Datasets:

electricsheepafrica
/

africa-synth-wash-water-infrastructure-maintenance-all

infrastructure_id stringlengths 8 8	country stringclasses 14 values	year int64 2.02k 2.03k	location stringclasses 3 values	infrastructure_type stringclasses 8 values	installation_year int64 1.99k 2.02k	years_since_installation int64 1 35	management_model stringclasses 6 values	functionality_status stringclasses 3 values	breakdown_frequency_year int64 0 7	last_breakdown_days_ago int64 0 364	repair_time_days int64 0 89	maintenance_needs stringclasses 9 values	spare_parts_available_locally bool 2 classes	technician_available_within_50km bool 2 classes	annual_maintenance_cost_usd float64 20 3k	last_maintenance_days_ago int64 0 729	has_maintenance_fund bool 2 classes	users_per_system int64 50 10k	water_fee_charged bool 2 classes	fee_collection_rate float64 0 0.95	sustainability_score float64 0 1
WI000001	Rwanda	2,020	urban	piped_system_pumped	1,996	24	ngo_managed	partially_functional	7	57	44	spare_parts	false	true	1,285	332	true	8,334	true	0.86	0.45
WI000002	Uganda	2,022	peri_urban	borehole_motorized	2,013	9	private_operator	functional	2	49	0	none	true	false	1,066	303	false	2,960	true	0.72	0.7
WI000003	Mali	2,021	rural	borehole_motorized	2,022	1	community_management	non_functional	7	133	43	major_repair	false	false	1,260	392	false	1,292	false	0	0.1
WI000004	Ghana	2,018	rural	borehole_motorized	2,006	12	water_users_association	non_functional	2	305	26	motor_replacement	false	false	1,231	75	false	2,461	true	0.37	0.1
WI000005	Rwanda	2,023	urban	piped_system_pumped	1,996	27	community_management	partially_functional	4	100	40	routine_maintenance	true	true	818	154	false	4,295	false	0	0.3
WI000006	Ethiopia	2,024	peri_urban	piped_system_gravity	2,016	8	private_operator	non_functional	3	113	3	major_repair	false	true	2,687	556	true	8,061	false	0	0.4
WI000007	Uganda	2,025	rural	handpump_india_mark	2,022	3	water_users_association	non_functional	5	253	44	pump_replacement	false	true	199	701	true	346	false	0	0.4
WI000008	Mozambique	2,024	rural	handpump_afridev	1,991	33	water_users_association	non_functional	3	114	17	motor_replacement	false	false	210	219	true	275	true	0.54	0.3
WI000009	Zambia	2,020	urban	piped_system_gravity	2,001	19	government_managed	functional	1	80	0	preventive_maintenance	true	false	1,704	261	false	8,203	false	0	0.45
WI000010	Nigeria	2,019	urban	piped_system_gravity	2,023	1	water_users_association	functional	1	13	0	preventive_maintenance	true	true	1,166	283	true	2,356	true	0.61	1
WI000011	Mozambique	2,019	rural	borehole_motorized	2,020	1	community_management	functional	1	44	0	routine_maintenance	true	false	1,027	201	true	1,754	false	0	0.7
WI000012	DRC	2,024	rural	rainwater_harvesting	2,004	20	ngo_managed	non_functional	2	268	35	system_overhaul	true	false	63	535	true	3,866	false	0	0.3
WI000013	Kenya	2,023	rural	handpump_afridev	2,013	10	water_users_association	functional	2	14	0	preventive_maintenance	false	false	155	165	true	268	false	0	0.55
WI000014	Nigeria	2,022	rural	protected_well	2,011	11	community_management	non_functional	2	66	33	major_repair	false	false	30	393	false	85	false	0	0.1
WI000015	Uganda	2,025	rural	borehole_motorized	2,001	24	private_operator	non_functional	2	179	3	major_repair	false	false	568	716	false	2,766	true	0.67	0.15
WI000016	Tanzania	2,021	rural	handpump_afridev	2,020	1	ngo_managed	functional	1	3	0	none	false	false	176	175	true	214	true	0.59	0.7
WI000017	Ethiopia	2,025	rural	protected_well	2,022	3	ngo_managed	functional	0	24	0	routine_maintenance	false	false	36	294	true	232	true	0.39	0.55
WI000018	Rwanda	2,021	peri_urban	piped_system_pumped	2,017	4	ngo_managed	functional	2	40	0	preventive_maintenance	true	false	609	330	false	4,357	true	0.76	0.7
WI000019	Niger	2,023	urban	piped_system_pumped	2,008	15	ngo_managed	functional	2	48	0	routine_maintenance	true	false	712	204	true	9,831	true	0.77	0.75
WI000020	Senegal	2,018	urban	piped_system_pumped	2,021	1	municipal_utility	functional	1	46	0	none	true	true	1,774	81	false	5,112	true	0.63	0.85
WI000021	Malawi	2,020	rural	protected_spring	2,004	16	ngo_managed	partially_functional	3	65	71	routine_maintenance	false	true	89	184	false	129	true	0.33	0.15
WI000022	Mozambique	2,021	urban	piped_system_pumped	2,004	17	community_management	functional	2	86	0	preventive_maintenance	true	true	2,715	62	true	1,131	true	0.67	0.9
WI000023	Ethiopia	2,019	urban	borehole_motorized	2,016	3	community_management	functional	3	12	0	preventive_maintenance	true	true	274	342	true	985	true	0.64	1
WI000024	Ethiopia	2,023	rural	protected_well	2,001	22	government_managed	non_functional	1	53	74	major_repair	true	true	121	79	true	146	true	0.41	0.45
WI000025	Ethiopia	2,025	urban	piped_system_gravity	1,993	32	community_management	functional	0	86	0	routine_maintenance	true	true	832	225	true	7,779	false	0	0.75
WI000026	Mozambique	2,025	peri_urban	piped_system_pumped	2,011	14	municipal_utility	functional	1	1	0	routine_maintenance	true	false	922	299	true	7,195	true	0.4	0.7
WI000027	Mozambique	2,020	peri_urban	piped_system_gravity	2,013	7	government_managed	partially_functional	1	95	70	routine_maintenance	true	false	1,586	611	true	5,466	false	0	0.4
WI000028	DRC	2,020	urban	piped_system_gravity	2,005	15	private_operator	non_functional	1	21	14	pump_replacement	true	false	1,879	267	true	6,678	false	0	0.3
WI000029	Senegal	2,024	rural	borehole_motorized	1,991	33	municipal_utility	functional	3	33	0	routine_maintenance	false	true	1,276	336	true	976	true	0.5	0.6
WI000030	Niger	2,022	peri_urban	piped_system_pumped	2,001	21	private_operator	functional	1	85	0	routine_maintenance	false	true	1,221	30	true	9,829	false	0	0.6
WI000031	Ethiopia	2,021	rural	rainwater_harvesting	2,014	7	community_management	functional	1	5	0	routine_maintenance	false	true	52	353	false	2,873	false	0	0.55
WI000032	Kenya	2,020	peri_urban	rainwater_harvesting	2,001	19	community_management	non_functional	3	36	84	major_repair	false	true	78	708	false	6,170	true	0.86	0.3
WI000033	Senegal	2,021	rural	protected_spring	1,997	24	community_management	non_functional	3	98	21	major_repair	false	false	58	242	false	109	false	0	0
WI000034	Mali	2,020	peri_urban	piped_system_gravity	2,006	14	community_management	non_functional	2	189	53	major_repair	false	true	1,389	530	false	5,217	false	0	0.25
WI000035	Uganda	2,019	peri_urban	handpump_afridev	2,001	18	water_users_association	non_functional	2	134	44	motor_replacement	false	true	183	403	true	465	false	0	0.3
WI000036	DRC	2,021	peri_urban	borehole_motorized	2,022	1	ngo_managed	partially_functional	7	140	84	routine_maintenance	true	false	968	680	true	1,779	false	0	0.4
WI000037	Zambia	2,023	rural	handpump_afridev	1,998	25	government_managed	partially_functional	4	175	39	spare_parts	false	false	110	618	true	210	true	0.71	0.3
WI000038	Zambia	2,023	peri_urban	piped_system_pumped	2,022	1	water_users_association	functional	2	72	0	preventive_maintenance	false	false	2,137	106	false	1,594	false	0	0.4
WI000039	Mali	2,019	urban	piped_system_gravity	2,014	5	municipal_utility	partially_functional	3	8	19	minor_repair	false	true	1,394	77	false	6,225	true	0.78	0.4
WI000040	Nigeria	2,023	rural	handpump_afridev	1,992	31	municipal_utility	partially_functional	5	149	27	routine_maintenance	false	false	52	599	true	119	false	0	0.15
WI000041	Mozambique	2,022	urban	piped_system_pumped	2,022	1	municipal_utility	partially_functional	7	63	15	spare_parts	true	true	2,666	389	true	3,989	false	0	0.55
WI000042	Nigeria	2,019	urban	piped_system_pumped	1,992	27	government_managed	functional	1	46	0	none	true	true	1,369	65	true	1,753	true	0.81	0.9
WI000043	Niger	2,025	peri_urban	borehole_motorized	2,019	6	community_management	non_functional	6	362	25	major_repair	false	true	407	392	true	2,605	true	0.74	0.55
WI000044	Mali	2,021	rural	protected_spring	2,009	12	community_management	non_functional	1	151	72	major_repair	false	false	147	615	false	204	false	0	0.1
WI000045	Rwanda	2,021	urban	piped_system_gravity	2,009	12	community_management	functional	1	37	0	none	true	true	1,485	105	true	7,409	false	0	0.85
WI000046	Uganda	2,021	rural	handpump_india_mark	2,022	1	water_users_association	non_functional	1	232	41	pump_replacement	false	false	220	336	true	495	true	0.67	0.4
WI000047	Rwanda	2,024	urban	borehole_motorized	2,018	6	water_users_association	partially_functional	4	178	36	spare_parts	false	true	1,326	594	true	2,444	false	0	0.4
WI000048	Zambia	2,021	rural	handpump_afridev	1,998	23	private_operator	non_functional	3	333	10	motor_replacement	false	true	299	357	true	477	true	0.81	0.45
WI000049	Mozambique	2,022	urban	piped_system_pumped	2,011	11	water_users_association	functional	2	14	0	routine_maintenance	false	true	1,342	40	true	4,210	false	0	0.7
WI000050	Nigeria	2,019	rural	borehole_motorized	1,993	26	ngo_managed	non_functional	2	282	69	system_overhaul	false	false	764	569	true	2,792	false	0	0.15
WI000051	Ghana	2,023	urban	piped_system_gravity	2,015	8	community_management	non_functional	2	132	78	motor_replacement	true	true	1,544	172	true	1,360	false	0	0.55
WI000052	Tanzania	2,023	urban	borehole_motorized	1,997	26	municipal_utility	functional	0	55	0	preventive_maintenance	true	false	300	166	false	595	false	0	0.45
WI000053	Mali	2,021	rural	handpump_india_mark	2,004	17	community_management	functional	0	58	0	preventive_maintenance	true	false	53	183	false	466	false	0	0.45
WI000054	Mozambique	2,023	rural	handpump_india_mark	2,020	3	water_users_association	non_functional	3	71	51	major_repair	true	false	200	699	false	235	true	0.59	0.4
WI000055	Mozambique	2,024	peri_urban	borehole_motorized	2,011	13	municipal_utility	functional	3	58	0	routine_maintenance	true	false	434	144	false	2,224	true	0.43	0.55
WI000056	Ghana	2,025	rural	protected_well	2,021	4	private_operator	functional	0	9	0	none	false	false	34	352	true	103	false	0	0.55
WI000057	Rwanda	2,022	rural	protected_well	2,001	21	municipal_utility	functional	0	18	0	routine_maintenance	true	true	32	109	true	245	true	0.86	0.9
WI000058	Rwanda	2,025	rural	handpump_india_mark	2,022	3	community_management	functional	1	71	0	preventive_maintenance	false	true	147	120	true	408	false	0	0.7
WI000059	Tanzania	2,022	rural	handpump_afridev	2,005	17	community_management	non_functional	1	274	71	major_repair	false	false	239	684	false	121	true	0.82	0.15
WI000060	Niger	2,019	rural	handpump_afridev	2,020	1	community_management	functional	1	29	0	preventive_maintenance	false	false	157	107	false	113	false	0	0.4
WI000061	Rwanda	2,024	urban	piped_system_gravity	1,994	30	ngo_managed	non_functional	2	88	82	system_overhaul	true	false	1,986	693	false	7,477	true	0.52	0.3
WI000062	Tanzania	2,019	urban	piped_system_pumped	2,000	19	water_users_association	non_functional	5	42	16	major_repair	true	true	2,372	456	true	8,679	true	0.93	0.6
WI000063	Tanzania	2,022	rural	protected_spring	2,019	3	municipal_utility	non_functional	3	72	27	pump_replacement	false	true	145	625	false	167	false	0	0.25
WI000064	Nigeria	2,018	rural	borehole_motorized	1,990	28	community_management	partially_functional	6	164	59	routine_maintenance	false	false	233	182	false	1,800	false	0	0
WI000065	Ethiopia	2,021	rural	handpump_india_mark	2,021	1	government_managed	partially_functional	4	38	62	routine_maintenance	false	false	248	280	false	288	false	0	0.1
WI000066	Niger	2,021	peri_urban	piped_system_pumped	2,002	19	community_management	functional	3	7	0	none	true	false	2,179	200	false	3,317	false	0	0.45
WI000067	Senegal	2,021	rural	rainwater_harvesting	2,008	13	ngo_managed	functional	0	62	0	routine_maintenance	true	true	56	290	false	6,777	true	0.71	0.85
WI000068	Malawi	2,025	rural	handpump_india_mark	2,010	15	ngo_managed	functional	1	61	0	none	true	true	265	42	false	444	true	0.71	0.75
WI000069	Mali	2,020	peri_urban	piped_system_pumped	1,992	28	community_management	partially_functional	4	45	88	routine_maintenance	true	true	2,301	191	true	1,129	true	0.31	0.45
WI000070	Tanzania	2,020	rural	handpump_india_mark	2,012	8	municipal_utility	functional	0	81	0	preventive_maintenance	false	false	240	340	false	164	true	0.81	0.55
WI000071	Nigeria	2,020	urban	piped_system_pumped	2,013	7	community_management	functional	2	81	0	routine_maintenance	true	true	1,048	291	false	6,089	false	0	0.7
WI000072	Nigeria	2,023	rural	handpump_afridev	1,992	31	government_managed	non_functional	5	109	88	system_overhaul	false	false	223	559	true	471	false	0	0.15
WI000073	Malawi	2,022	rural	handpump_india_mark	2,002	20	private_operator	functional	1	25	0	preventive_maintenance	false	false	139	199	false	269	false	0	0.3
WI000074	Mozambique	2,022	urban	piped_system_gravity	2,013	9	water_users_association	functional	0	84	0	routine_maintenance	false	true	2,457	79	true	1,021	true	0.72	0.85
WI000075	Zambia	2,025	rural	protected_spring	2,004	21	ngo_managed	functional	0	2	0	routine_maintenance	false	false	122	33	true	114	false	0	0.45
WI000076	Rwanda	2,018	urban	borehole_motorized	2,023	1	municipal_utility	functional	3	51	0	none	true	true	1,409	35	false	2,689	false	0	0.7
WI000077	Mali	2,021	urban	piped_system_gravity	2,004	17	community_management	functional	0	80	0	preventive_maintenance	true	false	1,189	160	true	1,590	false	0	0.6
WI000078	Zambia	2,018	rural	rainwater_harvesting	1,995	23	community_management	non_functional	2	319	29	motor_replacement	true	false	56	438	false	8,770	false	0	0.15
WI000079	Senegal	2,022	rural	handpump_india_mark	1,990	32	community_management	non_functional	2	195	75	motor_replacement	true	true	195	727	false	250	false	0	0.3
WI000080	Uganda	2,023	urban	piped_system_gravity	1,991	32	municipal_utility	non_functional	2	140	20	major_repair	true	true	2,219	487	true	5,228	true	0.67	0.6
WI000081	Tanzania	2,019	rural	protected_spring	2,012	7	private_operator	functional	1	17	0	routine_maintenance	false	true	125	347	false	252	true	0.74	0.7
WI000082	DRC	2,020	rural	handpump_afridev	1,992	28	water_users_association	functional	0	35	0	preventive_maintenance	false	false	52	262	false	138	true	0.47	0.3
WI000083	Niger	2,025	peri_urban	rainwater_harvesting	2,015	10	community_management	partially_functional	2	134	84	minor_repair	true	false	20	148	false	6,702	false	0	0.25
WI000084	Tanzania	2,018	rural	borehole_motorized	2,022	1	community_management	non_functional	4	69	21	motor_replacement	false	true	377	399	false	1,645	false	0	0.25
WI000085	Senegal	2,024	urban	piped_system_gravity	2,004	20	community_management	non_functional	3	24	68	major_repair	false	true	2,309	196	false	4,037	false	0	0.15
WI000086	Mali	2,018	urban	piped_system_gravity	2,016	2	municipal_utility	non_functional	3	191	10	major_repair	false	false	1,990	667	false	2,543	true	0.49	0.1
WI000087	Kenya	2,019	urban	piped_system_gravity	2,002	17	community_management	functional	1	0	0	preventive_maintenance	false	false	836	61	false	6,128	true	0.55	0.45
WI000088	DRC	2,020	rural	handpump_india_mark	1,997	23	government_managed	partially_functional	1	159	62	spare_parts	false	true	271	655	false	121	false	0	0.15
WI000089	Ghana	2,022	rural	borehole_motorized	1,994	28	private_operator	functional	2	20	0	none	false	false	652	21	false	765	true	0.47	0.3
WI000090	Nigeria	2,022	peri_urban	piped_system_pumped	1,993	29	community_management	non_functional	6	95	27	system_overhaul	true	false	560	176	false	3,554	false	0	0.15
WI000091	DRC	2,024	rural	handpump_afridev	2,010	14	government_managed	partially_functional	5	120	33	minor_repair	false	false	282	357	true	317	false	0	0.25
WI000092	Mozambique	2,018	rural	handpump_india_mark	1,990	28	community_management	functional	2	17	0	preventive_maintenance	false	false	189	109	false	132	false	0	0.3
WI000093	Nigeria	2,021	peri_urban	piped_system_gravity	2,009	12	community_management	partially_functional	3	124	58	spare_parts	true	true	2,792	57	false	8,153	true	0.91	0.55
WI000094	DRC	2,021	rural	handpump_india_mark	2,000	21	private_operator	functional	2	3	0	preventive_maintenance	true	true	179	97	false	387	true	0.42	0.6
WI000095	Zambia	2,021	rural	protected_well	2,023	1	ngo_managed	non_functional	3	298	62	major_repair	false	false	77	705	true	163	false	0	0.25
WI000096	Zambia	2,018	rural	borehole_motorized	2,010	8	private_operator	non_functional	4	181	6	major_repair	true	false	588	358	true	2,984	true	0.88	0.55
WI000097	Malawi	2,023	rural	handpump_afridev	2,012	11	community_management	partially_functional	3	119	61	minor_repair	true	false	220	521	true	179	false	0	0.4
WI000098	Niger	2,023	rural	protected_well	2,023	1	government_managed	partially_functional	3	96	44	spare_parts	false	false	63	522	false	193	false	0	0.1
WI000099	Senegal	2,021	peri_urban	piped_system_pumped	2,018	3	community_management	functional	0	38	0	routine_maintenance	false	true	929	55	false	4,272	false	0	0.55
WI000100	Ghana	2,019	rural	handpump_india_mark	2,015	4	municipal_utility	functional	1	11	0	preventive_maintenance	true	false	234	282	true	108	false	0	0.7

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Africa Synth Wash Water Infrastructure Maintenance All | Africa (Electric Sheep Africa metadata inventory)

Size category: 10K<n<100K - Formats: csv - Sector: infrastructure_transport - 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: ⚠️ Synthetic dataset — Parameterized from published SSA literature, not real observations. Not suitable for empirical analysis or policy inference. Water Infrastructure Maintenance Africa Dataset containing synthetic water infrastructure maintenance data across Sub-Saharan African countries, including functionality, management models, and sustainability metrics. Dataset Structure Split Records high_burden 6,000 moderate_burden 5,000 low_burden 4,000… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-synth-wash-water-infrastructure-maintenance-all.

Dataset Profile

Field	Value
Hugging Face repo	`electricsheepafrica/africa-synth-wash-water-infrastructure-maintenance-all`
Sector	infrastructure_transport
Topic tags	wash, water, sanitation, hygiene, synthetic-data, sub-saharan-africa, water-infrastructure, synthetic
Modalities	`tabular`, `text`
Formats	`csv`
Size category	`10K<n<100K`
Countries	Africa-wide or source-defined African coverage
ISO3 coverage	`not declared`
Last modified on HF	`2026-04-14 22:52:52+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/africa-synth-wash-water-infrastructure-maintenance-all")
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: country, 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: CC BY 4.0
Hugging Face URL: https://huggingface.co/datasets/electricsheepafrica/africa-synth-wash-water-infrastructure-maintenance-all
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_africa_synth_wash_water_infrastructure_maintenance_all_2026,
  title        = {Africa Synth Wash Water Infrastructure Maintenance All | Africa (Electric Sheep Africa metadata inventory)},
  author       = {Public dataset metadata},
  year         = {2026},
  url          = {https://huggingface.co/datasets/electricsheepafrica/africa-synth-wash-water-infrastructure-maintenance-all},
  publisher    = {Hugging Face Datasets, engineered by Electric Sheep Africa},
  howpublished = {\url{https://huggingface.co/datasets/electricsheepafrica/africa-synth-wash-water-infrastructure-maintenance-all}}
}

License

Released under CC BY 4.0.

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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