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

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 | | failure_probability_30d | float64 | | rul_days | int64 | | recommended_action | object | | priority | object |

## Usage

```python
import pandas as pd
df = pd.read_parquet('data/nigerian_energy_and_utilities_predictive_maintenance/nigerian_energy_and_utilities_predictive_maintenance.parquet')
df.head()
```

```python
from datasets import load_dataset
ds = load_dataset('electricsheepafrica/nigerian_energy_and_utilities_predictive_maintenance')
ds
```

## Notes

- Data generated with Nigeria-specific parameters (DisCos, tariff bands, 50 Hz grid)
- Time-of-use shapes and seasonal/weather effects included where applicable
- Values are internally consistent (e.g., kWh ~ kW*h; voltage/current ~ power)

Downloads last month: 29

Size of downloaded dataset files:

1.69 MB

Size of the auto-converted Parquet files:

1.69 MB

Number of rows:

120,000

Collection including electricsheepafrica/nigerian_energy_and_utilities_predictive_maintenance

Nigeria Energy Sector

Collection

A collection of datasets across Nigeria's energy sector. • 35 items • Updated 22 days ago • 8