Datasets:

electricsheepafrica
/

nigerian-telecom-edge-computing-load-data

edge_node_id stringclasses 100 values	timestamp timestamp[ns]date 2025-09-01 00:00:00 2025-10-01 23:59:00	city stringclasses 5 values	application stringclasses 7 values	cpu_utilization_percent float64 20 95	memory_utilization_percent float64 20 90	storage_utilization_percent float64 30 80	network_throughput_gbps float64 1 50	active_sessions int64 50 5k	requests_per_second int64 100 10k	avg_response_time_ms float64 5 50	cache_hit_ratio_percent float64 60 95 ⌀	operator stringclasses 4 values	load_status stringclasses 3 values
EDGEIBA08	2025-09-17T03:43:00	Ibadan	ai_inference	29.48	31.55	45.91	45.87	354	4,010	17.74	null	Airtel	low
EDGEABU16	2025-09-25T23:00:00	Abuja	cdn	60.74	71.2	71.3	7.46	1,450	8,380	30.32	null	Airtel	medium
EDGEPOR10	2025-09-06T08:31:00	Port Harcourt	gaming	33.51	34.85	35.1	46.08	182	7,820	36.89	null	Airtel	low
EDGEPOR20	2025-09-01T01:17:00	Port Harcourt	video_analytics	36.34	25.43	40.08	21.02	353	9,080	36.74	null	MTN	low
EDGELAG09	2025-09-01T10:32:00	Lagos	content_caching	58.25	49.6	78.64	47.29	1,248	5,725	42.1	94.33	Airtel	medium
EDGEKAN10	2025-09-08T14:36:00	Kano	content_caching	66.14	48.66	69.4	36.74	1,772	2,803	19.52	94.61	9mobile	medium
EDGELAG13	2025-09-13T03:05:00	Lagos	iot_processing	20.99	23.73	36.72	19.08	57	2,835	14.99	null	Airtel	low
EDGEPOR17	2025-09-23T03:55:00	Port Harcourt	ai_inference	30.73	22.24	38.54	28.99	407	7,962	42.9	null	Glo	low
EDGEIBA15	2025-09-24T04:39:00	Ibadan	iot_processing	35.9	34.72	78.61	39.4	313	5,510	48.91	null	Glo	low
EDGEKAN17	2025-09-17T10:19:00	Kano	gaming	66.74	32.86	44.69	44.69	862	5,127	7.96	null	MTN	medium
EDGEKAN01	2025-09-14T17:37:00	Kano	gaming	41.82	57.26	34.78	40.97	1,306	4,477	16.69	null	MTN	low
EDGELAG09	2025-09-02T06:58:00	Lagos	gaming	35.11	34.77	58.96	29.56	379	6,825	23.11	null	MTN	low
EDGEPOR08	2025-09-12T07:18:00	Port Harcourt	video_analytics	20.43	23.67	39.8	27.33	222	3,135	33.78	null	Airtel	low
EDGEABU17	2025-09-09T11:24:00	Abuja	gaming	46.26	43.03	73.3	8.16	986	9,185	44.94	null	MTN	low
EDGELAG11	2025-09-02T07:53:00	Lagos	content_caching	49.22	31.11	54.51	1.6	336	1,622	49.72	93.12	9mobile	low
EDGEKAN03	2025-09-19T13:58:00	Kano	iot_processing	68.08	32.26	69.2	49.83	487	1,960	14.09	null	9mobile	medium
EDGEABU12	2025-09-20T23:27:00	Abuja	ar_vr	88.6	66.26	54.31	24.67	3,289	1,899	17.74	null	Glo	high
EDGEABU13	2025-09-24T06:09:00	Abuja	ar_vr	39.09	38.45	49.69	27.11	68	5,857	47.63	null	Airtel	low
EDGEABU20	2025-09-30T22:56:00	Abuja	video_analytics	64.45	89.19	60.39	36.57	1,077	1,372	47.44	null	Airtel	medium
EDGELAG03	2025-09-22T16:49:00	Lagos	content_caching	60.06	55.61	73.81	13.96	1,332	2,748	47.64	74.38	Airtel	medium
EDGELAG19	2025-09-13T02:43:00	Lagos	ar_vr	46.63	30.99	79.63	35.79	373	6,711	30.51	null	Airtel	low
EDGELAG14	2025-09-02T00:49:00	Lagos	cdn	33.11	32.34	51.22	26.5	475	4,274	29.1	null	Airtel	low
EDGEKAN18	2025-09-22T11:14:00	Kano	ai_inference	54.76	55.17	68.44	32.04	544	7,162	46.91	null	9mobile	medium
EDGEIBA13	2025-09-09T13:01:00	Ibadan	ar_vr	54.65	35.18	42.25	17.86	921	6,805	38.34	null	Airtel	medium
EDGEABU08	2025-09-01T23:29:00	Abuja	content_caching	89.74	86.08	44.96	3.96	1,592	7,458	39.99	73.85	Glo	high
EDGEKAN19	2025-09-01T02:26:00	Kano	iot_processing	24.72	37.94	33.59	36.17	68	683	27.94	null	MTN	low
EDGEPOR08	2025-09-04T11:20:00	Port Harcourt	ai_inference	43.25	41.51	30.39	10.81	389	1,681	42	null	9mobile	low
EDGEIBA17	2025-09-27T18:56:00	Ibadan	video_analytics	81.15	72.55	61	30.38	2,900	5,777	22.79	null	9mobile	high
EDGEABU07	2025-09-24T03:37:00	Abuja	ar_vr	47.94	29.87	77.07	38.24	321	9,846	33.47	null	Airtel	low
EDGEIBA18	2025-09-27T20:07:00	Ibadan	cdn	91.85	66.02	79.58	36.57	1,386	2,914	7.98	null	Glo	high
EDGEABU06	2025-09-27T10:46:00	Abuja	cdn	68.82	59.98	65.69	36.85	1,703	8,544	43.05	null	Glo	medium
EDGELAG07	2025-09-09T06:42:00	Lagos	ar_vr	28.66	38.37	43.21	26.47	248	5,191	18.32	null	Airtel	low
EDGEIBA10	2025-09-24T03:36:00	Ibadan	iot_processing	23.07	22.84	48.09	23.01	431	7,219	16.78	null	Glo	low
EDGEABU08	2025-09-23T22:00:00	Abuja	content_caching	91.45	67.46	38.14	47.62	1,422	4,180	37.39	73.38	Airtel	high
EDGEPOR01	2025-09-28T10:40:00	Port Harcourt	gaming	52.13	54.24	67.35	40.46	922	9,153	12.09	null	MTN	medium
EDGELAG12	2025-09-27T23:02:00	Lagos	video_analytics	71.3	62.14	68.22	22.24	3,094	742	37.94	null	9mobile	medium
EDGEPOR11	2025-09-16T01:11:00	Port Harcourt	cdn	30.16	27.44	71.58	30.15	289	4,655	18.99	null	Glo	low
EDGELAG08	2025-09-10T03:55:00	Lagos	content_caching	20.34	36.46	49.64	46.89	415	9,631	28.35	90.72	9mobile	low
EDGELAG20	2025-09-06T08:12:00	Lagos	cdn	23.27	22.83	74.71	35.9	383	9,595	44.57	null	MTN	low
EDGEKAN06	2025-09-25T08:05:00	Kano	ai_inference	27.94	35.23	32.02	16.83	465	3,846	20.54	null	9mobile	low
EDGEKAN09	2025-09-21T04:37:00	Kano	content_caching	38.71	32.58	70.82	33.29	441	6,264	42.06	88.12	9mobile	low
EDGEIBA03	2025-09-25T21:41:00	Ibadan	video_analytics	69.6	72.44	60.36	13.45	4,275	4,293	25.08	null	9mobile	medium
EDGEKAN20	2025-09-03T17:58:00	Kano	ar_vr	66	49.33	77.43	32.27	719	7,549	38.18	null	Glo	medium
EDGEABU09	2025-09-28T14:47:00	Abuja	ai_inference	43.05	53.29	60.23	32.08	906	4,288	13.9	null	Glo	low
EDGEPOR11	2025-09-26T17:12:00	Port Harcourt	ar_vr	60.35	43.54	52.36	23.67	468	7,477	49.38	null	MTN	medium
EDGEPOR05	2025-09-11T22:13:00	Port Harcourt	iot_processing	63.61	59.65	77.61	6.57	3,558	2,279	24.31	null	Glo	medium
EDGEABU01	2025-09-13T18:20:00	Abuja	content_caching	87.12	72.48	32.72	10.31	4,356	8,201	8.62	69.7	MTN	high
EDGEKAN14	2025-09-08T18:25:00	Kano	iot_processing	65.02	69.4	64.6	32.16	4,371	909	21.43	null	Glo	medium
EDGEIBA13	2025-09-10T03:45:00	Ibadan	content_caching	31.46	38.23	33.47	38.5	361	1,688	9.59	76.06	Glo	low
EDGEIBA07	2025-09-26T20:01:00	Ibadan	ar_vr	94.23	59.16	46.33	38.69	4,177	9,249	12.29	null	Airtel	high
EDGEPOR18	2025-09-17T04:02:00	Port Harcourt	ar_vr	34.35	23.47	58.76	23.6	272	3,715	20.8	null	Airtel	low
EDGEKAN06	2025-09-11T04:17:00	Kano	ar_vr	27.59	25.12	78.62	39.7	305	7,184	41.74	null	9mobile	low
EDGEABU08	2025-09-14T17:52:00	Abuja	gaming	54.12	58.06	73.66	44.79	820	7,930	42.62	null	Airtel	medium
EDGEIBA01	2025-09-07T11:17:00	Ibadan	cdn	63.02	30.11	40.04	3.71	1,374	5,943	5.59	null	Airtel	medium
EDGELAG10	2025-09-28T15:05:00	Lagos	cdn	55.17	42.01	47.72	35.95	631	3,697	25.55	null	Airtel	medium
EDGELAG19	2025-09-25T09:15:00	Lagos	gaming	64.76	43.91	59.15	45.94	1,310	4,776	48.4	null	Airtel	medium
EDGEABU12	2025-09-28T13:11:00	Abuja	iot_processing	54.43	37.06	33.46	10.89	1,531	5,008	44.76	null	MTN	medium
EDGELAG16	2025-09-22T22:31:00	Lagos	gaming	76.04	77.16	55.66	10.27	1,596	2,552	38.56	null	Airtel	medium
EDGEPOR06	2025-09-03T07:59:00	Port Harcourt	gaming	25.1	28.18	54.69	28.4	303	7,307	43.23	null	Glo	low
EDGEIBA15	2025-09-21T11:46:00	Ibadan	cdn	48.89	32.66	31.2	6.62	925	941	8.07	null	Airtel	low
EDGELAG14	2025-09-28T19:19:00	Lagos	ar_vr	83.45	54.84	30.8	6.97	3,611	2,096	13.4	null	9mobile	high
EDGEPOR13	2025-09-27T14:59:00	Port Harcourt	ai_inference	65.52	53.59	56.39	15.23	558	9,574	24.84	null	MTN	medium
EDGEKAN04	2025-09-21T11:28:00	Kano	cdn	57.78	46.39	62.36	49.74	1,606	765	21.92	null	9mobile	medium
EDGEKAN11	2025-09-30T12:14:00	Kano	content_caching	61.1	49.57	47.41	20.24	682	7,876	25.31	87.37	Glo	medium
EDGEPOR13	2025-09-08T14:06:00	Port Harcourt	gaming	46.23	34.18	69.85	16.75	309	8,882	10.02	null	MTN	low
EDGEIBA08	2025-09-18T18:42:00	Ibadan	content_caching	80.27	63.13	73.06	32.71	1,262	2,199	38.75	86.8	9mobile	high
EDGEPOR05	2025-09-12T10:54:00	Port Harcourt	ai_inference	50.12	57.11	65.79	17.34	1,301	8,728	27.57	null	MTN	medium
EDGELAG15	2025-09-06T23:34:00	Lagos	video_analytics	75.67	68.81	70.1	41.53	4,457	6,416	30.89	null	MTN	medium
EDGEKAN10	2025-09-07T10:04:00	Kano	ai_inference	68.34	30.01	57.73	49.16	273	9,000	38.82	null	9mobile	medium
EDGEKAN01	2025-09-07T17:36:00	Kano	video_analytics	47.65	37.56	79.11	4.29	1,378	524	7.92	null	Airtel	low
EDGEIBA15	2025-09-08T03:27:00	Ibadan	video_analytics	43.8	37.54	53.66	28.83	376	771	38.78	null	Glo	low
EDGELAG06	2025-09-13T06:44:00	Lagos	gaming	47.17	25.54	61.27	20.36	420	1,498	43.45	null	MTN	low
EDGEKAN14	2025-09-12T20:09:00	Kano	cdn	61.07	82.83	54	35.35	3,953	6,798	11.77	null	Glo	medium
EDGELAG07	2025-09-04T15:14:00	Lagos	content_caching	54.67	55.02	58.17	25.76	1,933	6,638	32.56	70.65	MTN	medium
EDGEIBA02	2025-09-20T06:05:00	Ibadan	gaming	25.08	20.3	73.01	23.92	370	2,196	48.6	null	MTN	low
EDGEPOR12	2025-09-02T00:37:00	Port Harcourt	ai_inference	45.42	35.98	54.78	39.95	203	447	37.86	null	MTN	low
EDGEPOR01	2025-09-03T07:05:00	Port Harcourt	iot_processing	26.13	25.39	57.89	38.93	346	4,667	39.81	null	9mobile	low
EDGEPOR08	2025-09-13T01:15:00	Port Harcourt	ai_inference	45.81	29.43	73.46	20.26	381	981	47.31	null	MTN	low
EDGEIBA12	2025-09-23T15:59:00	Ibadan	gaming	42.61	45.24	38.22	10.51	253	6,047	35.85	null	9mobile	low
EDGEKAN08	2025-09-03T01:29:00	Kano	ai_inference	41.11	30.18	37.01	28.85	303	1,233	35.33	null	Glo	low
EDGELAG18	2025-09-26T18:05:00	Lagos	gaming	79.81	62.64	61.83	16.15	3,329	2,069	25.83	null	Airtel	medium
EDGELAG06	2025-09-22T22:10:00	Lagos	video_analytics	84.58	80.15	40.34	1.07	2,394	5,421	41.9	null	Airtel	high
EDGEPOR10	2025-09-03T06:52:00	Port Harcourt	cdn	24.41	35.99	33.91	26.75	182	1,086	44.91	null	Glo	low
EDGEABU15	2025-09-27T18:45:00	Abuja	iot_processing	73.07	67.99	63.65	27.95	3,359	7,660	10.28	null	Glo	medium
EDGELAG03	2025-09-17T18:28:00	Lagos	ai_inference	78.99	79.3	30.91	28.8	1,490	910	21.4	null	Glo	medium
EDGEABU19	2025-09-20T04:39:00	Abuja	content_caching	20.44	29.09	76.57	25.66	459	1,647	47.87	76.1	MTN	low
EDGEPOR10	2025-09-28T10:39:00	Port Harcourt	video_analytics	50.9	50.01	49.91	26.06	1,770	693	43.42	null	Glo	medium
EDGELAG18	2025-09-04T02:10:00	Lagos	ar_vr	36.66	32.6	45.51	14.43	354	6,591	25.16	null	MTN	low
EDGEIBA03	2025-09-06T11:54:00	Ibadan	video_analytics	68.17	32.32	30.25	28.84	1,788	3,822	31.09	null	Glo	medium
EDGEKAN14	2025-09-21T16:25:00	Kano	ar_vr	43.88	54.63	57.42	44.15	451	6,945	44.14	null	9mobile	low
EDGEIBA19	2025-09-23T10:44:00	Ibadan	video_analytics	64.17	33.97	47.17	15.27	1,126	6,858	36.59	null	Airtel	medium
EDGELAG14	2025-09-19T20:39:00	Lagos	cdn	85.62	72.39	50.2	44.76	4,896	752	34.37	null	Airtel	high
EDGELAG14	2025-09-30T06:21:00	Lagos	gaming	30.65	27.06	51.83	17.9	213	367	16.76	null	MTN	low
EDGEABU15	2025-09-13T02:32:00	Abuja	content_caching	21.5	34.07	79.8	3.08	268	6,665	6.76	68.84	MTN	low
EDGEPOR08	2025-09-09T15:59:00	Port Harcourt	video_analytics	64.39	56.16	30.85	3.53	904	7,370	44.2	null	Airtel	medium
EDGELAG15	2025-09-25T06:34:00	Lagos	content_caching	44.53	34.6	47.62	5	395	4,769	21.7	89.9	Glo	low
EDGEABU16	2025-09-11T20:55:00	Abuja	ar_vr	92.96	50.18	70.15	6.92	4,261	1,514	5.76	null	MTN	high
EDGEIBA18	2025-10-01T14:34:00	Ibadan	gaming	68.22	59.02	30.19	29.76	1,725	9,238	19.12	null	MTN	medium
EDGEKAN10	2025-09-15T06:17:00	Kano	iot_processing	47.81	31.04	40.23	48.01	232	8,596	37.99	null	Glo	low
EDGEABU09	2025-09-29T12:06:00	Abuja	ar_vr	67.19	33.81	66.93	21	1,494	4,492	18.41	null	9mobile	medium

End of preview. Expand in Data Studio

Edge Computing Load Data

Dataset Description

Processing demand and resource utilization across edge nodes

Dataset Information

Category: Emerging and Advanced
Format: CSV, Parquet
Rows: 250,000
Columns: 14
Date Generated: 2025-10-05
Location: data/edge_computing_load_data/

Schema

Column	Type	Sample Values
`edge_node_id`	String	EDGEIBA08
`timestamp`	Datetime	2025-09-17 03:43:00
`city`	String	Ibadan
`application`	String	ai_inference
`cpu_utilization_percent`	Float	29.48
`memory_utilization_percent`	Float	31.55
`storage_utilization_percent`	Float	45.91
`network_throughput_gbps`	Float	45.87
`active_sessions`	Integer	354
`requests_per_second`	Integer	4010
`avg_response_time_ms`	Float	17.74
`cache_hit_ratio_percent`	Float	94.33
`operator`	String	Airtel
`load_status`	String	low

Sample Data

edge_node_id           timestamp          city  application  cpu_utilization_percent  memory_utilization_percent  storage_utilization_percent  network_throughput_gbps  active_sessions  requests_per_second  avg_response_time_ms  cache_hit_ratio_percent operator load_status
   EDGEIBA08 2025-09-17 03:43:00        Ibadan ai_inference                    29.48                       31.55                        45.91                    45.87              354                 4010                 17.74                      NaN   Airtel         low
   EDGEABU16 2025-09-25 23:00:00         Abuja          cdn                    60.74                       71.20                        71.30                     7.46             1450                 8380                 30.32                      NaN   Airtel      medium
   EDGEPOR10 2025-09-06 08:31:00 Port Harcourt       gaming                    33.51                       34.85                        35.10                    46.08              182                 7820                 36.89                      NaN   Airtel         low

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/edge_computing_load_data/edge_computing_load_data.csv

Parquet (Recommended)

data/edge_computing_load_data/edge_computing_load_data.parquet

Loading the Dataset

Python (Pandas)

import pandas as pd

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

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

Python (PyArrow)

import pyarrow.parquet as pq

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

License

MIT License - For educational and research purposes

Citation

Nigerian Telecom Datasets - Edge Computing Load Data
Generated: 2025-10-05
Category: Emerging and Advanced
Rows: 250,000

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: 18

Size of downloaded dataset files:

4.57 MB

Size of the auto-converted Parquet files:

4.57 MB

Number of rows:

250,000

Collection including electricsheepafrica/nigerian-telecom-edge-computing-load-data

Amon Dîn

Collection

A collection of datasets from the Nigerian Telecommunications Sector • 34 items • Updated Oct 6, 2025 • 1