Datasets:

electricsheepafrica
/

nigerian_energy_and_utilities_predictive_maintenance

as_of_date stringdate 2024-01-01 00:00:00 2024-12-30 00:00:00	disco stringclasses 10 values	substation_id stringclasses 23 values	equipment_id stringlengths 19 19	equipment_type stringclasses 3 values	health_score float64 12.1 100	failure_probability_30d float64 0 0.9	rul_days int64 7 583	recommended_action stringclasses 4 values	priority stringclasses 3 values
2024-05-18	Kaduna	KAD-SS-002	KAD-SS-002-BRE-0000	breaker	72.8	0.32	346	schedule_service	medium
2024-06-15	Kano	KNO-SS-002	KNO-SS-002-SWI-0001	switchgear	91.8	0.04	298	monitor	low
2024-08-22	Eko	EKO-SS-001	EKO-SS-001-SWI-0002	switchgear	69.7	0.227	159	monitor	low
2024-12-07	Eko	EKO-SS-002	EKO-SS-002-BRE-0003	breaker	62.6	0.452	327	monitor	medium
2024-01-24	Kaduna	KAD-SS-002	KAD-SS-002-BRE-0004	breaker	69.4	0.406	262	schedule_service	medium
2024-12-08	Abuja	ABJ-SS-003	ABJ-SS-003-BRE-0005	breaker	73.4	0.279	349	monitor	low
2024-09-28	Eko	EKO-SS-001	EKO-SS-001-SWI-0006	switchgear	76.6	0.382	196	replace_component	medium
2024-02-06	Abuja	ABJ-SS-001	ABJ-SS-001-TRA-0007	transformer	57.8	0.46	207	schedule_service	medium
2024-02-28	Kano	KNO-SS-001	KNO-SS-001-BRE-0008	breaker	71.6	0.385	201	monitor	medium
2024-10-18	Ibadan	IBD-SS-002	IBD-SS-002-BRE-0009	breaker	94.3	0.069	368	monitor	low
2024-09-15	Port Harcourt	PHC-SS-001	PHC-SS-001-SWI-0010	switchgear	77.1	0.283	252	monitor	low
2024-08-01	Kano	KNO-SS-001	KNO-SS-001-BRE-0011	breaker	73.6	0.259	319	monitor	low
2024-02-06	Kaduna	KAD-SS-002	KAD-SS-002-SWI-0012	switchgear	70.2	0.26	247	monitor	low
2024-07-29	Jos	JOS-SS-001	JOS-SS-001-TRA-0013	transformer	68.4	0.301	304	schedule_service	medium
2024-08-17	Kano	KNO-SS-001	KNO-SS-001-TRA-0014	transformer	92	0.072	360	monitor	low
2024-01-28	Kano	KNO-SS-002	KNO-SS-002-SWI-0015	switchgear	71.7	0.399	258	schedule_service	medium
2024-01-20	Port Harcourt	PHC-SS-002	PHC-SS-002-SWI-0016	switchgear	62.3	0.332	238	schedule_service	medium
2024-02-03	Abuja	ABJ-SS-001	ABJ-SS-001-TRA-0017	transformer	100	0	341	monitor	low
2024-02-17	Eko	EKO-SS-001	EKO-SS-001-SWI-0018	switchgear	59	0.41	239	schedule_service	medium
2024-06-09	Enugu	ENG-SS-002	ENG-SS-002-BRE-0019	breaker	60.3	0.471	155	schedule_service	medium
2024-12-02	Enugu	ENG-SS-002	ENG-SS-002-TRA-0020	transformer	100	0.03	321	monitor	low
2024-03-28	Abuja	ABJ-SS-003	ABJ-SS-003-TRA-0021	transformer	94	0.072	364	monitor	low
2024-01-07	Benin	BEN-SS-001	BEN-SS-001-TRA-0022	transformer	81.5	0.219	248	monitor	low
2024-04-17	Ibadan	IBD-SS-003	IBD-SS-003-SWI-0023	switchgear	61.8	0.352	320	replace_component	medium
2024-03-05	Port Harcourt	PHC-SS-002	PHC-SS-002-TRA-0024	transformer	63.2	0.365	330	schedule_service	medium
2024-01-08	Enugu	ENG-SS-002	ENG-SS-002-SWI-0025	switchgear	77.2	0.268	273	monitor	low
2024-03-24	Eko	EKO-SS-001	EKO-SS-001-TRA-0026	transformer	92.3	0.131	284	monitor	low
2024-01-22	Jos	JOS-SS-001	JOS-SS-001-TRA-0027	transformer	100	0	311	monitor	low
2024-01-09	Benin	BEN-SS-001	BEN-SS-001-TRA-0028	transformer	85.8	0.137	383	monitor	low
2024-02-27	Ikeja	IKJ-SS-003	IKJ-SS-003-BRE-0029	breaker	60	0.367	268	replace_component	medium
2024-02-28	Abuja	ABJ-SS-001	ABJ-SS-001-BRE-0030	breaker	89.7	0.116	311	monitor	low
2024-05-11	Jos	JOS-SS-001	JOS-SS-001-TRA-0031	transformer	83.1	0.143	315	monitor	low
2024-06-12	Ikeja	IKJ-SS-003	IKJ-SS-003-BRE-0032	breaker	71.7	0.28	239	monitor	low
2024-02-25	Enugu	ENG-SS-002	ENG-SS-002-BRE-0033	breaker	81	0.185	350	monitor	low
2024-06-29	Enugu	ENG-SS-002	ENG-SS-002-BRE-0034	breaker	97.1	0	435	monitor	low
2024-01-13	Kano	KNO-SS-002	KNO-SS-002-BRE-0035	breaker	100	0.025	408	monitor	low
2024-01-17	Benin	BEN-SS-001	BEN-SS-001-TRA-0036	transformer	82.1	0.2	348	monitor	low
2024-04-03	Port Harcourt	PHC-SS-001	PHC-SS-001-TRA-0037	transformer	78.2	0.234	294	monitor	low
2024-01-26	Jos	JOS-SS-001	JOS-SS-001-TRA-0038	transformer	67.2	0.301	302	schedule_service	medium
2024-07-27	Enugu	ENG-SS-002	ENG-SS-002-TRA-0039	transformer	79.5	0.236	344	monitor	low
2024-07-04	Enugu	ENG-SS-002	ENG-SS-002-TRA-0040	transformer	70.7	0.296	271	monitor	low
2024-12-17	Ibadan	IBD-SS-003	IBD-SS-003-TRA-0041	transformer	82.5	0.164	235	monitor	low
2024-05-24	Enugu	ENG-SS-002	ENG-SS-002-BRE-0042	breaker	100	0.069	372	monitor	low
2024-01-14	Benin	BEN-SS-001	BEN-SS-001-TRA-0043	transformer	71.7	0.33	151	monitor	medium
2024-09-24	Eko	EKO-SS-002	EKO-SS-002-SWI-0044	switchgear	49.6	0.537	137	schedule_service	medium
2024-03-04	Benin	BEN-SS-001	BEN-SS-001-TRA-0045	transformer	87.5	0.149	411	monitor	low
2024-02-28	Kano	KNO-SS-001	KNO-SS-001-TRA-0046	transformer	85.7	0.118	228	monitor	low
2024-10-17	Jos	JOS-SS-001	JOS-SS-001-TRA-0047	transformer	79.6	0.171	249	monitor	low
2024-06-21	Kaduna	KAD-SS-001	KAD-SS-001-TRA-0048	transformer	79.9	0.189	455	monitor	low
2024-09-10	Kaduna	KAD-SS-001	KAD-SS-001-TRA-0049	transformer	95.6	0	461	monitor	low
2024-06-28	Port Harcourt	PHC-SS-001	PHC-SS-001-SWI-0050	switchgear	68.1	0.294	244	monitor	low
2024-03-17	Eko	EKO-SS-001	EKO-SS-001-TRA-0051	transformer	60.9	0.375	160	schedule_service	medium
2024-08-09	Port Harcourt	PHC-SS-001	PHC-SS-001-TRA-0052	transformer	62.5	0.376	212	replace_component	medium
2024-01-16	Abuja	ABJ-SS-001	ABJ-SS-001-TRA-0053	transformer	40.6	0.704	128	replace_component	high
2024-06-08	Ikeja	IKJ-SS-003	IKJ-SS-003-TRA-0054	transformer	77.4	0.217	189	monitor	low
2024-04-27	Ibadan	IBD-SS-003	IBD-SS-003-TRA-0055	transformer	87.2	0.18	375	monitor	low
2024-07-14	Abuja	ABJ-SS-001	ABJ-SS-001-TRA-0056	transformer	90.8	0.218	326	monitor	low
2024-05-20	Port Harcourt	PHC-SS-002	PHC-SS-002-BRE-0057	breaker	86.1	0.05	403	monitor	low
2024-08-09	Ikeja	IKJ-SS-001	IKJ-SS-001-TRA-0058	transformer	77.2	0.194	273	monitor	low
2024-07-29	Ibadan	IBD-SS-001	IBD-SS-001-TRA-0059	transformer	94.6	0.06	364	monitor	low
2024-11-04	Abuja	ABJ-SS-001	ABJ-SS-001-TRA-0060	transformer	69.4	0.263	283	monitor	low
2024-09-13	Eko	EKO-SS-002	EKO-SS-002-SWI-0061	switchgear	80.7	0.312	300	monitor	medium
2024-07-22	Port Harcourt	PHC-SS-001	PHC-SS-001-BRE-0062	breaker	81.6	0.287	299	monitor	low
2024-03-05	Eko	EKO-SS-001	EKO-SS-001-TRA-0063	transformer	90.7	0.124	215	monitor	low
2024-03-22	Port Harcourt	PHC-SS-001	PHC-SS-001-TRA-0064	transformer	100	0	471	monitor	low
2024-01-29	Port Harcourt	PHC-SS-002	PHC-SS-002-BRE-0065	breaker	82.4	0.199	366	monitor	low
2024-06-27	Port Harcourt	PHC-SS-002	PHC-SS-002-TRA-0066	transformer	72.1	0.386	149	schedule_service	medium
2024-07-03	Ikeja	IKJ-SS-003	IKJ-SS-003-BRE-0067	breaker	48.5	0.464	206	monitor	medium
2024-04-18	Enugu	ENG-SS-002	ENG-SS-002-TRA-0068	transformer	79.2	0.24	125	monitor	low
2024-01-15	Enugu	ENG-SS-001	ENG-SS-001-TRA-0069	transformer	100	0	428	monitor	low
2024-11-23	Kano	KNO-SS-002	KNO-SS-002-BRE-0070	breaker	78.4	0.22	312	monitor	low
2024-07-22	Benin	BEN-SS-001	BEN-SS-001-BRE-0071	breaker	100	0.042	349	monitor	low
2024-09-17	Ikeja	IKJ-SS-002	IKJ-SS-002-BRE-0072	breaker	63.1	0.344	131	monitor	medium
2024-06-28	Kaduna	KAD-SS-001	KAD-SS-001-BRE-0073	breaker	87.1	0.162	270	monitor	low
2024-05-11	Eko	EKO-SS-001	EKO-SS-001-SWI-0074	switchgear	49.7	0.544	207	schedule_service	medium
2024-12-15	Benin	BEN-SS-002	BEN-SS-002-SWI-0075	switchgear	80.3	0.129	397	monitor	low
2024-12-28	Kano	KNO-SS-002	KNO-SS-002-SWI-0076	switchgear	70.3	0.316	345	immediate_shutdown	medium
2024-01-06	Abuja	ABJ-SS-003	ABJ-SS-003-TRA-0077	transformer	58.7	0.404	231	schedule_service	medium
2024-11-16	Ikeja	IKJ-SS-003	IKJ-SS-003-BRE-0078	breaker	78.7	0.218	354	monitor	low
2024-04-01	Kaduna	KAD-SS-002	KAD-SS-002-TRA-0079	transformer	83.8	0.216	269	monitor	low
2024-07-14	Kano	KNO-SS-001	KNO-SS-001-SWI-0080	switchgear	91.3	0.191	196	monitor	low
2024-11-09	Abuja	ABJ-SS-003	ABJ-SS-003-BRE-0081	breaker	81.5	0.038	373	monitor	low
2024-10-27	Benin	BEN-SS-001	BEN-SS-001-TRA-0082	transformer	100	0.086	247	monitor	low
2024-10-10	Kaduna	KAD-SS-001	KAD-SS-001-TRA-0083	transformer	62.9	0.356	286	schedule_service	medium
2024-06-26	Enugu	ENG-SS-002	ENG-SS-002-TRA-0084	transformer	36.6	0.527	72	schedule_service	high
2024-05-03	Enugu	ENG-SS-001	ENG-SS-001-TRA-0085	transformer	79.4	0.218	229	monitor	low
2024-01-08	Ibadan	IBD-SS-003	IBD-SS-003-TRA-0086	transformer	92.5	0.047	353	monitor	low
2024-03-02	Enugu	ENG-SS-001	ENG-SS-001-TRA-0087	transformer	60.5	0.357	245	schedule_service	medium
2024-04-04	Enugu	ENG-SS-002	ENG-SS-002-TRA-0088	transformer	74.3	0.242	308	monitor	low
2024-03-08	Ibadan	IBD-SS-001	IBD-SS-001-TRA-0089	transformer	55.8	0.387	301	monitor	medium
2024-09-08	Benin	BEN-SS-001	BEN-SS-001-TRA-0090	transformer	67.1	0.357	179	schedule_service	medium
2024-06-05	Ibadan	IBD-SS-002	IBD-SS-002-TRA-0091	transformer	71.4	0.27	197	monitor	low
2024-12-20	Jos	JOS-SS-002	JOS-SS-002-TRA-0092	transformer	95.5	0	387	monitor	low
2024-11-03	Kano	KNO-SS-001	KNO-SS-001-BRE-0093	breaker	68.7	0.265	230	monitor	low
2024-10-01	Benin	BEN-SS-002	BEN-SS-002-SWI-0094	switchgear	57.5	0.448	266	schedule_service	medium
2024-12-18	Jos	JOS-SS-002	JOS-SS-002-TRA-0095	transformer	80.6	0.193	311	monitor	low
2024-05-12	Kano	KNO-SS-001	KNO-SS-001-TRA-0096	transformer	72.1	0.367	233	schedule_service	medium
2024-04-27	Ibadan	IBD-SS-003	IBD-SS-003-BRE-0097	breaker	80.5	0.249	227	monitor	low
2024-11-18	Benin	BEN-SS-002	BEN-SS-002-TRA-0098	transformer	75.9	0.279	285	monitor	low
2024-07-13	Kano	KNO-SS-001	KNO-SS-001-TRA-0099	transformer	86	0.102	221	monitor	low

End of preview. Expand in Data Studio

Nigerian Energy & Utilities – Predictive Maintenance | Africa (Electric Sheep Africa metadata inventory)

Size category: 100K<n<1M - Formats: parquet - Sector: energy - Engineered by Electric Sheep Africa

TL;DR

This dataset is part of the Electric Sheep Africa catalog on Hugging Face. It is indexed for African data discovery with standardized metadata, loading guidance, provenance notes, and analyst-oriented context.

What This Dataset Covers

Public datasets help analysts inspect structured evidence, build reproducible workflows, and compare patterns across domains.

Dataset context from the existing Hugging Face card: # Nigerian Energy & Utilities – Predictive Maintenance Equipment health, failure probability (30d), RUL, and recommended action with priority. - [category] Maintenance & Operations - [rows] ~120,000 - [formats] CSV + Parquet (snappy) - [geography] Nigeria (DisCos, substations, plants) ## Schema | column | dtype | |---|---| | as_of_date | object | | disco | object | | substation_id | object | | equipment_id | object | | equipment_type | object | | health_score | float64 | |… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/nigerian_energy_and_utilities_predictive_maintenance.

Dataset Profile

Field	Value
Hugging Face repo	`electricsheepafrica/nigerian_energy_and_utilities_predictive_maintenance`
Sector	energy
Topic tags	nigeria, energy, utilities, power, grid, smart-meter, renewables
Modalities	`tabular`, `text`
Formats	`parquet`
Size category	`100K<n<1M`
Countries	Nigeria
ISO3 coverage	`NGA`
Last modified on HF	`2025-10-11 18:13:18+00:00`
Inventory snapshot	`2026-07-16T16:00:34Z`

How To Read This Dataset

Start from the repository files and the dataset viewer when available.
Treat the README context as a fast orientation layer; confirm variable definitions and units in the data files before modeling.
Use explicit country columns when present. When geography is only implied by the title or source metadata, document that assumption in downstream analysis.
Preserve missing values until you have a defensible imputation rule.

Usage

from datasets import load_dataset

ds = load_dataset("electricsheepafrica/nigerian_energy_and_utilities_predictive_maintenance")
print(ds)

split_name = next(iter(ds))
table = ds[split_name]
print(table.features)
print(table[:3])

Convert To Pandas When Tabular

from datasets import Dataset

first_split = ds[next(iter(ds))]
if isinstance(first_split, Dataset):
    df = first_split.to_pandas()
    print(df.head())

Data Quality Notes

This card was standardized from the Electric Sheep Africa Hugging Face metadata inventory.
Exact schema, row counts, and source files should be inspected in the repository data files.
Metadata gaps from the inventory: upstream_publisher.
Do not infer policy meaning from labels alone; confirm definitions, units, and methods in the source material.

Source And Provenance

Source context: Electric Sheep Africa metadata inventory
Publisher/source attribution: Public dataset metadata
License: gpl
Hugging Face URL: https://huggingface.co/datasets/electricsheepafrica/nigerian_energy_and_utilities_predictive_maintenance
Inventory retrieved at: 2026-07-16T16:00:34Z

Suggested Analyses

Inspect schema and missingness before modeling.
Profile variables by geography, time, and subgroup columns where present.
Join with other Electric Sheep Africa datasets using explicit country, year, and indicator fields when available.
Build reproducible notebooks that cite both the original source context and the Electric Sheep Africa Hugging Face repo.

Citation

@misc{electric_sheep_africa_nigerian_energy_and_utilities_predictive_maintenance_2026,
  title        = {Nigerian Energy & Utilities – Predictive Maintenance | Africa (Electric Sheep Africa metadata inventory)},
  author       = {Public dataset metadata},
  year         = {2026},
  url          = {https://huggingface.co/datasets/electricsheepafrica/nigerian_energy_and_utilities_predictive_maintenance},
  publisher    = {Hugging Face Datasets, engineered by Electric Sheep Africa},
  howpublished = {\url{https://huggingface.co/datasets/electricsheepafrica/nigerian_energy_and_utilities_predictive_maintenance}}
}

License

Released under gpl.

Original source rights remain with the original publisher or data provider. Electric Sheep Africa engineering standardizes discovery metadata, documentation, and usage guidance for analysis on Hugging Face.

About Electric Sheep Africa

Electric Sheep Africa publishes ML-ready African public datasets on Hugging Face.

Provenance: metadata-backed README standardized 2026-08-12 by the Electric Sheep Africa README system. Inventory source: catalog/esa_metadata_inventory/master_metadata.jsonl.

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