Datasets:

electricsheepafrica
/

africa-synth-telecom-quality-of-service-metrics-nigeria

metric_id stringlengths 11 11	timestamp timestamp[ns]date 2025-09-01 00:00:00 2025-10-01 23:59:00	tower_id stringlengths 8 8	city stringclasses 15 values	operator stringclasses 4 values	network_type stringclasses 4 values	latency_ms float64 5 500	jitter_ms float64 1 30	throughput_mbps float64 0.1 1,000	packet_loss_rate float64 0 5	error_rate float64 0 2	signal_strength_dbm int64 -110 -50	active_users int64 10 500
QOS00000001	2025-09-30T19:54:00	CAL-6586	Calabar	Glo	4G	33.48	12.55	32.41	3.27	1.995	-97	95
QOS00000002	2025-09-23T02:05:00	ABA-2144	Aba	Airtel	4G	24.42	26.91	94.59	1.36	1.229	-82	487
QOS00000003	2025-09-10T06:02:00	BEN-4261	Benin City	Glo	4G	48.78	16.1	76.02	4.74	0.027	-102	138
QOS00000004	2025-09-10T00:02:00	BEN-7707	Benin City	9mobile	4G	30.68	1.29	14.71	0.47	1.652	-89	312
QOS00000005	2025-09-08T05:19:00	ILO-1219	Ilorin	Glo	3G	103.9	10.55	5.11	2.43	1.977	-92	253
QOS00000006	2025-09-24T20:46:00	ENU-3655	Enugu	MTN	5G	15.11	3.92	235.05	2.26	0.213	-70	11
QOS00000007	2025-09-17T09:17:00	ABE-9467	Abeokuta	Airtel	4G	44.98	3.96	80.33	0.16	1.506	-104	284
QOS00000008	2025-09-27T05:33:00	KAN-6116	Kano	MTN	4G	41.73	23.74	23.72	1.39	1.924	-65	294
QOS00000009	2025-09-12T05:56:00	JOS-4463	Jos	MTN	5G	8.81	29.57	209.83	4.48	0.879	-104	448
QOS00000010	2025-09-15T14:54:00	CAL-7722	Calabar	Glo	4G	41.43	16.14	72.25	2.52	0.249	-109	450
QOS00000011	2025-09-27T09:01:00	POR-1467	Port Harcourt	Glo	4G	39.61	1.11	37.88	0.56	1.295	-93	399
QOS00000012	2025-09-09T17:23:00	ABU-9127	Abuja	9mobile	3G	112.59	18.41	3.52	4.96	0.708	-72	387
QOS00000013	2025-09-17T10:45:00	CAL-7068	Calabar	MTN	4G	42.19	9.76	12.68	1.99	0.608	-62	445
QOS00000014	2025-09-30T16:05:00	ABA-9493	Aba	Airtel	4G	29.73	17.97	47.42	4.23	1.486	-53	49
QOS00000015	2025-09-28T19:30:00	LAG-6211	Lagos	MTN	4G	27.33	22.76	17.63	0.64	0.2	-65	110
QOS00000016	2025-09-15T07:59:00	IBA-9352	Ibadan	MTN	3G	149.92	17.48	6.49	4.81	1.481	-57	254
QOS00000017	2025-09-13T21:55:00	ILO-2136	Ilorin	Glo	4G	23.63	1.78	94.7	2.83	0.739	-67	110
QOS00000018	2025-09-23T13:40:00	ABU-8077	Abuja	Glo	3G	129.6	10.21	5.84	2.92	1.696	-83	372
QOS00000019	2025-09-05T08:08:00	LAG-6126	Lagos	Glo	3G	60.76	12.95	8.15	0.43	0.645	-84	65
QOS00000020	2025-09-07T07:48:00	KAD-3772	Kaduna	Airtel	4G	46.99	7.21	42.79	0.19	1.335	-98	237
QOS00000021	2025-09-10T03:16:00	LAG-2349	Lagos	Airtel	2G	329.18	15.38	0.7	0.36	1.358	-77	346
QOS00000022	2025-09-17T18:36:00	JOS-4097	Jos	Glo	4G	28.97	9.53	13.57	1.91	0.705	-79	227
QOS00000023	2025-09-23T18:30:00	ABU-6381	Abuja	9mobile	4G	41.06	25.83	55.68	0.62	0.918	-74	420
QOS00000024	2025-09-06T21:58:00	LAG-9874	Lagos	9mobile	4G	38.79	12.06	87.34	1.72	1.045	-98	317
QOS00000025	2025-09-09T16:33:00	ABE-7604	Abeokuta	Glo	3G	145.69	23.9	8.2	0.63	1.21	-57	381
QOS00000026	2025-09-15T00:52:00	IBA-6782	Ibadan	MTN	3G	121.31	20.15	8.99	1.44	1.686	-103	81
QOS00000027	2025-09-22T14:24:00	ABA-6507	Aba	MTN	4G	45.44	27.51	35.38	4.44	0.714	-81	374
QOS00000028	2025-09-16T09:40:00	ENU-9385	Enugu	Glo	4G	32.82	7.99	39	1.28	1.27	-51	172
QOS00000029	2025-09-13T04:02:00	WAR-9959	Warri	MTN	4G	27.19	18.16	42.82	2.24	1.235	-75	431
QOS00000030	2025-09-29T07:10:00	ABA-8292	Aba	Airtel	3G	62.34	12.81	9.11	4.63	0.667	-68	484
QOS00000031	2025-09-06T01:18:00	POR-8820	Port Harcourt	Airtel	4G	32.67	6.58	75.8	0.2	0.272	-72	63
QOS00000032	2025-09-05T19:39:00	KAN-1555	Kano	MTN	3G	127.14	26.75	8.77	2.53	1.791	-56	165
QOS00000033	2025-09-22T05:26:00	ONI-7434	Onitsha	Airtel	4G	39.9	10.54	64.13	3.58	1.97	-76	406
QOS00000034	2025-09-08T15:04:00	LAG-6884	Lagos	Glo	4G	43.75	10.82	59.83	1.48	0.025	-106	50
QOS00000035	2025-09-17T09:13:00	POR-1855	Port Harcourt	9mobile	4G	33.9	18.98	24.94	0.21	1.673	-65	357
QOS00000036	2025-09-27T16:57:00	ONI-4443	Onitsha	Airtel	3G	120.54	17.52	7.82	1.44	1.671	-102	410
QOS00000037	2025-09-14T01:32:00	ABE-7436	Abeokuta	Glo	4G	23.98	15.05	62.77	3.22	1.717	-67	122
QOS00000038	2025-09-01T17:52:00	CAL-7505	Calabar	MTN	4G	31.23	15.34	91.58	0.77	0.938	-57	111
QOS00000039	2025-09-11T07:37:00	ONI-1532	Onitsha	Glo	3G	120.6	23.57	2.23	2.62	1.065	-62	460
QOS00000040	2025-09-23T19:40:00	IBA-2551	Ibadan	MTN	4G	34.9	4.88	91.8	2.35	1.271	-110	494
QOS00000041	2025-09-02T05:17:00	KAN-7567	Kano	9mobile	4G	40.88	2.78	36.59	4.05	1.812	-94	496
QOS00000042	2025-09-11T07:14:00	POR-6454	Port Harcourt	Glo	4G	24.95	4.86	22.9	2.08	0.487	-61	36
QOS00000043	2025-09-20T13:59:00	WAR-4031	Warri	9mobile	4G	32.82	19.63	62.55	2.07	1.688	-94	86
QOS00000044	2025-09-13T09:22:00	KAD-2816	Kaduna	MTN	4G	46.05	16.02	59.04	4.1	0.313	-80	58
QOS00000045	2025-10-01T16:33:00	JOS-2908	Jos	Airtel	3G	87.67	21.34	4.72	3.63	1.932	-100	343
QOS00000046	2025-09-16T15:29:00	IBA-5928	Ibadan	9mobile	3G	104.51	13.04	3.05	1.76	1.846	-59	168
QOS00000047	2025-09-14T19:52:00	KAN-6212	Kano	Airtel	3G	103.9	18.9	6.98	2.13	1.006	-57	477
QOS00000048	2025-09-14T02:18:00	IBA-6074	Ibadan	Glo	3G	109.79	28.18	5.97	1.82	0.107	-104	344
QOS00000049	2025-09-17T06:00:00	ENU-7660	Enugu	MTN	4G	31.57	29.79	40.82	4.32	0.893	-96	406
QOS00000050	2025-09-13T12:46:00	CAL-3920	Calabar	Glo	3G	136.99	27.98	3.85	1.51	0.729	-84	373
QOS00000051	2025-09-14T02:44:00	JOS-1793	Jos	9mobile	4G	32.43	8.78	27.62	2.11	0.076	-91	185
QOS00000052	2025-09-07T06:37:00	IBA-5698	Ibadan	Airtel	4G	38.62	11.57	95.1	3.56	0.619	-99	181
QOS00000053	2025-09-11T17:02:00	ENU-9991	Enugu	9mobile	3G	56.31	3.2	2.41	3.11	1.84	-50	254
QOS00000054	2025-09-07T08:18:00	IBA-6091	Ibadan	9mobile	4G	49.73	22.09	37.14	4.73	0.479	-70	176
QOS00000055	2025-09-10T22:11:00	CAL-5688	Calabar	MTN	4G	46.27	25.42	60.78	1.91	1.932	-59	129
QOS00000056	2025-09-16T16:29:00	ILO-7382	Ilorin	9mobile	3G	124.68	23.34	5.31	1.02	1.777	-102	208
QOS00000057	2025-09-27T02:38:00	LAG-3511	Lagos	Airtel	4G	32.1	4.15	31.76	2.77	1.71	-97	416
QOS00000058	2025-09-12T12:52:00	KAN-5428	Kano	Glo	3G	134.56	15.65	6.08	3.9	1.987	-55	209
QOS00000059	2025-09-17T11:55:00	LAG-6231	Lagos	9mobile	4G	40.07	29.39	50.49	3.23	1.344	-57	348
QOS00000060	2025-09-07T17:57:00	CAL-4331	Calabar	Glo	4G	21.43	11.13	77.63	3.52	0.309	-96	275
QOS00000061	2025-09-05T10:45:00	KAN-6690	Kano	Airtel	4G	24.1	3.28	54.34	0.26	0.092	-99	190
QOS00000062	2025-09-12T00:55:00	BEN-4653	Benin City	MTN	4G	39.78	6.03	98.9	2	0.322	-79	243
QOS00000063	2025-09-06T05:44:00	ENU-7812	Enugu	Airtel	4G	21.89	13.35	72	1.22	0.081	-90	255
QOS00000064	2025-09-09T07:15:00	LAG-2853	Lagos	Glo	4G	33.63	23.8	92.79	0.32	0.586	-81	373
QOS00000065	2025-09-21T03:10:00	ABU-7191	Abuja	MTN	2G	196.41	17.14	0.51	3.15	0.862	-68	345
QOS00000066	2025-10-01T02:14:00	KAD-4272	Kaduna	Airtel	4G	22.27	8.36	16.43	0.23	1.24	-60	34
QOS00000067	2025-09-27T06:07:00	ONI-7124	Onitsha	Airtel	4G	39.11	11.33	28.8	2.75	1.407	-89	35
QOS00000068	2025-09-16T14:54:00	JOS-9545	Jos	Airtel	4G	32.36	8.53	21.55	3.49	1.968	-56	59
QOS00000069	2025-09-29T05:11:00	CAL-7878	Calabar	Airtel	4G	29.8	8.53	66	2.45	1.684	-66	336
QOS00000070	2025-09-05T04:03:00	ILO-3039	Ilorin	MTN	4G	38.54	22.19	71.8	0.13	0.764	-84	470
QOS00000071	2025-10-01T15:32:00	ENU-6920	Enugu	Glo	4G	30.92	1.33	21.59	4.54	0.823	-68	369
QOS00000072	2025-09-13T05:44:00	ABE-3219	Abeokuta	Glo	4G	33.35	12.44	18.78	3.93	1.127	-110	157
QOS00000073	2025-09-16T22:50:00	BEN-8675	Benin City	MTN	4G	24.77	6.97	47.61	0.17	0.7	-79	466
QOS00000074	2025-09-20T17:07:00	BEN-6796	Benin City	9mobile	5G	9.68	8.55	518.74	4.72	1.611	-62	321
QOS00000075	2025-09-24T20:05:00	ONI-9693	Onitsha	9mobile	4G	21.7	22.18	53.92	0.16	0.349	-109	93
QOS00000076	2025-09-30T19:08:00	WAR-8382	Warri	Glo	4G	29.87	18.42	38.32	1.85	1.655	-58	116
QOS00000077	2025-09-28T11:38:00	IBA-3467	Ibadan	Glo	4G	45.12	24.12	56.24	4.81	0.282	-103	423
QOS00000078	2025-09-03T18:51:00	JOS-4500	Jos	MTN	4G	41.43	18.86	91.47	4.09	0.164	-99	308
QOS00000079	2025-09-12T16:23:00	LAG-7293	Lagos	MTN	4G	21.82	13.07	98.32	4.23	0.811	-86	189
QOS00000080	2025-09-22T17:28:00	ABE-3673	Abeokuta	Glo	4G	37.86	19.08	12.79	3.07	0.986	-80	411
QOS00000081	2025-09-15T13:20:00	CAL-4626	Calabar	Glo	4G	42.64	9.47	28.6	2.8	1.293	-65	426
QOS00000082	2025-09-21T09:50:00	ABE-4415	Abeokuta	Glo	4G	44.1	15.47	80.14	1.24	1.908	-93	459
QOS00000083	2025-09-08T05:13:00	WAR-9579	Warri	Glo	4G	22.65	20.46	29.72	0.41	1.01	-58	444
QOS00000084	2025-10-01T05:20:00	ABE-3206	Abeokuta	Glo	3G	56.58	6.76	6.49	3.57	0.666	-104	308
QOS00000085	2025-09-04T12:44:00	ENU-7661	Enugu	MTN	4G	46.03	15.21	33.31	3.55	0.115	-65	420
QOS00000086	2025-09-25T03:05:00	BEN-2600	Benin City	9mobile	3G	125.54	15.97	6.72	4.98	1.228	-103	403
QOS00000087	2025-09-29T23:30:00	IBA-6547	Ibadan	MTN	2G	499.15	7.36	0.58	0.01	0.98	-57	42
QOS00000088	2025-09-15T00:34:00	KAD-2018	Kaduna	Glo	4G	29.94	8.37	29.52	1.45	0.579	-61	147
QOS00000089	2025-09-04T15:41:00	ABE-6052	Abeokuta	Glo	3G	91.88	24.71	4.23	3.81	1.665	-55	278
QOS00000090	2025-10-01T16:57:00	IBA-7614	Ibadan	Airtel	4G	41.37	8.3	85.36	0.06	0.058	-74	246
QOS00000091	2025-09-21T01:09:00	ENU-1877	Enugu	MTN	4G	37.14	26.35	21.11	1.88	0.89	-55	448
QOS00000092	2025-09-21T15:36:00	LAG-1335	Lagos	Glo	4G	39.67	6.18	11.04	2.61	0.579	-60	158
QOS00000093	2025-09-10T10:09:00	BEN-3033	Benin City	Airtel	4G	42.4	5.75	25.54	3.22	1.897	-85	185
QOS00000094	2025-09-18T01:49:00	POR-8996	Port Harcourt	Glo	3G	85.61	23.04	4.07	1.8	0.458	-86	120
QOS00000095	2025-09-15T09:29:00	CAL-9285	Calabar	MTN	3G	104.72	24.75	7.13	1.19	1.811	-81	115
QOS00000096	2025-09-24T17:12:00	ABE-7743	Abeokuta	9mobile	4G	48.09	24.79	39.63	2.67	1.039	-53	186
QOS00000097	2025-09-17T04:49:00	JOS-4661	Jos	Glo	4G	23.68	25.1	91.73	1.84	0.743	-93	22
QOS00000098	2025-09-15T05:38:00	ABA-6126	Aba	MTN	3G	110.83	12.81	4.15	0.98	1.838	-86	345
QOS00000099	2025-09-19T23:05:00	KAD-4692	Kaduna	MTN	5G	18.63	21.35	873.5	0.79	0.32	-71	270
QOS00000100	2025-09-24T03:44:00	CAL-3655	Calabar	Glo	3G	50.83	21.36	2.6	3.12	1.512	-90	358

End of preview. Expand in Data Studio

Quality of Service Metrics

Dataset Description

Network performance metrics including latency, jitter, throughput, and error rates

Dataset Information

Category: Network Performance and Operations
Format: CSV, Parquet
Rows: 200,000
Columns: 13
Date Generated: 2025-10-05
Location: data/quality_of_service_metrics/

Schema

Column	Type	Sample Values
`metric_id`	String	QOS00000001
`timestamp`	Datetime	2025-09-30 19:54:00
`tower_id`	String	CAL-6586
`city`	String	Calabar
`operator`	String	Glo
`network_type`	String	4G
`latency_ms`	Float	33.48
`jitter_ms`	Float	12.55
`throughput_mbps`	Float	32.41
`packet_loss_rate`	Float	3.27
`error_rate`	Float	1.995
`signal_strength_dbm`	Integer	-97
`active_users`	Integer	95

Sample Data

  metric_id           timestamp tower_id       city operator network_type  latency_ms  jitter_ms  throughput_mbps  packet_loss_rate  error_rate  signal_strength_dbm  active_users
QOS00000001 2025-09-30 19:54:00 CAL-6586    Calabar      Glo           4G       33.48      12.55            32.41              3.27       1.995                  -97            95
QOS00000002 2025-09-23 02:05:00 ABA-2144        Aba   Airtel           4G       24.42      26.91            94.59              1.36       1.229                  -82           487
QOS00000003 2025-09-10 06:02:00 BEN-4261 Benin City      Glo           4G       48.78      16.10            76.02              4.74       0.027                 -102           138

Nigerian Context

This dataset incorporates authentic Nigerian telecommunications characteristics:

Geographic Coverage: Major Nigerian cities including Lagos, Abuja, Kano, Port Harcourt, Ibadan
Operators: MTN, Airtel, Glo, 9mobile with realistic market shares
Phone Numbers: Nigerian format (+234 prefixes)
Currency: Nigerian Naira (NGN)
Time Zone: West Africa Time (WAT, UTC+1)
Network Types: 2G, 3G, 4G, 5G distribution

File Formats

CSV

data/quality_of_service_metrics/quality_of_service_metrics.csv

Parquet (Recommended)

data/quality_of_service_metrics/quality_of_service_metrics.parquet

Loading the Dataset

Python (Pandas)

import pandas as pd

# Load CSV
df = pd.read_csv('data/quality_of_service_metrics/quality_of_service_metrics.csv')

# Load Parquet (recommended for large datasets)
df = pd.read_parquet('data/quality_of_service_metrics/quality_of_service_metrics.parquet')

Python (PyArrow)

import pyarrow.parquet as pq

# Load Parquet
table = pq.read_table('data/quality_of_service_metrics/quality_of_service_metrics.parquet')
df = table.to_pandas()

License

MIT License - For educational and research purposes

Citation

Nigerian Telecom Datasets - Quality of Service Metrics
Generated: 2025-10-05
Category: Network Performance and Operations
Rows: 200,000

Related Datasets

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.

Downloads last month: 284

Collection including electricsheepafrica/africa-synth-telecom-quality-of-service-metrics-nigeria

Amon Dîn

Collection

A collection of datasets from the Nigerian Telecommunications Sector • 34 items • Updated Oct 6, 2025 • 2