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
TRC00000101
2025-09-14T02:29:00
CUST9079678
8.462996
4.463134
Ilorin
ILO-2212
53
154
low
night
Sunday
residential
TRC00000102
2025-09-21T20:55:00
CUST2143137
8.524207
4.598984
Ilorin
ILO-3808
23.8
132
low
evening
Sunday
residential
TRC00000103
2025-09-15T15:18:00
CUST8254288
7.233337
3.337841
Abeokuta
ABE-5570
4.1
11
medium
afternoon
Monday
residential
TRC00000104
2025-09-16T06:34:00
CUST2669304
4.732838
7.04491
Port Harcourt
POR-3072
43.6
262
low
morning
Tuesday
residential
TRC00000105
2025-09-23T12:16:00
CUST1207269
6.592078
3.383542
Lagos
LAG-3483
7.3
171
medium
afternoon
Tuesday
residential
TRC00000106
2025-09-08T07:32:00
CUST2233421
8.555855
4.55685
Ilorin
ILO-9685
26.2
196
high
morning
Monday
residential
TRC00000107
2025-09-22T12:55:00
CUST1310062
6.43953
3.391702
Lagos
LAG-4401
2.7
5
medium
afternoon
Monday
commercial
TRC00000108
2025-09-06T07:04:00
CUST6743988
10.010379
8.981752
Jos
JOS-5501
25.3
292
high
morning
Saturday
commercial
TRC00000109
2025-09-07T17:16:00
CUST3929648
6.472819
7.466486
Enugu
ENU-2454
17.8
293
high
evening
Sunday
residential
TRC00000110
2025-09-15T22:57:00
CUST1739706
6.428185
3.391569
Lagos
LAG-8265
31.9
211
low
night
Monday
commercial
TRC00000111
2025-09-12T14:24:00
CUST4417102
4.905931
8.256479
Calabar
CAL-4481
3.4
227
medium
afternoon
Friday
commercial
TRC00000112
2025-09-02T01:05:00
CUST1453113
9.98383
8.954454
Jos
JOS-1707
40.4
186
low
night
Tuesday
residential
TRC00000113
2025-09-26T18:48:00
CUST6797573
6.336624
5.663607
Benin City
BEN-8635
15.4
21
high
evening
Friday
residential
TRC00000114
2025-09-02T06:09:00
CUST6485847
7.051849
3.376015
Abeokuta
ABE-5339
53.5
108
low
morning
Tuesday
residential
TRC00000115
2025-09-04T06:36:00
CUST1277379
9.887381
8.918847
Jos
JOS-4473
13
98
low
morning
Thursday
residential
TRC00000116
2025-09-19T22:31:00
CUST3259476
7.418288
3.984947
Ibadan
IBA-5633
38.4
344
low
night
Friday
residential
TRC00000117
2025-09-30T01:47:00
CUST9106599
7.31851
3.855066
Ibadan
IBA-6613
33.2
120
low
night
Tuesday
industrial
TRC00000118
2025-09-20T10:03:00
CUST5434907
6.612058
3.451668
Lagos
LAG-9424
6.1
38
medium
morning
Saturday
highway
TRC00000119
2025-09-29T06:50:00
CUST7184981
4.986918
8.440506
Calabar
CAL-2786
57
147
low
morning
Monday
residential
TRC00000120
2025-09-25T18:07:00
CUST1293206
6.613165
7.422919
Enugu
ENU-7900
20.6
349
high
evening
Thursday
commercial
TRC00000121
2025-09-30T15:44:00
CUST3479624
6.163894
6.783886
Onitsha
ONI-8988
4.4
84
medium
afternoon
Tuesday
residential
TRC00000122
2025-09-12T15:00:00
CUST5687861
5.213439
7.449408
Aba
ABA-4827
7.8
25
medium
afternoon
Friday
industrial
TRC00000123
2025-09-26T11:37:00
CUST5223833
7.189356
3.341037
Abeokuta
ABE-8465
7.4
263
medium
morning
Friday
residential
TRC00000124
2025-09-17T00:43:00
CUST6614818
9.890822
8.874281
Jos
JOS-4135
33
46
low
night
Wednesday
residential
TRC00000125
2025-10-01T03:25:00
CUST8302834
11.908188
8.643701
Kano
KAN-5955
47
149
low
night
Wednesday
commercial
TRC00000126
2025-09-23T16:37:00
CUST3206782
9.014108
7.428634
Abuja
ABU-7125
3.3
338
medium
afternoon
Tuesday
highway
TRC00000127
2025-09-29T01:58:00
CUST2070981
7.44448
3.869405
Ibadan
IBA-6931
16.7
27
low
night
Monday
commercial
TRC00000128
2025-09-01T03:52:00
CUST8452011
7.376068
4.011918
Ibadan
IBA-7952
55.8
4
low
night
Monday
residential
TRC00000129
2025-09-15T11:25:00
CUST7559183
4.903468
6.985263
Port Harcourt
POR-9277
7.6
180
medium
morning
Monday
residential
TRC00000130
2025-09-30T01:09:00
CUST1752164
8.57717
4.595429
Ilorin
ILO-5607
59.1
136
low
night
Tuesday
residential
TRC00000131
2025-09-15T05:37:00
CUST8350252
4.744635
7.096131
Port Harcourt
POR-8436
12.3
264
low
morning
Monday
commercial
TRC00000132
2025-09-15T12:15:00
CUST6687162
6.101301
6.804172
Onitsha
ONI-6635
9.2
340
medium
afternoon
Monday
highway
TRC00000133
2025-09-18T21:02:00
CUST9142254
6.507262
7.432891
Enugu
ENU-6981
20.2
203
low
evening
Thursday
residential
TRC00000134
2025-09-12T12:05:00
CUST8115507
5.528022
5.746831
Warri
WAR-1579
7.6
73
medium
afternoon
Friday
industrial
TRC00000135
2025-09-19T00:07:00
CUST2345812
5.470072
5.81131
Warri
WAR-1299
58.4
336
low
night
Friday
industrial
TRC00000136
2025-09-21T01:09:00
CUST3788302
6.37295
5.549858
Benin City
BEN-6981
10.5
108
low
night
Sunday
residential
TRC00000137
2025-09-28T15:55:00
CUST4062625
4.982934
8.417186
Calabar
CAL-4489
1.7
138
medium
afternoon
Sunday
residential
TRC00000138
2025-09-20T14:19:00
CUST9063378
7.086066
3.274463
Abeokuta
ABE-5037
9.1
71
medium
afternoon
Saturday
commercial
TRC00000139
2025-09-19T08:50:00
CUST1319089
6.412161
5.574543
Benin City
BEN-2927
29
18
high
morning
Friday
residential
TRC00000140
2025-09-30T20:15:00
CUST4159056
6.125224
6.827228
Onitsha
ONI-5733
55.4
139
low
evening
Tuesday
residential
TRC00000141
2025-10-01T14:56:00
CUST9457036
6.573978
3.316569
Lagos
LAG-6405
9.8
212
medium
afternoon
Wednesday
commercial
TRC00000142
2025-09-30T08:30:00
CUST7292691
7.310987
3.961525
Ibadan
IBA-6219
13.7
161
high
morning
Tuesday
residential
TRC00000143
2025-09-16T02:56:00
CUST2178932
9.86613
8.897588
Jos
JOS-3902
54
121
low
night
Tuesday
commercial
TRC00000144
2025-09-03T16:11:00
CUST3193194
5.092145
7.284176
Aba
ABA-7247
8.3
189
medium
afternoon
Wednesday
residential
TRC00000145
2025-09-29T05:56:00
CUST8865988
5.599881
5.765876
Warri
WAR-3518
57.8
132
low
morning
Monday
residential
TRC00000146
2025-10-01T23:15:00
CUST8256537
5.578941
5.738899
Warri
WAR-4383
29.6
179
low
night
Wednesday
commercial
TRC00000147
2025-09-26T07:07:00
CUST1397076
10.56708
7.36341
Kaduna
KAD-9815
24
37
high
morning
Friday
residential
TRC00000148
2025-09-06T13:01:00
CUST6280922
5.158472
7.367673
Aba
ABA-2464
0.2
83
medium
afternoon
Saturday
commercial
TRC00000149
2025-09-02T13:10:00
CUST2742385
6.529118
7.467457
Enugu
ENU-5236
5.4
298
medium
afternoon
Tuesday
commercial
TRC00000150
2025-09-04T23:07:00
CUST7738068
7.096433
3.332265
Abeokuta
ABE-9738
40.2
292
low
night
Thursday
residential
TRC00000151
2025-09-22T05:17:00
CUST9163892
6.597368
3.281573
Lagos
LAG-1052
26.5
310
low
morning
Monday
commercial
TRC00000152
2025-09-19T23:59:00
CUST8739986
5.167898
7.334063
Aba
ABA-4456
44.8
172
low
night
Friday
commercial
TRC00000153
2025-09-11T14:32:00
CUST1650874
9.074965
7.493216
Abuja
ABU-6495
5.5
357
medium
afternoon
Thursday
commercial
TRC00000154
2025-09-26T02:22:00
CUST6754472
10.481122
7.505591
Kaduna
KAD-3235
48.7
302
low
night
Friday
industrial
TRC00000155
2025-09-08T05:23:00
CUST7078493
8.989958
7.317569
Abuja
ABU-3127
57.3
346
low
morning
Monday
commercial
TRC00000156
2025-09-18T21:25:00
CUST2913175
8.40146
4.463462
Ilorin
ILO-3379
16.8
24
low
evening
Thursday
residential
TRC00000157
2025-09-25T22:17:00
CUST9852802
5.563468
5.721742
Warri
WAR-1335
46.3
282
low
night
Thursday
residential
TRC00000158
2025-09-22T01:50:00
CUST1601106
6.422498
5.698594
Benin City
BEN-3546
40.5
251
low
night
Monday
residential
TRC00000159
2025-09-05T00:04:00
CUST9948642
5.029624
8.275147
Calabar
CAL-5830
57.9
281
low
night
Friday
commercial
TRC00000160
2025-09-10T01:23:00
CUST3083116
5.428638
5.679681
Warri
WAR-8707
23.8
314
low
night
Wednesday
residential
TRC00000161
2025-09-02T07:48:00
CUST2875250
4.894018
8.327262
Calabar
CAL-2287
13.6
274
high
morning
Tuesday
commercial
TRC00000162
2025-09-07T21:21:00
CUST6860076
8.405016
4.583221
Ilorin
ILO-6152
37.7
132
low
evening
Sunday
residential
TRC00000163
2025-09-18T07:23:00
CUST5251903
4.785775
7.118305
Port Harcourt
POR-6862
12.2
289
high
morning
Thursday
commercial
TRC00000164
2025-09-26T23:29:00
CUST4608118
6.533944
7.54678
Enugu
ENU-7681
48.8
267
low
night
Friday
industrial
TRC00000165
2025-09-21T06:10:00
CUST9484525
4.791596
7.017834
Port Harcourt
POR-9073
23.7
94
low
morning
Sunday
commercial
TRC00000166
2025-09-24T11:50:00
CUST9106707
6.280746
5.552924
Benin City
BEN-3247
0.6
163
medium
morning
Wednesday
commercial
TRC00000167
2025-09-28T13:16:00
CUST8517470
4.736714
7.092568
Port Harcourt
POR-6971
0.3
215
medium
afternoon
Sunday
commercial
TRC00000168
2025-09-17T17:44:00
CUST9492773
4.883617
6.966534
Port Harcourt
POR-1400
13.7
183
high
evening
Wednesday
residential
TRC00000169
2025-09-16T23:40:00
CUST5693757
9.854224
8.844686
Jos
JOS-5494
25.8
341
low
night
Tuesday
commercial
TRC00000170
2025-09-19T22:22:00
CUST2885226
6.201221
6.688377
Onitsha
ONI-7657
33.2
294
low
night
Friday
residential
TRC00000171
2025-09-26T08:35:00
CUST3121279
7.141868
3.354512
Abeokuta
ABE-2605
6.4
141
high
morning
Friday
industrial
TRC00000172
2025-09-29T13:16:00
CUST8770836
7.20902
3.282439
Abeokuta
ABE-1962
2.1
171
medium
afternoon
Monday
residential
TRC00000173
2025-09-26T02:39:00
CUST1470843
4.941111
8.388046
Calabar
CAL-9596
28.2
76
low
night
Friday
residential
TRC00000174
2025-09-22T04:41:00
CUST3862224
4.901113
7.140436
Port Harcourt
POR-6836
40.4
62
low
night
Monday
residential
TRC00000175
2025-09-01T23:23:00
CUST2669904
11.965268
8.596894
Kano
KAN-6556
34.5
230
low
night
Monday
highway
TRC00000176
2025-09-15T09:57:00
CUST9939607
6.606223
3.35432
Lagos
LAG-7555
23.5
208
high
morning
Monday
residential
TRC00000177
2025-09-25T20:21:00
CUST1001104
7.419673
3.988858
Ibadan
IBA-5923
31.5
264
low
evening
Thursday
commercial
TRC00000178
2025-09-16T13:43:00
CUST9418984
9.958352
8.880053
Jos
JOS-9767
3.9
236
medium
afternoon
Tuesday
residential
TRC00000179
2025-09-29T04:21:00
CUST3111533
5.577203
5.661698
Warri
WAR-1259
34
201
low
night
Monday
commercial
TRC00000180
2025-09-13T08:49:00
CUST6042774
9.937266
8.807073
Jos
JOS-8487
13.6
179
high
morning
Saturday
residential
TRC00000181
2025-09-11T08:39:00
CUST5207691
6.435129
7.549401
Enugu
ENU-4243
28.4
232
high
morning
Thursday
residential
TRC00000182
2025-09-15T00:25:00
CUST3638454
7.328891
3.917024
Ibadan
IBA-3012
38.1
259
low
night
Monday
commercial
TRC00000183
2025-09-01T10:05:00
CUST9237778
7.476371
3.877332
Ibadan
IBA-2741
1.2
216
medium
morning
Monday
residential
TRC00000184
2025-09-19T05:03:00
CUST1782007
7.193838
3.372405
Abeokuta
ABE-4709
14.1
276
low
morning
Friday
commercial
TRC00000185
2025-09-28T12:50:00
CUST2396506
9.875545
8.972201
Jos
JOS-9015
0.3
348
medium
afternoon
Sunday
commercial
TRC00000186
2025-09-08T20:01:00
CUST5967868
5.545455
5.75744
Warri
WAR-2805
52.2
248
low
evening
Monday
commercial
TRC00000187
2025-09-02T19:01:00
CUST2342197
6.535044
7.522654
Enugu
ENU-5484
17
292
high
evening
Tuesday
highway
TRC00000188
2025-09-16T22:04:00
CUST1279457
7.088852
3.361202
Abeokuta
ABE-2563
57.4
217
low
night
Tuesday
industrial
TRC00000189
2025-09-07T06:51:00
CUST9352579
6.408845
5.574697
Benin City
BEN-3448
55.7
355
low
morning
Sunday
commercial
TRC00000190
2025-09-02T16:54:00
CUST7760350
10.481147
7.468627
Kaduna
KAD-2704
4.3
217
medium
afternoon
Tuesday
highway
TRC00000191
2025-09-02T01:55:00
CUST4599642
12.048922
8.668094
Kano
KAN-6882
39.9
123
low
night
Tuesday
residential
TRC00000192
2025-09-03T04:40:00
CUST8508830
7.437863
4.039466
Ibadan
IBA-9348
47
345
low
night
Wednesday
commercial
TRC00000193
2025-09-26T16:08:00
CUST4767299
6.562036
3.330994
Lagos
LAG-7084
9.3
223
medium
afternoon
Friday
residential
TRC00000194
2025-09-09T18:24:00
CUST8197373
11.991302
8.541581
Kano
KAN-4583
25
43
high
evening
Tuesday
commercial
TRC00000195
2025-09-10T07:49:00
CUST3387623
5.061512
7.364825
Aba
ABA-9883
6.2
233
high
morning
Wednesday
commercial
TRC00000196
2025-09-01T06:05:00
CUST6240429
9.880532
8.812626
Jos
JOS-7324
14
166
low
morning
Monday
residential
TRC00000197
2025-09-11T02:59:00
CUST9737973
6.229969
6.719045
Onitsha
ONI-5037
24.7
281
low
night
Thursday
residential
TRC00000198
2025-09-25T22:47:00
CUST6851960
4.831171
7.079889
Port Harcourt
POR-6497
27.4
28
low
night
Thursday
residential
TRC00000199
2025-09-15T23:22:00
CUST9104155
6.464792
7.428232
Enugu
ENU-9291
15.9
58
low
night
Monday
residential
TRC00000200
2025-09-28T10:44:00
CUST2130586
10.012323
8.801175
Jos
JOS-4286
2.4
346
medium
morning
Sunday
industrial