Datasets:

electricsheepafrica
/

africa-synth-telecom-ultra-low-latency-logs-nigeria

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

End of preview. Expand in Data Studio

Ultra Low Latency Logs

Dataset Description

Performance data for delay-sensitive 5G applications

Dataset Information

Category: Emerging and Advanced
Format: CSV, Parquet
Rows: 200,000
Columns: 13
Date Generated: 2025-10-05
Location: data/ultra_low_latency_logs/

Schema

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

Sample Data

 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

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/ultra_low_latency_logs/ultra_low_latency_logs.csv

Parquet (Recommended)

data/ultra_low_latency_logs/ultra_low_latency_logs.parquet

Loading the Dataset

Python (Pandas)

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')

Python (PyArrow)

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()

License

MIT License - For educational and research purposes

Citation

Nigerian Telecom Datasets - Ultra Low Latency Logs
Generated: 2025-10-05
Category: Emerging and Advanced
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: 30

Collection including electricsheepafrica/africa-synth-telecom-ultra-low-latency-logs-nigeria

Amon Dîn

Collection

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