025-09-03T02:04:00
CUST4545834
5.083852
7.341306
Aba
ABA-9233
37.5
59
low
night
Wednesday
residential
TRC00000398
2025-09-14T13:52:00
CUST9501437
4.914818
8.375032
Calabar
CAL-1890
3.1
106
medium
afternoon
Sunday
residential
TRC00000399
2025-09-16T01:33:00
CUST2715136
7.211823
3.358034
Abeokuta
ABE-3650
25
254
low
night
Tuesday
commercial
TRC00000400
2025-09-27T14:44:00
CUST8502156
5.190378
7.372895
Aba
ABA-4223
8.6
216
medium
afternoon
Saturday
residential