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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⚠️ 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
Total	15,000

Column Descriptions

Column	Type	Description
infrastructure_id	string	Unique infrastructure identifier
country	string	African country name
year	integer	Survey year (2020-2024)
location	string	Urban/peri_urban/rural
infrastructure_type	string	Type of water infrastructure
installation_year	integer	Year of installation
years_since_installation	integer	Age of infrastructure
management_model	string	Management approach
functionality_status	string	Current functionality
breakdown_frequency_year	integer	Breakdowns per year
last_breakdown_days_ago	integer	Days since last breakdown
repair_time_days	integer	Time to repair (days)
maintenance_needs	string	Type of maintenance needed
spare_parts_available_locally	boolean	Local spare parts availability
technician_available_within_50km	boolean	Technician within 50km
annual_maintenance_cost_usd	float	Annual maintenance cost
last_maintenance_days_ago	integer	Days since last maintenance
has_maintenance_fund	boolean	Maintenance fund exists
users_per_system	integer	Number of users
water_fee_charged	boolean	Fee for water service
fee_collection_rate	float	Fee collection rate (0-1)
sustainability_score	float	Sustainability score (0-1)

Usage

import pandas as pd

# Load specific burden category
df = pd.read_csv("high_burden.csv")

# Load all data
dfs = [
    pd.read_csv("high_burden.csv"),
    pd.read_csv("moderate_burden.csv"),
    pd.read_csv("low_burden.csv")
]
df = pd.concat(dfs, ignore_index=True)

# Analyze functionality rate
functional_rate = (df["functionality_status"] == "functional").mean()

Key Statistics

Countries covered: Multiple Sub-Saharan African nations
Years: 2020-2024
Infrastructure types: Boreholes, piped systems, protected springs
Functionality rate: ~70-80%
Average age: 10-15 years
Sustainability score: Average 0.5-0.7

Research Sources

Data structure inspired by:

WHO/UNICEF JMP Water Supply Monitoring
Rural Water Supply Network (RWSN) Studies
WaterAid Infrastructure Sustainability Reports

License

Creative Commons Attribution 4.0 International (CC-BY-4.0)

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