Amon Dîn
Collection
A collection of datasets from the Nigerian Telecommunications Sector
•
34 items
•
Updated
•
1
session_id
stringlengths 11
11
| timestamp
timestamp[ns]date 2025-09-01 00:00:01
2025-10-01 23:59:54
| application
stringclasses 7
values | city
stringclasses 3
values | tower_id
stringlengths 8
8
| latency_ms
float64 1
15
| jitter_ms
float64 0.1
5
| packet_loss_percent
float64 0
0.5
| throughput_mbps
float64 50
500
| session_duration_seconds
int64 60
7.2k
| qos_met
bool 2
classes | operator
stringclasses 4
values | device_type
stringclasses 4
values |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
ULL00000001
| 2025-09-28T10:24:48
|
ar_vr_gaming
|
Abuja
|
ABU-7937
| 8.53
| 2.68
| 0.139
| 381.72
| 4,549
| true
|
MTN
|
iot_device
|
ULL00000002
| 2025-09-30T15:12:57
|
autonomous_driving
|
Port Harcourt
|
POR-7753
| 2.8
| 0.26
| 0.025
| 87.31
| 2,792
| true
|
Glo
|
iot_device
|
ULL00000003
| 2025-09-21T07:56:42
|
industrial_robotics
|
Lagos
|
LAG-6023
| 1.3
| 0.67
| 0.016
| 144.03
| 495
| true
|
Glo
|
vehicle
|
ULL00000004
| 2025-09-10T10:39:31
|
autonomous_driving
|
Lagos
|
LAG-4484
| 2.26
| 0.31
| 0.083
| 197.76
| 1,175
| true
|
Airtel
|
smartphone
|
ULL00000005
| 2025-09-10T22:20:38
|
telemedicine
|
Lagos
|
LAG-5629
| 14.76
| 1.13
| 0.376
| 287.7
| 4,785
| false
|
MTN
|
iot_device
|
ULL00000006
| 2025-09-20T00:30:52
|
ar_vr_gaming
|
Port Harcourt
|
POR-9002
| 11.77
| 2.73
| 0.173
| 250.43
| 5,988
| false
|
MTN
|
iot_device
|
ULL00000007
| 2025-09-22T10:05:02
|
telemedicine
|
Port Harcourt
|
POR-3485
| 12.4
| 3.18
| 0.473
| 263.33
| 5,863
| false
|
Glo
|
industrial_equipment
|
ULL00000008
| 2025-09-04T18:43:30
|
drone_control
|
Abuja
|
ABU-5867
| 12.1
| 4.57
| 0.306
| 185.02
| 6,140
| false
|
MTN
|
smartphone
|
ULL00000009
| 2025-09-19T11:33:42
|
autonomous_driving
|
Abuja
|
ABU-9141
| 1.91
| 0.12
| 0.048
| 284.54
| 5,808
| true
|
Airtel
|
smartphone
|
ULL00000010
| 2025-09-18T16:53:02
|
industrial_robotics
|
Abuja
|
ABU-5430
| 3.93
| 0.2
| 0.008
| 359.47
| 6,232
| true
|
MTN
|
smartphone
|
ULL00000011
| 2025-09-23T03:45:24
|
remote_surgery
|
Abuja
|
ABU-9401
| 3.88
| 0.5
| 0.061
| 50.03
| 4,306
| true
|
Airtel
|
vehicle
|
ULL00000012
| 2025-09-08T08:02:21
|
autonomous_driving
|
Abuja
|
ABU-9565
| 4.13
| 0.58
| 0.02
| 103.85
| 1,503
| true
|
MTN
|
industrial_equipment
|
ULL00000013
| 2025-09-30T05:49:56
|
remote_surgery
|
Abuja
|
ABU-6658
| 3.44
| 0.4
| 0.061
| 96.22
| 4,684
| true
|
MTN
|
smartphone
|
ULL00000014
| 2025-09-19T23:36:50
|
remote_surgery
|
Abuja
|
ABU-4038
| 2.32
| 0.86
| 0.044
| 260.82
| 3,689
| true
|
Airtel
|
iot_device
|
ULL00000015
| 2025-09-20T12:10:45
|
autonomous_driving
|
Abuja
|
ABU-6513
| 1.05
| 0.5
| 0.079
| 111.66
| 2,671
| true
|
MTN
|
industrial_equipment
|
ULL00000016
| 2025-09-11T20:23:26
|
industrial_robotics
|
Abuja
|
ABU-9047
| 2.51
| 0.33
| 0.064
| 142.25
| 2,321
| true
|
Glo
|
iot_device
|
ULL00000017
| 2025-09-26T07:17:26
|
ar_vr_gaming
|
Lagos
|
LAG-9922
| 8.28
| 3.7
| 0.018
| 329.99
| 4,143
| true
|
9mobile
|
iot_device
|
ULL00000018
| 2025-09-29T13:11:55
|
autonomous_driving
|
Lagos
|
LAG-1866
| 2.11
| 0.21
| 0.071
| 283.09
| 637
| true
|
Glo
|
smartphone
|
ULL00000019
| 2025-09-04T06:02:36
|
telemedicine
|
Lagos
|
LAG-7215
| 6.83
| 4.86
| 0.462
| 393.88
| 879
| true
|
Glo
|
vehicle
|
ULL00000020
| 2025-09-04T07:17:47
|
telemedicine
|
Port Harcourt
|
POR-5851
| 12.62
| 1.2
| 0.103
| 359.18
| 3,820
| false
|
9mobile
|
iot_device
|
ULL00000021
| 2025-09-30T17:21:59
|
remote_surgery
|
Lagos
|
LAG-6630
| 4.98
| 0.84
| 0.053
| 283.1
| 909
| true
|
9mobile
|
smartphone
|
ULL00000022
| 2025-09-28T08:56:38
|
industrial_robotics
|
Lagos
|
LAG-8994
| 2.59
| 0.62
| 0.094
| 178.62
| 5,616
| true
|
9mobile
|
vehicle
|
ULL00000023
| 2025-09-04T22:03:57
|
telemedicine
|
Port Harcourt
|
POR-8977
| 10.7
| 1.36
| 0.417
| 396.49
| 6,960
| false
|
Glo
|
industrial_equipment
|
ULL00000024
| 2025-09-15T06:54:17
|
drone_control
|
Port Harcourt
|
POR-2438
| 9.71
| 3.98
| 0.132
| 284.02
| 4,441
| true
|
Glo
|
vehicle
|
ULL00000025
| 2025-09-11T22:25:31
|
telemedicine
|
Lagos
|
LAG-9800
| 9.17
| 3.27
| 0.33
| 354.08
| 70
| true
|
Airtel
|
iot_device
|
ULL00000026
| 2025-09-08T14:37:51
|
ar_vr_gaming
|
Port Harcourt
|
POR-2416
| 6.57
| 3.94
| 0.339
| 442.94
| 4,660
| true
|
MTN
|
smartphone
|
ULL00000027
| 2025-09-13T07:03:39
|
industrial_robotics
|
Abuja
|
ABU-8219
| 4.74
| 0.37
| 0.004
| 475
| 2,365
| true
|
MTN
|
smartphone
|
ULL00000028
| 2025-09-07T05:43:20
|
remote_surgery
|
Abuja
|
ABU-6828
| 3.29
| 0.33
| 0.054
| 476.87
| 7,069
| true
|
Airtel
|
industrial_equipment
|
ULL00000029
| 2025-09-21T16:23:02
|
drone_control
|
Port Harcourt
|
POR-7157
| 8.95
| 4.85
| 0.18
| 372.13
| 1,658
| true
|
Glo
|
industrial_equipment
|
ULL00000030
| 2025-09-02T05:24:16
|
drone_control
|
Abuja
|
ABU-5732
| 5.47
| 1.12
| 0.258
| 251.76
| 5,469
| true
|
Airtel
|
smartphone
|
ULL00000031
| 2025-09-14T10:51:13
|
real_time_trading
|
Lagos
|
LAG-2415
| 11.93
| 1.12
| 0.42
| 162.66
| 4,262
| false
|
Glo
|
iot_device
|
ULL00000032
| 2025-09-26T22:21:49
|
drone_control
|
Lagos
|
LAG-4316
| 14.66
| 4.28
| 0.154
| 259.02
| 6,749
| false
|
Glo
|
smartphone
|
ULL00000033
| 2025-09-15T13:42:05
|
autonomous_driving
|
Port Harcourt
|
POR-9698
| 2.65
| 0.7
| 0.062
| 471.01
| 6,635
| true
|
MTN
|
vehicle
|
ULL00000034
| 2025-09-19T12:58:38
|
ar_vr_gaming
|
Port Harcourt
|
POR-1514
| 6.54
| 4.95
| 0.37
| 287.72
| 357
| true
|
9mobile
|
smartphone
|
ULL00000035
| 2025-09-30T06:35:20
|
ar_vr_gaming
|
Port Harcourt
|
POR-4116
| 9.51
| 4.21
| 0.3
| 377.98
| 1,873
| true
|
9mobile
|
smartphone
|
ULL00000036
| 2025-09-13T04:07:40
|
ar_vr_gaming
|
Lagos
|
LAG-3164
| 11.6
| 2.63
| 0.154
| 423.25
| 5,779
| false
|
9mobile
|
iot_device
|
ULL00000037
| 2025-09-27T05:48:12
|
industrial_robotics
|
Port Harcourt
|
POR-6123
| 4.41
| 0.21
| 0.014
| 178.53
| 6,454
| true
|
MTN
|
smartphone
|
ULL00000038
| 2025-09-18T14:12:06
|
ar_vr_gaming
|
Port Harcourt
|
POR-2030
| 7.79
| 4.94
| 0.007
| 348.06
| 6,934
| true
|
Airtel
|
vehicle
|
ULL00000039
| 2025-09-17T05:07:17
|
industrial_robotics
|
Port Harcourt
|
POR-4273
| 2.19
| 0.35
| 0.039
| 183.73
| 1,390
| true
|
Airtel
|
industrial_equipment
|
ULL00000040
| 2025-09-05T03:38:45
|
autonomous_driving
|
Abuja
|
ABU-7833
| 2.39
| 0.4
| 0.044
| 167.36
| 2,317
| true
|
Airtel
|
vehicle
|
ULL00000041
| 2025-09-14T14:11:53
|
telemedicine
|
Port Harcourt
|
POR-7547
| 9
| 4.35
| 0.488
| 207.32
| 6,132
| true
|
MTN
|
smartphone
|
ULL00000042
| 2025-09-21T05:28:43
|
ar_vr_gaming
|
Abuja
|
ABU-7318
| 6.73
| 4.44
| 0.467
| 167.68
| 4,488
| true
|
MTN
|
iot_device
|
ULL00000043
| 2025-09-16T09:07:55
|
real_time_trading
|
Lagos
|
LAG-2773
| 14.99
| 2.95
| 0.361
| 223.24
| 843
| false
|
Airtel
|
iot_device
|
ULL00000044
| 2025-09-24T15:13:52
|
remote_surgery
|
Abuja
|
ABU-7282
| 3.35
| 0.58
| 0.042
| 364.43
| 4,169
| true
|
Airtel
|
smartphone
|
ULL00000045
| 2025-09-29T15:52:00
|
remote_surgery
|
Abuja
|
ABU-2238
| 3.69
| 0.67
| 0.073
| 362.78
| 6,603
| true
|
9mobile
|
vehicle
|
ULL00000046
| 2025-09-30T00:12:42
|
real_time_trading
|
Lagos
|
LAG-6604
| 7.81
| 1.68
| 0.384
| 470.18
| 2,639
| true
|
Airtel
|
industrial_equipment
|
ULL00000047
| 2025-09-17T09:23:23
|
remote_surgery
|
Abuja
|
ABU-3614
| 3.15
| 0.72
| 0.014
| 178.94
| 5,359
| true
|
Airtel
|
iot_device
|
ULL00000048
| 2025-09-04T08:50:38
|
drone_control
|
Abuja
|
ABU-9484
| 9.75
| 1.82
| 0.061
| 258.8
| 2,487
| true
|
Airtel
|
iot_device
|
ULL00000049
| 2025-09-01T14:22:45
|
ar_vr_gaming
|
Abuja
|
ABU-1939
| 5.82
| 4.45
| 0.018
| 108.06
| 6,768
| true
|
Glo
|
iot_device
|
ULL00000050
| 2025-09-12T00:59:25
|
telemedicine
|
Lagos
|
LAG-6057
| 14.59
| 4.9
| 0.272
| 287.44
| 4,256
| false
|
MTN
|
iot_device
|
ULL00000051
| 2025-09-04T14:27:57
|
ar_vr_gaming
|
Abuja
|
ABU-8721
| 12.83
| 4.31
| 0.209
| 183.63
| 3,539
| false
|
MTN
|
vehicle
|
ULL00000052
| 2025-09-15T06:50:32
|
industrial_robotics
|
Abuja
|
ABU-9643
| 1.63
| 0.28
| 0.093
| 320.39
| 2,179
| true
|
MTN
|
smartphone
|
ULL00000053
| 2025-09-18T01:05:04
|
remote_surgery
|
Lagos
|
LAG-6196
| 3.12
| 0.16
| 0.028
| 253.03
| 2,028
| true
|
Airtel
|
industrial_equipment
|
ULL00000054
| 2025-09-29T22:53:34
|
real_time_trading
|
Port Harcourt
|
POR-6691
| 11.72
| 2.6
| 0.488
| 216.71
| 3,568
| false
|
Airtel
|
smartphone
|
ULL00000055
| 2025-09-18T11:01:03
|
telemedicine
|
Port Harcourt
|
POR-8639
| 12.59
| 1.44
| 0.435
| 451.88
| 1,342
| false
|
MTN
|
smartphone
|
ULL00000056
| 2025-09-13T07:30:37
|
industrial_robotics
|
Lagos
|
LAG-4469
| 3.88
| 0.74
| 0.065
| 410.14
| 4,424
| true
|
9mobile
|
iot_device
|
ULL00000057
| 2025-10-01T01:27:52
|
remote_surgery
|
Lagos
|
LAG-5674
| 2.61
| 0.44
| 0.056
| 246.41
| 2,017
| true
|
9mobile
|
industrial_equipment
|
ULL00000058
| 2025-09-13T11:09:25
|
drone_control
|
Lagos
|
LAG-8697
| 7.41
| 3.44
| 0.379
| 406.47
| 5,100
| true
|
Glo
|
smartphone
|
ULL00000059
| 2025-09-22T13:10:32
|
ar_vr_gaming
|
Lagos
|
LAG-8478
| 8.59
| 2.23
| 0.444
| 150.17
| 4,248
| true
|
MTN
|
industrial_equipment
|
ULL00000060
| 2025-09-04T05:31:27
|
autonomous_driving
|
Abuja
|
ABU-7168
| 1.68
| 0.84
| 0.057
| 305.22
| 2,085
| true
|
Glo
|
smartphone
|
ULL00000061
| 2025-09-28T00:02:44
|
remote_surgery
|
Lagos
|
LAG-3768
| 3.46
| 0.81
| 0.08
| 354.77
| 1,718
| true
|
MTN
|
iot_device
|
ULL00000062
| 2025-09-07T21:51:30
|
autonomous_driving
|
Port Harcourt
|
POR-8767
| 2.95
| 0.81
| 0.042
| 435.48
| 217
| true
|
Glo
|
smartphone
|
ULL00000063
| 2025-09-27T01:29:26
|
ar_vr_gaming
|
Lagos
|
LAG-2879
| 7.06
| 4.7
| 0.199
| 99.85
| 4,693
| true
|
MTN
|
industrial_equipment
|
ULL00000064
| 2025-09-26T13:17:34
|
drone_control
|
Port Harcourt
|
POR-7177
| 11.42
| 1.23
| 0.215
| 411
| 4,232
| false
|
Glo
|
industrial_equipment
|
ULL00000065
| 2025-09-21T09:01:33
|
drone_control
|
Abuja
|
ABU-5720
| 8.32
| 4.83
| 0.284
| 300.6
| 1,372
| true
|
MTN
|
vehicle
|
ULL00000066
| 2025-09-04T11:22:58
|
remote_surgery
|
Abuja
|
ABU-5583
| 3.86
| 0.67
| 0.01
| 255.51
| 232
| true
|
Airtel
|
iot_device
|
ULL00000067
| 2025-09-03T18:22:00
|
autonomous_driving
|
Abuja
|
ABU-3378
| 3.31
| 0.69
| 0.013
| 399.26
| 5,045
| true
|
9mobile
|
iot_device
|
ULL00000068
| 2025-09-22T06:33:08
|
remote_surgery
|
Lagos
|
LAG-6801
| 3.62
| 0.12
| 0.021
| 98.32
| 5,326
| true
|
9mobile
|
smartphone
|
ULL00000069
| 2025-09-19T06:41:59
|
ar_vr_gaming
|
Abuja
|
ABU-7454
| 8.57
| 4.53
| 0.006
| 199.8
| 4,784
| true
|
9mobile
|
industrial_equipment
|
ULL00000070
| 2025-09-05T19:29:25
|
ar_vr_gaming
|
Port Harcourt
|
POR-4900
| 6.99
| 2.96
| 0.119
| 496.93
| 2,000
| true
|
9mobile
|
industrial_equipment
|
ULL00000071
| 2025-10-01T16:46:07
|
industrial_robotics
|
Port Harcourt
|
POR-7470
| 2.23
| 0.94
| 0.004
| 173.82
| 4,077
| true
|
9mobile
|
industrial_equipment
|
ULL00000072
| 2025-09-28T23:42:24
|
industrial_robotics
|
Abuja
|
ABU-9699
| 1.96
| 0.75
| 0.051
| 253.82
| 1,850
| true
|
MTN
|
industrial_equipment
|
ULL00000073
| 2025-09-11T10:26:55
|
remote_surgery
|
Lagos
|
LAG-4866
| 3.65
| 0.9
| 0.026
| 228.87
| 2,739
| true
|
9mobile
|
smartphone
|
ULL00000074
| 2025-09-02T09:34:58
|
industrial_robotics
|
Port Harcourt
|
POR-8599
| 1.86
| 0.89
| 0.073
| 345.26
| 5,683
| true
|
9mobile
|
smartphone
|
ULL00000075
| 2025-09-14T04:28:27
|
ar_vr_gaming
|
Abuja
|
ABU-2071
| 6.37
| 4.43
| 0.168
| 157.58
| 3,921
| true
|
MTN
|
smartphone
|
ULL00000076
| 2025-09-02T15:01:21
|
real_time_trading
|
Abuja
|
ABU-4984
| 6.96
| 1.18
| 0.239
| 225.03
| 5,675
| true
|
Airtel
|
smartphone
|
ULL00000077
| 2025-09-08T16:46:28
|
ar_vr_gaming
|
Lagos
|
LAG-1842
| 14.14
| 1.52
| 0.207
| 244.95
| 4,878
| false
|
Glo
|
smartphone
|
ULL00000078
| 2025-09-14T05:41:50
|
remote_surgery
|
Abuja
|
ABU-9554
| 4.31
| 0.72
| 0.086
| 316.75
| 6,155
| true
|
Glo
|
smartphone
|
ULL00000079
| 2025-09-09T17:20:52
|
industrial_robotics
|
Port Harcourt
|
POR-6884
| 1.18
| 0.91
| 0.098
| 494.27
| 925
| true
|
Airtel
|
iot_device
|
ULL00000080
| 2025-09-21T09:02:41
|
telemedicine
|
Abuja
|
ABU-8545
| 11.6
| 1.25
| 0.459
| 360.03
| 814
| false
|
Glo
|
smartphone
|
ULL00000081
| 2025-09-13T09:44:08
|
telemedicine
|
Port Harcourt
|
POR-7823
| 8.72
| 2.82
| 0.095
| 319.64
| 813
| true
|
9mobile
|
smartphone
|
ULL00000082
| 2025-09-26T11:49:06
|
industrial_robotics
|
Port Harcourt
|
POR-1646
| 2.14
| 0.59
| 0.071
| 212.37
| 7,065
| true
|
Airtel
|
smartphone
|
ULL00000083
| 2025-09-03T20:35:46
|
ar_vr_gaming
|
Lagos
|
LAG-2140
| 10.32
| 1.19
| 0.264
| 284.92
| 4,433
| false
|
9mobile
|
iot_device
|
ULL00000084
| 2025-09-06T06:34:30
|
industrial_robotics
|
Port Harcourt
|
POR-6340
| 1.28
| 0.92
| 0.07
| 261.83
| 6,856
| true
|
Glo
|
industrial_equipment
|
ULL00000085
| 2025-09-27T05:48:11
|
remote_surgery
|
Abuja
|
ABU-7142
| 3.98
| 0.25
| 0.067
| 300.85
| 3,936
| true
|
Glo
|
smartphone
|
ULL00000086
| 2025-09-14T23:56:20
|
telemedicine
|
Lagos
|
LAG-1924
| 5.13
| 4.84
| 0.113
| 392.09
| 1,973
| true
|
Glo
|
iot_device
|
ULL00000087
| 2025-09-14T19:36:28
|
autonomous_driving
|
Lagos
|
LAG-9066
| 3.04
| 0.11
| 0.065
| 437.6
| 1,209
| true
|
9mobile
|
smartphone
|
ULL00000088
| 2025-09-06T03:40:54
|
telemedicine
|
Port Harcourt
|
POR-3698
| 13.07
| 4.85
| 0.317
| 477.96
| 3,539
| false
|
9mobile
|
smartphone
|
ULL00000089
| 2025-09-09T11:46:06
|
autonomous_driving
|
Abuja
|
ABU-8872
| 1.39
| 0.76
| 0.01
| 484.11
| 4,158
| true
|
Glo
|
vehicle
|
ULL00000090
| 2025-09-20T14:10:02
|
real_time_trading
|
Lagos
|
LAG-6811
| 10.02
| 1.26
| 0.038
| 470.6
| 6,990
| false
|
MTN
|
industrial_equipment
|
ULL00000091
| 2025-09-08T14:09:15
|
ar_vr_gaming
|
Abuja
|
ABU-3199
| 6.21
| 3.59
| 0.453
| 53
| 5,836
| true
|
Airtel
|
smartphone
|
ULL00000092
| 2025-09-23T06:15:07
|
industrial_robotics
|
Abuja
|
ABU-1150
| 1.68
| 0.44
| 0.037
| 252.68
| 4,071
| true
|
Airtel
|
smartphone
|
ULL00000093
| 2025-09-02T05:39:21
|
ar_vr_gaming
|
Port Harcourt
|
POR-3751
| 8.69
| 5
| 0.008
| 148.18
| 1,364
| true
|
Glo
|
vehicle
|
ULL00000094
| 2025-09-02T18:05:41
|
remote_surgery
|
Port Harcourt
|
POR-8871
| 3.16
| 0.9
| 0.075
| 235.37
| 5,333
| true
|
Airtel
|
iot_device
|
ULL00000095
| 2025-09-05T04:45:03
|
real_time_trading
|
Lagos
|
LAG-9094
| 6
| 2.66
| 0.017
| 134.6
| 4,132
| true
|
Glo
|
smartphone
|
ULL00000096
| 2025-09-06T08:49:41
|
real_time_trading
|
Port Harcourt
|
POR-9907
| 14.3
| 1.96
| 0.22
| 402.26
| 324
| false
|
9mobile
|
vehicle
|
ULL00000097
| 2025-10-01T10:58:20
|
drone_control
|
Abuja
|
ABU-7718
| 9.61
| 3.89
| 0.497
| 405.84
| 2,070
| true
|
Airtel
|
industrial_equipment
|
ULL00000098
| 2025-09-21T23:21:31
|
industrial_robotics
|
Abuja
|
ABU-4735
| 1.54
| 0.3
| 0.051
| 410.26
| 6,477
| true
|
9mobile
|
smartphone
|
ULL00000099
| 2025-09-05T01:28:37
|
ar_vr_gaming
|
Port Harcourt
|
POR-8466
| 7.17
| 3.08
| 0.438
| 280.33
| 5,932
| true
|
Glo
|
iot_device
|
ULL00000100
| 2025-09-04T07:42:44
|
remote_surgery
|
Abuja
|
ABU-7997
| 2.02
| 0.19
| 0.019
| 378.29
| 1,088
| true
|
MTN
|
smartphone
|
Performance data for delay-sensitive 5G applications
data/ultra_low_latency_logs/| Column | Type | Sample Values |
|---|---|---|
session_id |
String | ULL00000001 |
timestamp |
Datetime | 2025-09-28 10:24:48 |
application |
String | ar_vr_gaming |
city |
String | Abuja |
tower_id |
String | ABU-7937 |
latency_ms |
Float | 8.53 |
jitter_ms |
Float | 2.68 |
packet_loss_percent |
Float | 0.139 |
throughput_mbps |
Float | 381.72 |
session_duration_seconds |
Integer | 4549 |
qos_met |
Boolean | True |
operator |
String | MTN |
device_type |
String | iot_device |
session_id timestamp application city tower_id latency_ms jitter_ms packet_loss_percent throughput_mbps session_duration_seconds qos_met operator device_type
ULL00000001 2025-09-28 10:24:48 ar_vr_gaming Abuja ABU-7937 8.53 2.68 0.139 381.72 4549 True MTN iot_device
ULL00000002 2025-09-30 15:12:57 autonomous_driving Port Harcourt POR-7753 2.80 0.26 0.025 87.31 2792 True Glo iot_device
ULL00000003 2025-09-21 07:56:42 industrial_robotics Lagos LAG-6023 1.30 0.67 0.016 144.03 495 True Glo vehicle
This dataset incorporates authentic Nigerian telecommunications characteristics:
data/ultra_low_latency_logs/ultra_low_latency_logs.csv
data/ultra_low_latency_logs/ultra_low_latency_logs.parquet
import pandas as pd
# Load CSV
df = pd.read_csv('data/ultra_low_latency_logs/ultra_low_latency_logs.csv')
# Load Parquet (recommended for large datasets)
df = pd.read_parquet('data/ultra_low_latency_logs/ultra_low_latency_logs.parquet')
import pyarrow.parquet as pq
# Load Parquet
table = pq.read_table('data/ultra_low_latency_logs/ultra_low_latency_logs.parquet')
df = table.to_pandas()
MIT License - For educational and research purposes
Nigerian Telecom Datasets - Ultra Low Latency Logs
Generated: 2025-10-05
Category: Emerging and Advanced
Rows: 200,000
This dataset is part of the Nigerian Telecom Datasets collection, which includes 34 datasets covering network performance, customer behavior, financial transactions, infrastructure, geospatial data, customer experience, and emerging technologies.