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
TRC00499901
2025-09-12T18:46:00
CUST3108311
5.07153
7.319365
Aba
ABA-2474
12.4
57
high
evening
Friday
residential
TRC00499902
2025-09-30T17:30:00
CUST9583841
7.209351
3.278748
Abeokuta
ABE-9668
5.7
235
high
evening
Tuesday
highway
TRC00499903
2025-09-27T00:43:00
CUST4921100
8.410028
4.456895
Ilorin
ILO-7520
36.4
266
low
night
Saturday
commercial
TRC00499904
2025-09-17T10:46:00
CUST6538454
4.994889
8.363279
Calabar
CAL-8007
2.1
48
medium
morning
Wednesday
commercial
TRC00499905
2025-09-19T10:46:00
CUST3927091
6.277775
5.542602
Benin City
BEN-2623
0.1
14
medium
morning
Friday
highway
TRC00499906
2025-09-02T03:01:00
CUST9988800
4.891204
7.109497
Port Harcourt
POR-5912
20.4
157
low
night
Tuesday
industrial
TRC00499907
2025-09-30T10:11:00
CUST8966967
6.499545
3.359377
Lagos
LAG-4320
6.8
272
medium
morning
Tuesday
commercial
TRC00499908
2025-09-19T13:10:00
CUST2371993
6.067602
6.695826
Onitsha
ONI-6068
4.6
5
medium
afternoon
Friday
residential
TRC00499909
2025-09-30T08:25:00
CUST5665393
5.459227
5.788731
Warri
WAR-9780
22.8
320
high
morning
Tuesday
residential
TRC00499910
2025-09-08T12:14:00
CUST4182434
4.971245
8.314721
Calabar
CAL-6742
5.1
223
medium
afternoon
Monday
residential
TRC00499911
2025-09-15T23:24:00
CUST2595209
6.280254
5.507653
Benin City
BEN-6219
12.9
254
low
night
Monday
residential
TRC00499912
2025-09-05T07:04:00
CUST4195745
6.447085
3.305025
Lagos
LAG-6062
28
176
high
morning
Friday
residential
TRC00499913
2025-09-04T15:00:00
CUST5680719
8.430977
4.499664
Ilorin
ILO-2114
1.9
17
medium
afternoon
Thursday
residential
TRC00499914
2025-09-05T02:16:00
CUST1303651
5.53735
5.789091
Warri
WAR-5148
41
46
low
night
Friday
commercial
TRC00499915
2025-09-04T12:41:00
CUST9235372
7.233846
3.380143
Abeokuta
ABE-8505
8.9
92
medium
afternoon
Thursday
commercial
TRC00499916
2025-09-27T22:21:00
CUST8461765
10.517642
7.428434
Kaduna
KAD-9330
16
342
low
night
Saturday
industrial
TRC00499917
2025-09-24T00:23:00
CUST5667590
9.113617
7.488061
Abuja
ABU-4670
58.6
333
low
night
Wednesday
commercial
TRC00499918
2025-09-30T17:53:00
CUST1419713
5.427914
5.730044
Warri
WAR-4011
27
119
high
evening
Tuesday
highway
TRC00499919
2025-09-30T16:52:00
CUST4578937
6.178997
6.848331
Onitsha
ONI-8505
4.3
149
medium
afternoon
Tuesday
industrial
TRC00499920
2025-09-23T20:48:00
CUST8195781
7.186622
3.385676
Abeokuta
ABE-8971
43.4
30
low
evening
Tuesday
residential
TRC00499921
2025-09-06T18:57:00
CUST6027368
6.450104
7.498175
Enugu
ENU-9134
23.7
233
high
evening
Saturday
industrial
TRC00499922
2025-09-18T11:58:00
CUST7598398
6.469991
3.36845
Lagos
LAG-8035
8.6
221
medium
morning
Thursday
commercial
TRC00499923
2025-09-27T02:15:00
CUST4011392
11.90242
8.620033
Kano
KAN-5702
15.8
132
low
night
Saturday
residential
TRC00499924
2025-09-14T18:49:00
CUST9979565
6.246694
5.64294
Benin City
BEN-8649
17.2
32
high
evening
Sunday
commercial
TRC00499925
2025-09-23T06:06:00
CUST6427783
11.922486
8.690311
Kano
KAN-6512
16.8
97
low
morning
Tuesday
residential
TRC00499926
2025-09-23T15:12:00
CUST8985688
5.210694
7.429039
Aba
ABA-1329
2
99
medium
afternoon
Tuesday
residential
TRC00499927
2025-09-24T07:46:00
CUST1813388
6.377645
5.599312
Benin City
BEN-8109
24.3
168
high
morning
Wednesday
commercial
TRC00499928
2025-09-06T17:57:00
CUST1931447
6.465614
7.432394
Enugu
ENU-8916
13.2
246
high
evening
Saturday
residential
TRC00499929
2025-09-05T13:15:00
CUST2911029
5.02664
7.423702
Aba
ABA-8878
9
228
medium
afternoon
Friday
commercial
TRC00499930
2025-09-13T21:43:00
CUST5796969
12.084677
8.632018
Kano
KAN-5686
59
10
low
evening
Saturday
residential
TRC00499931
2025-09-11T02:00:00
CUST2238094
10.464028
7.44377
Kaduna
KAD-7299
21.6
357
low
night
Thursday
commercial
TRC00499932
2025-09-13T11:32:00
CUST5724915
6.5215
7.442165
Enugu
ENU-1110
4.3
293
medium
morning
Saturday
highway
TRC00499933
2025-09-25T20:05:00
CUST6495240
5.046078
7.318577
Aba
ABA-6537
52.4
95
low
evening
Thursday
commercial
TRC00499934
2025-09-18T05:41:00
CUST8627772
12.018542
8.680132
Kano
KAN-4635
32.3
166
low
morning
Thursday
commercial
TRC00499935
2025-09-28T23:19:00
CUST4227185
6.503276
3.338043
Lagos
LAG-1332
31.1
46
low
night
Sunday
residential
TRC00499936
2025-09-06T17:29:00
CUST8695922
5.127382
7.385478
Aba
ABA-9053
5.9
62
high
evening
Saturday
residential
TRC00499937
2025-09-29T00:27:00
CUST2336051
6.169545
6.792894
Onitsha
ONI-1270
58.5
10
low
night
Monday
commercial
TRC00499938
2025-09-23T20:43:00
CUST9566918
4.73671
7.052753
Port Harcourt
POR-5784
35.8
137
low
evening
Tuesday
residential
TRC00499939
2025-09-16T22:47:00
CUST6235375
4.977738
8.256044
Calabar
CAL-5540
57.7
53
low
night
Tuesday
highway
TRC00499940
2025-09-10T10:03:00
CUST6638234
11.947773
8.620774
Kano
KAN-5929
3.4
52
medium
morning
Wednesday
residential
TRC00499941
2025-09-14T11:35:00
CUST8380809
8.988681
7.342505
Abuja
ABU-5933
2.3
196
medium
morning
Sunday
industrial
TRC00499942
2025-09-07T15:31:00
CUST5283533
8.467568
4.612972
Ilorin
ILO-1853
4.5
288
medium
afternoon
Sunday
residential
TRC00499943
2025-09-15T15:28:00
CUST6024992
9.962793
8.795398
Jos
JOS-3106
5.6
136
medium
afternoon
Monday
residential
TRC00499944
2025-09-02T20:25:00
CUST6079842
7.142901
3.421731
Abeokuta
ABE-4044
14.8
110
low
evening
Tuesday
residential
TRC00499945
2025-09-22T11:32:00
CUST2654650
4.870828
7.093564
Port Harcourt
POR-1829
4.6
180
medium
morning
Monday
residential
TRC00499946
2025-09-17T01:57:00
CUST8191055
10.43404
7.323129
Kaduna
KAD-5686
34.4
295
low
night
Wednesday
commercial
TRC00499947
2025-09-12T10:26:00
CUST3984516
9.867036
8.814772
Jos
JOS-2099
7.4
122
medium
morning
Friday
highway
TRC00499948
2025-09-10T14:08:00
CUST5319088
4.907681
8.308603
Calabar
CAL-6157
1.1
0
medium
afternoon
Wednesday
residential
TRC00499949
2025-09-11T04:58:00
CUST4409647
5.019306
7.303827
Aba
ABA-7057
19.8
182
low
night
Thursday
residential
TRC00499950
2025-09-18T06:04:00
CUST3364645
4.773357
7.067391
Port Harcourt
POR-4513
47.5
0
low
morning
Thursday
residential
TRC00499951
2025-09-02T13:07:00
CUST4878612
6.610447
3.384579
Lagos
LAG-5685
1.2
296
medium
afternoon
Tuesday
commercial
TRC00499952
2025-09-30T17:23:00
CUST7058186
5.117754
7.436743
Aba
ABA-7876
11
131
high
evening
Tuesday
residential
TRC00499953
2025-09-28T22:03:00
CUST9344193
7.458306
3.878089
Ibadan
IBA-5684
45.2
129
low
night
Sunday
commercial
TRC00499954
2025-09-25T11:16:00
CUST6467190
6.180599
6.762504
Onitsha
ONI-5875
8
58
medium
morning
Thursday
industrial
TRC00499955
2025-09-03T01:20:00
CUST7300495
4.944113
8.340394
Calabar
CAL-5282
41.8
247
low
night
Wednesday
residential
TRC00499956
2025-09-15T08:43:00
CUST9188382
9.999973
8.952682
Jos
JOS-4857
17.5
341
high
morning
Monday
commercial
TRC00499957
2025-09-22T17:20:00
CUST8022741
7.408922
3.863132
Ibadan
IBA-8405
18
268
high
evening
Monday
commercial
TRC00499958
2025-09-20T09:58:00
CUST3286498
6.541542
3.366122
Lagos
LAG-4677
8.9
322
high
morning
Saturday
commercial
TRC00499959
2025-09-19T07:55:00
CUST4677314
6.465397
7.465287
Enugu
ENU-1177
26.8
145
high
morning
Friday
commercial
TRC00499960
2025-09-22T03:00:00
CUST3688855
8.441946
4.620485
Ilorin
ILO-6525
22.8
273
low
night
Monday
residential
TRC00499961
2025-09-21T07:21:00
CUST8834631
6.129201
6.739632
Onitsha
ONI-2916
9.7
54
high
morning
Sunday
commercial
TRC00499962
2025-09-05T03:10:00
CUST3556404
4.999325
8.420639
Calabar
CAL-8684
41.4
5
low
night
Friday
commercial
TRC00499963
2025-09-16T10:44:00
CUST1705756
6.479219
7.522609
Enugu
ENU-8006
1.8
58
medium
morning
Tuesday
residential
TRC00499964
2025-09-18T10:46:00
CUST8455597
6.324964
5.700977
Benin City
BEN-3859
7.2
98
medium
morning
Thursday
highway
TRC00499965
2025-09-24T19:37:00
CUST9693474
4.903654
8.308336
Calabar
CAL-1997
12.6
229
high
evening
Wednesday
residential
TRC00499966
2025-09-05T17:16:00
CUST3073803
6.119911
6.713196
Onitsha
ONI-1547
20.2
305
high
evening
Friday
industrial
TRC00499967
2025-09-29T21:29:00
CUST5517877
4.858296
8.412342
Calabar
CAL-8106
24.2
352
low
evening
Monday
highway
TRC00499968
2025-09-23T04:00:00
CUST7291700
5.600062
5.808401
Warri
WAR-6029
11.5
139
low
night
Tuesday
industrial
TRC00499969
2025-09-16T17:43:00
CUST7260026
11.91419
8.625062
Kano
KAN-5803
7
74
high
evening
Tuesday
commercial
TRC00499970
2025-09-17T02:03:00
CUST9929033
5.048125
8.259881
Calabar
CAL-2622
34.7
7
low
night
Wednesday
residential
TRC00499971
2025-09-06T23:53:00
CUST4183517
9.997767
8.980535
Jos
JOS-9219
31.5
38
low
night
Saturday
industrial
TRC00499972
2025-09-18T11:59:00
CUST1952077
10.536133
7.49053
Kaduna
KAD-2219
3.6
236
medium
morning
Thursday
industrial
TRC00499973
2025-09-18T07:00:00
CUST8357321
6.419261
5.639744
Benin City
BEN-7287
16.4
224
high
morning
Thursday
industrial
TRC00499974
2025-09-01T16:43:00
CUST1341765
7.175156
3.269438
Abeokuta
ABE-2629
9.4
190
medium
afternoon
Monday
commercial
TRC00499975
2025-09-25T02:08:00
CUST4336972
10.514284
7.420349
Kaduna
KAD-7352
38.7
82
low
night
Thursday
residential
TRC00499976
2025-09-11T11:18:00
CUST3629332
5.479875
5.65981
Warri
WAR-7142
7.1
49
medium
morning
Thursday
residential
TRC00499977
2025-09-23T03:57:00
CUST2382234
7.083742
3.347453
Abeokuta
ABE-1636
59.3
97
low
night
Tuesday
industrial
TRC00499978
2025-09-11T11:05:00
CUST8397768
6.478802
7.436818
Enugu
ENU-6228
1.1
335
medium
morning
Thursday
commercial
TRC00499979
2025-09-10T11:13:00
CUST2416600
10.507206
7.49307
Kaduna
KAD-5812
2.2
301
medium
morning
Wednesday
industrial
TRC00499980
2025-09-25T08:11:00
CUST1882338
8.434279
4.464322
Ilorin
ILO-6304
24.7
11
high
morning
Thursday
residential
TRC00499981
2025-09-10T04:55:00
CUST8751328
6.358755
5.668237
Benin City
BEN-3012
55.7
299
low
night
Wednesday
residential
TRC00499982
2025-09-20T12:01:00
CUST2347439
5.200114
7.26692
Aba
ABA-3693
7.1
18
medium
afternoon
Saturday
residential
TRC00499983
2025-09-05T17:33:00
CUST3670174
7.120907
3.279538
Abeokuta
ABE-3341
13.8
121
high
evening
Friday
industrial
TRC00499984
2025-09-30T07:15:00
CUST2276679
11.905784
8.531676
Kano
KAN-9566
17.2
42
high
morning
Tuesday
commercial
TRC00499985
2025-09-24T15:30:00
CUST6215084
6.089654
6.775245
Onitsha
ONI-3705
1.3
280
medium
afternoon
Wednesday
residential
TRC00499986
2025-09-24T19:19:00
CUST1593120
6.388846
5.682715
Benin City
BEN-1262
20.8
285
high
evening
Wednesday
residential
TRC00499987
2025-09-11T19:03:00
CUST9977173
6.506765
7.609294
Enugu
ENU-4073
30
99
high
evening
Thursday
commercial
TRC00499988
2025-09-04T13:35:00
CUST2972744
8.586935
4.508344
Ilorin
ILO-4629
9.2
276
medium
afternoon
Thursday
commercial
TRC00499989
2025-09-17T12:38:00
CUST6165512
6.242073
5.539372
Benin City
BEN-2905
9.6
235
medium
afternoon
Wednesday
highway
TRC00499990
2025-09-16T09:51:00
CUST8555127
11.967911
8.558167
Kano
KAN-2471
5.8
320
high
morning
Tuesday
residential
TRC00499991
2025-09-24T21:32:00
CUST1800774
7.136227
3.451232
Abeokuta
ABE-3416
35.4
275
low
evening
Wednesday
residential
TRC00499992
2025-09-01T10:18:00
CUST3911809
9.893873
8.795833
Jos
JOS-4011
0.2
248
medium
morning
Monday
residential
TRC00499993
2025-09-23T11:31:00
CUST4451582
4.791287
7.134641
Port Harcourt
POR-6842
4.8
224
medium
morning
Tuesday
industrial
TRC00499994
2025-09-17T00:52:00
CUST1285681
5.053743
7.460205
Aba
ABA-2827
14.1
264
low
night
Wednesday
industrial
TRC00499995
2025-09-17T13:29:00
CUST4272751
7.324441
3.943979
Ibadan
IBA-7464
2
203
medium
afternoon
Wednesday
commercial
TRC00499996
2025-09-24T02:22:00
CUST2235443
7.420274
4.023015
Ibadan
IBA-1326
26.3
202
low
night
Wednesday
commercial
TRC00499997
2025-09-27T01:02:00
CUST6337380
6.210698
6.714526
Onitsha
ONI-8720
36.5
59
low
night
Saturday
commercial
TRC00499998
2025-09-24T06:13:00
CUST7222035
9.940435
8.872433
Jos
JOS-5542
22.2
343
low
morning
Wednesday
industrial
TRC00499999
2025-09-16T02:06:00
CUST5825296
12.044867
8.605496
Kano
KAN-5372
27
346
low
night
Tuesday
highway
TRC00500000
2025-09-30T21:16:00
CUST6051607
7.445551
3.961332
Ibadan
IBA-7252
20.5
79
low
evening
Tuesday
residential