Amon Dîn
Collection
A collection of datasets from the Nigerian Telecommunications Sector
•
34 items
•
Updated
•
1
event_id
stringlengths 11
11
| timestamp
timestamp[ns]date 2025-09-01 00:00:14
2025-10-01 23:59:56
| tower_id
stringlengths 8
8
| city
stringclasses 15
values | event_type
stringclasses 6
values | severity
stringclasses 4
values | affected_users
int64 1
100
| packet_loss_percent
float64 0
15
| network_type
stringclasses 4
values | operator
stringclasses 4
values |
|---|---|---|---|---|---|---|---|---|---|
EVT00000001
| 2025-09-26T23:10:04
|
IBA-1270
|
Ibadan
|
congestion
|
low
| 33
| 0
|
4G
|
9mobile
|
EVT00000002
| 2025-09-28T00:08:16
|
CAL-9582
|
Calabar
|
handover_failure
|
low
| 3
| 0
|
3G
|
Airtel
|
EVT00000003
| 2025-09-11T01:23:07
|
IBA-7881
|
Ibadan
|
congestion
|
critical
| 42
| 0
|
4G
|
Airtel
|
EVT00000004
| 2025-09-07T09:13:27
|
POR-3178
|
Port Harcourt
|
signal_degradation
|
low
| 76
| 0
|
4G
|
Glo
|
EVT00000005
| 2025-09-06T21:33:36
|
ABA-8321
|
Aba
|
connection_attempt
|
low
| 1
| 0
|
4G
|
Airtel
|
EVT00000006
| 2025-09-09T09:11:27
|
WAR-6231
|
Warri
|
handover_failure
|
medium
| 4
| 0
|
4G
|
9mobile
|
EVT00000007
| 2025-09-24T22:50:15
|
ILO-2323
|
Ilorin
|
handover_failure
|
high
| 5
| 0
|
3G
|
9mobile
|
EVT00000008
| 2025-09-09T20:09:28
|
KAD-6534
|
Kaduna
|
authentication_failure
|
low
| 7
| 0
|
4G
|
Glo
|
EVT00000009
| 2025-09-01T15:00:21
|
ILO-6386
|
Ilorin
|
authentication_failure
|
low
| 5
| 0
|
2G
|
Glo
|
EVT00000010
| 2025-09-20T14:38:17
|
BEN-6321
|
Benin City
|
connection_attempt
|
low
| 8
| 0
|
4G
|
Glo
|
EVT00000011
| 2025-09-01T17:17:19
|
ENU-3500
|
Enugu
|
congestion
|
low
| 83
| 0
|
4G
|
9mobile
|
EVT00000012
| 2025-09-09T03:02:35
|
BEN-6776
|
Benin City
|
connection_attempt
|
low
| 8
| 0
|
4G
|
MTN
|
EVT00000013
| 2025-09-04T13:16:24
|
ABE-9011
|
Abeokuta
|
signal_degradation
|
high
| 39
| 0
|
3G
|
Glo
|
EVT00000014
| 2025-09-05T20:31:57
|
ILO-3245
|
Ilorin
|
congestion
|
low
| 53
| 0
|
2G
|
MTN
|
EVT00000015
| 2025-09-10T16:06:40
|
ILO-3071
|
Ilorin
|
handover_failure
|
critical
| 6
| 0
|
4G
|
MTN
|
EVT00000016
| 2025-09-28T09:01:51
|
ONI-9192
|
Onitsha
|
authentication_failure
|
low
| 6
| 0
|
4G
|
MTN
|
EVT00000017
| 2025-09-01T08:38:10
|
KAN-8213
|
Kano
|
connection_attempt
|
medium
| 4
| 0
|
4G
|
Airtel
|
EVT00000018
| 2025-09-02T20:30:48
|
LAG-8361
|
Lagos
|
signal_degradation
|
low
| 15
| 0
|
4G
|
Airtel
|
EVT00000019
| 2025-09-20T15:32:11
|
LAG-5909
|
Lagos
|
connection_attempt
|
medium
| 9
| 0
|
4G
|
MTN
|
EVT00000020
| 2025-09-22T20:27:04
|
ABA-5725
|
Aba
|
authentication_failure
|
medium
| 8
| 0
|
4G
|
Airtel
|
EVT00000021
| 2025-09-29T09:09:34
|
WAR-7401
|
Warri
|
connection_attempt
|
low
| 2
| 0
|
4G
|
9mobile
|
EVT00000022
| 2025-09-30T22:57:54
|
KAD-7999
|
Kaduna
|
signal_degradation
|
low
| 59
| 0
|
3G
|
Glo
|
EVT00000023
| 2025-09-04T22:36:18
|
ILO-5185
|
Ilorin
|
congestion
|
low
| 17
| 0
|
4G
|
Glo
|
EVT00000024
| 2025-09-25T15:29:54
|
CAL-5144
|
Calabar
|
signal_degradation
|
low
| 33
| 0
|
3G
|
Airtel
|
EVT00000025
| 2025-09-04T12:57:41
|
WAR-4329
|
Warri
|
packet_loss
|
medium
| 2
| 7.78
|
2G
|
9mobile
|
EVT00000026
| 2025-09-17T23:04:44
|
POR-1309
|
Port Harcourt
|
congestion
|
medium
| 1
| 0
|
4G
|
Glo
|
EVT00000027
| 2025-09-19T05:16:23
|
KAN-9172
|
Kano
|
authentication_failure
|
low
| 2
| 0
|
3G
|
9mobile
|
EVT00000028
| 2025-09-17T06:37:29
|
ABA-6801
|
Aba
|
connection_attempt
|
critical
| 1
| 0
|
3G
|
Glo
|
EVT00000029
| 2025-09-28T08:38:25
|
WAR-9877
|
Warri
|
connection_attempt
|
high
| 8
| 0
|
3G
|
MTN
|
EVT00000030
| 2025-09-16T15:11:49
|
KAN-9766
|
Kano
|
handover_failure
|
medium
| 3
| 0
|
3G
|
MTN
|
EVT00000031
| 2025-09-28T02:30:42
|
ENU-2162
|
Enugu
|
packet_loss
|
medium
| 5
| 1.72
|
2G
|
9mobile
|
EVT00000032
| 2025-09-04T17:01:20
|
LAG-3918
|
Lagos
|
handover_failure
|
low
| 8
| 0
|
4G
|
MTN
|
EVT00000033
| 2025-09-15T09:46:42
|
CAL-5724
|
Calabar
|
packet_loss
|
medium
| 2
| 12.75
|
4G
|
Airtel
|
EVT00000034
| 2025-09-25T23:35:55
|
ENU-1178
|
Enugu
|
signal_degradation
|
low
| 82
| 0
|
4G
|
Airtel
|
EVT00000035
| 2025-09-06T14:37:22
|
ILO-5316
|
Ilorin
|
congestion
|
medium
| 72
| 0
|
4G
|
MTN
|
EVT00000036
| 2025-09-19T04:22:23
|
KAN-1824
|
Kano
|
signal_degradation
|
low
| 63
| 0
|
4G
|
Glo
|
EVT00000037
| 2025-09-02T06:54:36
|
ABE-7073
|
Abeokuta
|
congestion
|
high
| 49
| 0
|
4G
|
Airtel
|
EVT00000038
| 2025-09-23T10:22:32
|
CAL-9717
|
Calabar
|
connection_attempt
|
high
| 5
| 0
|
4G
|
MTN
|
EVT00000039
| 2025-09-18T12:06:22
|
ILO-4951
|
Ilorin
|
connection_attempt
|
critical
| 2
| 0
|
4G
|
9mobile
|
EVT00000040
| 2025-09-17T03:30:01
|
CAL-1249
|
Calabar
|
handover_failure
|
low
| 10
| 0
|
2G
|
9mobile
|
EVT00000041
| 2025-09-16T16:40:55
|
ABU-2040
|
Abuja
|
congestion
|
medium
| 7
| 0
|
4G
|
MTN
|
EVT00000042
| 2025-09-20T20:57:54
|
ONI-3573
|
Onitsha
|
handover_failure
|
medium
| 4
| 0
|
4G
|
9mobile
|
EVT00000043
| 2025-09-17T08:08:50
|
BEN-3935
|
Benin City
|
signal_degradation
|
high
| 68
| 0
|
3G
|
9mobile
|
EVT00000044
| 2025-09-12T04:17:37
|
ILO-3022
|
Ilorin
|
congestion
|
medium
| 68
| 0
|
3G
|
MTN
|
EVT00000045
| 2025-09-17T03:06:20
|
IBA-2940
|
Ibadan
|
signal_degradation
|
low
| 4
| 0
|
5G
|
MTN
|
EVT00000046
| 2025-09-25T09:19:39
|
ONI-2378
|
Onitsha
|
connection_attempt
|
medium
| 5
| 0
|
4G
|
9mobile
|
EVT00000047
| 2025-09-24T18:25:33
|
IBA-1478
|
Ibadan
|
signal_degradation
|
high
| 49
| 0
|
4G
|
9mobile
|
EVT00000048
| 2025-09-16T08:09:00
|
POR-5922
|
Port Harcourt
|
packet_loss
|
high
| 7
| 4.37
|
3G
|
MTN
|
EVT00000049
| 2025-09-28T01:00:27
|
ENU-2892
|
Enugu
|
signal_degradation
|
medium
| 88
| 0
|
4G
|
9mobile
|
EVT00000050
| 2025-09-10T04:59:46
|
JOS-1311
|
Jos
|
connection_attempt
|
low
| 7
| 0
|
5G
|
Airtel
|
EVT00000051
| 2025-09-13T21:13:51
|
KAD-4541
|
Kaduna
|
handover_failure
|
high
| 5
| 0
|
3G
|
MTN
|
EVT00000052
| 2025-09-05T11:50:12
|
ABA-6247
|
Aba
|
handover_failure
|
high
| 1
| 0
|
3G
|
MTN
|
EVT00000053
| 2025-09-26T16:44:25
|
WAR-5930
|
Warri
|
authentication_failure
|
low
| 4
| 0
|
4G
|
Glo
|
EVT00000054
| 2025-09-13T09:46:00
|
ONI-9522
|
Onitsha
|
signal_degradation
|
low
| 42
| 0
|
3G
|
MTN
|
EVT00000055
| 2025-09-24T05:54:04
|
IBA-3753
|
Ibadan
|
handover_failure
|
low
| 2
| 0
|
4G
|
Glo
|
EVT00000056
| 2025-09-07T09:36:06
|
ONI-7997
|
Onitsha
|
congestion
|
high
| 74
| 0
|
5G
|
9mobile
|
EVT00000057
| 2025-09-01T12:25:45
|
BEN-9898
|
Benin City
|
connection_attempt
|
high
| 9
| 0
|
4G
|
Airtel
|
EVT00000058
| 2025-09-17T14:56:12
|
POR-3909
|
Port Harcourt
|
handover_failure
|
high
| 3
| 0
|
4G
|
9mobile
|
EVT00000059
| 2025-09-21T17:40:11
|
ABA-6079
|
Aba
|
handover_failure
|
low
| 9
| 0
|
3G
|
MTN
|
EVT00000060
| 2025-09-07T18:12:12
|
JOS-1229
|
Jos
|
authentication_failure
|
medium
| 2
| 0
|
4G
|
Airtel
|
EVT00000061
| 2025-09-13T15:03:55
|
ABA-1108
|
Aba
|
packet_loss
|
low
| 8
| 0.36
|
4G
|
9mobile
|
EVT00000062
| 2025-09-14T18:36:48
|
ONI-6828
|
Onitsha
|
congestion
|
medium
| 3
| 0
|
4G
|
Glo
|
EVT00000063
| 2025-09-01T00:15:15
|
KAN-2368
|
Kano
|
authentication_failure
|
medium
| 3
| 0
|
4G
|
MTN
|
EVT00000064
| 2025-09-29T15:46:10
|
KAN-2616
|
Kano
|
signal_degradation
|
medium
| 48
| 0
|
4G
|
Glo
|
EVT00000065
| 2025-09-07T01:07:45
|
ENU-4884
|
Enugu
|
handover_failure
|
low
| 3
| 0
|
4G
|
9mobile
|
EVT00000066
| 2025-09-14T02:55:54
|
ABU-7567
|
Abuja
|
packet_loss
|
medium
| 7
| 8.93
|
4G
|
Glo
|
EVT00000067
| 2025-09-03T02:12:25
|
ONI-8742
|
Onitsha
|
authentication_failure
|
low
| 1
| 0
|
5G
|
MTN
|
EVT00000068
| 2025-10-01T04:50:22
|
BEN-9189
|
Benin City
|
handover_failure
|
low
| 1
| 0
|
3G
|
MTN
|
EVT00000069
| 2025-09-20T11:57:08
|
WAR-9225
|
Warri
|
handover_failure
|
low
| 4
| 0
|
4G
|
MTN
|
EVT00000070
| 2025-09-16T02:01:15
|
KAD-6494
|
Kaduna
|
connection_attempt
|
low
| 10
| 0
|
4G
|
Glo
|
EVT00000071
| 2025-10-01T21:24:08
|
WAR-7301
|
Warri
|
connection_attempt
|
low
| 6
| 0
|
3G
|
Glo
|
EVT00000072
| 2025-09-03T03:40:02
|
ONI-7998
|
Onitsha
|
congestion
|
low
| 55
| 0
|
2G
|
Airtel
|
EVT00000073
| 2025-09-28T01:02:32
|
ENU-4257
|
Enugu
|
authentication_failure
|
low
| 3
| 0
|
4G
|
Glo
|
EVT00000074
| 2025-09-15T20:57:05
|
LAG-2812
|
Lagos
|
connection_attempt
|
low
| 5
| 0
|
3G
|
MTN
|
EVT00000075
| 2025-09-20T11:26:01
|
BEN-3138
|
Benin City
|
connection_attempt
|
medium
| 10
| 0
|
3G
|
9mobile
|
EVT00000076
| 2025-09-21T08:40:15
|
LAG-6478
|
Lagos
|
authentication_failure
|
low
| 3
| 0
|
3G
|
9mobile
|
EVT00000077
| 2025-09-30T11:03:56
|
IBA-7907
|
Ibadan
|
packet_loss
|
low
| 2
| 4.36
|
4G
|
9mobile
|
EVT00000078
| 2025-09-25T20:03:30
|
WAR-5562
|
Warri
|
congestion
|
critical
| 49
| 0
|
4G
|
Glo
|
EVT00000079
| 2025-09-01T17:08:19
|
ABE-3633
|
Abeokuta
|
authentication_failure
|
medium
| 1
| 0
|
4G
|
Airtel
|
EVT00000080
| 2025-09-26T00:07:10
|
JOS-8350
|
Jos
|
authentication_failure
|
medium
| 4
| 0
|
3G
|
Airtel
|
EVT00000081
| 2025-09-01T21:29:33
|
ONI-2934
|
Onitsha
|
connection_attempt
|
medium
| 5
| 0
|
4G
|
Glo
|
EVT00000082
| 2025-09-14T09:29:47
|
ILO-2226
|
Ilorin
|
congestion
|
low
| 8
| 0
|
3G
|
MTN
|
EVT00000083
| 2025-09-06T15:45:16
|
LAG-7154
|
Lagos
|
handover_failure
|
low
| 8
| 0
|
3G
|
Airtel
|
EVT00000084
| 2025-09-01T19:32:14
|
ENU-6168
|
Enugu
|
packet_loss
|
medium
| 8
| 7.15
|
4G
|
Airtel
|
EVT00000085
| 2025-09-20T12:05:28
|
CAL-8280
|
Calabar
|
handover_failure
|
medium
| 6
| 0
|
4G
|
Glo
|
EVT00000086
| 2025-09-25T01:42:59
|
LAG-5626
|
Lagos
|
authentication_failure
|
medium
| 5
| 0
|
4G
|
Glo
|
EVT00000087
| 2025-09-30T04:05:58
|
POR-9532
|
Port Harcourt
|
connection_attempt
|
medium
| 3
| 0
|
4G
|
Glo
|
EVT00000088
| 2025-09-28T22:14:30
|
ABU-5883
|
Abuja
|
packet_loss
|
medium
| 3
| 7.65
|
4G
|
9mobile
|
EVT00000089
| 2025-09-30T10:53:57
|
KAD-8031
|
Kaduna
|
authentication_failure
|
medium
| 8
| 0
|
4G
|
Airtel
|
EVT00000090
| 2025-09-04T23:01:19
|
ABE-9169
|
Abeokuta
|
congestion
|
low
| 58
| 0
|
5G
|
Airtel
|
EVT00000091
| 2025-09-30T23:43:46
|
IBA-6989
|
Ibadan
|
connection_attempt
|
medium
| 6
| 0
|
4G
|
9mobile
|
EVT00000092
| 2025-09-29T10:50:57
|
BEN-4160
|
Benin City
|
signal_degradation
|
low
| 30
| 0
|
4G
|
Glo
|
EVT00000093
| 2025-09-16T05:14:31
|
KAN-3666
|
Kano
|
congestion
|
medium
| 54
| 0
|
4G
|
Glo
|
EVT00000094
| 2025-09-20T03:19:03
|
LAG-2601
|
Lagos
|
connection_attempt
|
high
| 10
| 0
|
3G
|
Glo
|
EVT00000095
| 2025-09-25T14:54:35
|
POR-8493
|
Port Harcourt
|
handover_failure
|
medium
| 9
| 0
|
4G
|
Glo
|
EVT00000096
| 2025-09-01T11:48:43
|
JOS-7653
|
Jos
|
connection_attempt
|
low
| 7
| 0
|
4G
|
9mobile
|
EVT00000097
| 2025-09-23T02:04:26
|
ENU-9419
|
Enugu
|
connection_attempt
|
high
| 6
| 0
|
4G
|
Glo
|
EVT00000098
| 2025-09-20T20:29:21
|
ABE-6297
|
Abeokuta
|
packet_loss
|
low
| 5
| 4.11
|
4G
|
Glo
|
EVT00000099
| 2025-09-16T07:19:58
|
ABU-8282
|
Abuja
|
authentication_failure
|
low
| 10
| 0
|
4G
|
Glo
|
EVT00000100
| 2025-09-09T07:00:40
|
ONI-8613
|
Onitsha
|
signal_degradation
|
low
| 93
| 0
|
3G
|
MTN
|
Detailed logs of network events including packet loss, handover failures, and connection attempts
data/network_event_logs/| Column | Type | Sample Values |
|---|---|---|
event_id |
String | EVT00000001 |
timestamp |
Datetime | 2025-09-26 23:10:04 |
tower_id |
String | IBA-1270 |
city |
String | Ibadan |
event_type |
String | congestion |
severity |
String | low |
affected_users |
Integer | 33 |
packet_loss_percent |
Float | 0.0 |
network_type |
String | 4G |
operator |
String | 9mobile |
event_id timestamp tower_id city event_type severity affected_users packet_loss_percent network_type operator
EVT00000001 2025-09-26 23:10:04 IBA-1270 Ibadan congestion low 33 0.0 4G 9mobile
EVT00000002 2025-09-28 00:08:16 CAL-9582 Calabar handover_failure low 3 0.0 3G Airtel
EVT00000003 2025-09-11 01:23:07 IBA-7881 Ibadan congestion critical 42 0.0 4G Airtel
This dataset incorporates authentic Nigerian telecommunications characteristics:
data/network_event_logs/network_event_logs.csv
data/network_event_logs/network_event_logs.parquet
import pandas as pd
# Load CSV
df = pd.read_csv('data/network_event_logs/network_event_logs.csv')
# Load Parquet (recommended for large datasets)
df = pd.read_parquet('data/network_event_logs/network_event_logs.parquet')
import pyarrow.parquet as pq
# Load Parquet
table = pq.read_table('data/network_event_logs/network_event_logs.parquet')
df = table.to_pandas()
MIT License - For educational and research purposes
Nigerian Telecom Datasets - Network Event Logs
Generated: 2025-10-05
Category: Network Performance and Operations
Rows: 500,000
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.