Split (1)

train · 15k rows

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
WI000601	Kenya	2,020	rural	protected_spring	2,019	1	community_management	non_functional	3	103	46	major_repair	false	true	133	509	false	247	true	0.4	0.25
WI000602	Tanzania	2,022	peri_urban	borehole_motorized	1,993	29	community_management	partially_functional	6	42	18	minor_repair	false	false	1,216	557	true	2,130	true	0.36	0.15
WI000603	Zambia	2,021	rural	borehole_motorized	2,022	1	community_management	functional	2	82	0	routine_maintenance	true	false	1,121	26	false	1,531	true	0.34	0.55
WI000604	Malawi	2,018	rural	handpump_india_mark	2,020	1	water_users_association	functional	1	78	0	none	false	false	273	268	false	185	true	0.48	0.4
WI000605	Uganda	2,023	rural	protected_spring	2,012	11	community_management	non_functional	1	192	52	system_overhaul	false	false	85	214	true	132	false	0	0.25
WI000606	Uganda	2,022	peri_urban	rainwater_harvesting	2,006	16	ngo_managed	non_functional	1	102	33	motor_replacement	true	false	75	369	true	2,722	true	0.63	0.45
WI000607	Niger	2,022	rural	borehole_motorized	2,021	1	community_management	partially_functional	6	28	16	spare_parts	true	true	945	265	true	2,282	false	0	0.55
WI000608	Uganda	2,019	rural	rainwater_harvesting	2,019	1	ngo_managed	functional	0	83	0	routine_maintenance	false	false	70	171	true	4,918	false	0	0.55
WI000609	Nigeria	2,022	peri_urban	borehole_motorized	2,009	13	community_management	partially_functional	5	98	47	minor_repair	false	true	627	256	false	914	true	0.66	0.4
WI000610	Ethiopia	2,022	rural	handpump_india_mark	1,992	30	community_management	non_functional	2	96	31	motor_replacement	false	false	116	575	false	215	false	0	0
WI000611	DRC	2,021	rural	protected_well	2,011	10	water_users_association	non_functional	2	359	31	major_repair	false	false	125	153	true	267	false	0	0.25
WI000612	DRC	2,025	urban	piped_system_pumped	2,020	5	water_users_association	functional	3	66	0	none	true	true	2,450	156	false	8,669	false	0	0.7
WI000613	Tanzania	2,019	rural	protected_spring	2,014	5	community_management	functional	1	7	0	preventive_maintenance	false	false	51	340	false	256	false	0	0.4
WI000614	Uganda	2,023	urban	piped_system_gravity	1,990	33	municipal_utility	non_functional	1	267	7	system_overhaul	true	true	930	469	true	5,576	true	0.53	0.6
WI000615	Niger	2,020	peri_urban	piped_system_pumped	2,008	12	municipal_utility	partially_functional	4	42	26	minor_repair	true	true	1,497	636	true	6,067	false	0	0.55
WI000616	Malawi	2,019	rural	rainwater_harvesting	2,009	10	community_management	functional	0	54	0	preventive_maintenance	true	true	80	70	false	8,198	false	0	0.7
WI000617	DRC	2,023	urban	piped_system_gravity	1,991	32	ngo_managed	partially_functional	3	72	77	spare_parts	true	false	2,526	426	false	8,962	false	0	0.15
WI000618	Uganda	2,023	urban	piped_system_gravity	1,995	28	community_management	non_functional	2	359	77	major_repair	true	false	937	603	false	3,654	true	0.85	0.3
WI000619	Nigeria	2,021	rural	protected_spring	1,990	31	municipal_utility	partially_functional	2	39	7	spare_parts	false	false	74	316	true	106	true	0.48	0.15
WI000620	Tanzania	2,021	peri_urban	borehole_motorized	2,008	13	community_management	functional	3	13	0	none	true	true	371	237	false	1,647	true	0.76	0.85
WI000621	Mozambique	2,025	rural	rainwater_harvesting	1,991	34	government_managed	functional	0	4	0	preventive_maintenance	true	false	48	132	false	7,834	false	0	0.45
WI000622	Mali	2,020	rural	borehole_motorized	2,017	3	municipal_utility	non_functional	6	72	12	major_repair	false	false	1,482	665	false	2,022	true	0.71	0.25
WI000623	Zambia	2,024	peri_urban	handpump_afridev	2,015	9	ngo_managed	non_functional	2	135	75	motor_replacement	true	false	239	332	true	227	false	0	0.4
WI000624	Mali	2,022	peri_urban	piped_system_gravity	1,995	27	ngo_managed	non_functional	3	50	63	system_overhaul	false	true	878	52	true	4,971	true	0.85	0.45
WI000625	Tanzania	2,024	peri_urban	piped_system_gravity	2,015	9	government_managed	functional	1	58	0	routine_maintenance	true	false	1,410	300	false	3,603	false	0	0.55
WI000626	Ghana	2,021	urban	piped_system_gravity	2,015	6	community_management	functional	0	38	0	routine_maintenance	true	false	1,017	40	true	4,887	false	0	0.7
WI000627	DRC	2,020	peri_urban	borehole_motorized	2,022	1	water_users_association	partially_functional	4	168	28	spare_parts	false	true	490	454	false	1,238	true	0.72	0.4
WI000628	DRC	2,019	peri_urban	piped_system_gravity	1,992	27	ngo_managed	functional	1	27	0	none	false	false	2,210	94	false	9,833	true	0.58	0.45
WI000629	Rwanda	2,024	rural	handpump_india_mark	1,998	26	government_managed	non_functional	2	260	84	major_repair	false	true	220	79	false	333	false	0	0.15
WI000630	Senegal	2,021	peri_urban	handpump_afridev	1,998	23	community_management	functional	0	65	0	routine_maintenance	false	false	262	67	true	314	false	0	0.45
WI000631	Ethiopia	2,020	rural	handpump_afridev	2,017	3	water_users_association	functional	1	1	0	routine_maintenance	true	false	188	80	false	410	true	0.4	0.55
WI000632	Zambia	2,023	rural	protected_spring	1,991	32	water_users_association	non_functional	2	92	37	system_overhaul	false	false	36	171	true	220	true	0.57	0.3
WI000633	Mozambique	2,023	urban	piped_system_pumped	2,004	19	municipal_utility	partially_functional	4	47	19	minor_repair	true	true	2,142	394	true	6,200	true	0.74	0.6
WI000634	Mozambique	2,024	urban	piped_system_pumped	2,018	6	ngo_managed	functional	1	57	0	preventive_maintenance	true	true	1,241	124	false	3,490	true	0.92	0.85
WI000635	Kenya	2,022	urban	borehole_motorized	2,023	1	water_users_association	functional	0	82	0	preventive_maintenance	true	true	204	360	true	571	false	0	0.85
WI000636	Senegal	2,024	rural	protected_well	2,001	23	municipal_utility	functional	0	11	0	preventive_maintenance	true	true	117	253	true	128	true	0.33	0.75
WI000637	Kenya	2,022	rural	handpump_afridev	1,995	27	water_users_association	partially_functional	3	132	22	minor_repair	false	false	134	647	false	390	true	0.41	0
WI000638	Ethiopia	2,025	urban	borehole_motorized	2,013	12	community_management	non_functional	3	317	55	pump_replacement	true	true	1,222	361	false	2,736	false	0	0.4
WI000639	Ethiopia	2,023	urban	piped_system_pumped	1,999	24	community_management	functional	1	69	0	preventive_maintenance	true	true	2,611	315	true	4,280	true	0.75	0.9
WI000640	Malawi	2,020	rural	borehole_motorized	1,995	25	water_users_association	non_functional	7	39	19	pump_replacement	false	true	1,452	119	false	705	true	0.72	0.3
WI000641	Kenya	2,020	rural	borehole_motorized	2,011	9	community_management	functional	3	27	0	routine_maintenance	true	false	293	90	true	2,810	true	0.58	0.85
WI000642	Mozambique	2,023	urban	piped_system_pumped	2,004	19	water_users_association	non_functional	6	248	23	system_overhaul	false	true	1,462	474	true	4,663	true	0.88	0.45
WI000643	Ghana	2,025	rural	handpump_india_mark	1,993	32	water_users_association	non_functional	4	364	15	major_repair	false	false	134	415	true	321	true	0.5	0.15
WI000644	Malawi	2,023	urban	piped_system_gravity	2,002	21	community_management	non_functional	3	12	63	pump_replacement	true	false	2,429	138	false	8,441	false	0	0.15
WI000645	Ethiopia	2,021	urban	borehole_motorized	2,003	18	community_management	functional	1	84	0	none	true	true	1,280	306	false	1,336	false	0	0.6
WI000646	Ghana	2,021	peri_urban	borehole_motorized	2,010	11	community_management	functional	1	24	0	none	false	false	628	337	true	1,009	false	0	0.55
WI000647	Mali	2,023	urban	piped_system_gravity	1,990	33	government_managed	functional	1	22	0	none	true	true	2,330	47	false	3,243	false	0	0.6
WI000648	Malawi	2,024	peri_urban	borehole_motorized	1,996	28	community_management	functional	1	73	0	preventive_maintenance	true	true	1,085	190	true	1,992	true	0.54	0.9
WI000649	Mali	2,024	rural	handpump_india_mark	2,011	13	water_users_association	non_functional	1	317	17	motor_replacement	true	false	125	566	false	345	true	0.67	0.4
WI000650	Nigeria	2,024	peri_urban	piped_system_gravity	1,991	33	water_users_association	functional	1	18	0	none	true	false	984	227	false	1,167	true	0.88	0.6
WI000651	Zambia	2,022	rural	handpump_afridev	2,010	12	community_management	non_functional	1	170	29	pump_replacement	false	false	118	372	false	458	false	0	0.1
WI000652	Zambia	2,021	rural	handpump_afridev	2,022	1	private_operator	functional	0	73	0	preventive_maintenance	false	false	293	75	false	420	true	0.72	0.55
WI000653	Mozambique	2,018	peri_urban	handpump_afridev	1,998	20	water_users_association	non_functional	1	127	52	pump_replacement	false	false	297	420	false	151	true	0.51	0.15
WI000654	DRC	2,018	rural	protected_spring	2,019	1	community_management	functional	1	82	0	preventive_maintenance	false	false	30	124	false	184	false	0	0.4
WI000655	Mozambique	2,020	urban	piped_system_pumped	2,021	1	municipal_utility	functional	2	88	0	none	true	true	1,622	338	true	3,995	true	0.46	0.85
WI000656	Kenya	2,018	rural	borehole_motorized	2,020	1	community_management	functional	2	34	0	none	true	false	875	161	true	1,177	false	0	0.7
WI000657	Ghana	2,025	rural	protected_spring	1,991	34	ngo_managed	functional	1	65	0	routine_maintenance	false	true	44	90	true	126	true	0.52	0.75
WI000658	Nigeria	2,025	urban	borehole_motorized	1,994	31	water_users_association	functional	3	79	0	preventive_maintenance	false	true	654	361	true	1,349	true	0.95	0.75
WI000659	Mali	2,023	peri_urban	handpump_afridev	2,016	7	ngo_managed	partially_functional	2	28	41	routine_maintenance	true	false	129	559	false	447	true	0.55	0.4
WI000660	Niger	2,018	peri_urban	piped_system_gravity	2,010	8	private_operator	functional	0	77	0	none	false	true	626	52	false	5,009	true	0.38	0.55
WI000661	Uganda	2,021	urban	piped_system_pumped	2,021	1	municipal_utility	functional	1	84	0	preventive_maintenance	true	true	813	281	true	4,995	false	0	0.85
WI000662	Nigeria	2,022	rural	borehole_motorized	1,997	25	community_management	partially_functional	4	20	25	spare_parts	false	true	246	724	false	1,794	false	0	0.15
WI000663	Ghana	2,025	peri_urban	rainwater_harvesting	2,009	16	community_management	non_functional	1	167	43	pump_replacement	true	true	38	392	false	6,987	true	0.46	0.3
WI000664	Nigeria	2,020	peri_urban	borehole_motorized	2,006	14	water_users_association	functional	2	34	0	routine_maintenance	false	true	1,059	340	true	1,219	true	0.5	0.7
WI000665	Niger	2,018	rural	handpump_afridev	1,999	19	government_managed	non_functional	3	219	38	major_repair	false	true	158	401	true	346	true	0.39	0.3
WI000666	Senegal	2,022	urban	piped_system_gravity	2,000	22	municipal_utility	functional	0	76	0	routine_maintenance	true	false	2,463	6	false	6,686	true	0.48	0.45
WI000667	Zambia	2,025	rural	handpump_afridev	2,014	11	private_operator	non_functional	1	226	18	system_overhaul	false	true	283	281	true	443	true	0.31	0.4
WI000668	Malawi	2,018	rural	handpump_india_mark	1,994	24	government_managed	partially_functional	2	74	47	minor_repair	true	false	70	441	false	130	true	0.57	0.3
WI000669	Mali	2,023	rural	handpump_india_mark	1,991	32	community_management	non_functional	4	33	64	major_repair	false	false	244	417	true	161	false	0	0.15
WI000670	Kenya	2,018	rural	rainwater_harvesting	2,000	18	government_managed	non_functional	3	260	24	major_repair	false	false	42	63	false	8,022	false	0	0
WI000671	Ghana	2,021	rural	protected_spring	1,997	24	community_management	functional	0	61	0	preventive_maintenance	true	false	112	286	false	184	true	0.64	0.6
WI000672	Uganda	2,024	urban	piped_system_gravity	2,016	8	municipal_utility	partially_functional	2	0	9	routine_maintenance	true	true	919	176	false	5,627	true	0.88	0.55
WI000673	Mali	2,020	rural	handpump_afridev	2,003	17	water_users_association	non_functional	2	81	13	major_repair	true	false	179	167	true	168	true	0.48	0.3
WI000674	Niger	2,019	rural	handpump_india_mark	1,995	24	municipal_utility	partially_functional	2	118	26	minor_repair	true	false	89	686	true	407	true	0.52	0.45
WI000675	Tanzania	2,018	rural	protected_spring	2,000	18	water_users_association	non_functional	3	120	9	system_overhaul	false	true	45	45	true	239	true	0.49	0.3
WI000676	Malawi	2,018	rural	protected_well	1,992	26	ngo_managed	partially_functional	3	106	70	spare_parts	false	false	49	498	false	298	false	0	0
WI000677	DRC	2,021	urban	piped_system_gravity	1,997	24	water_users_association	non_functional	2	361	47	motor_replacement	false	true	2,810	389	false	7,425	true	0.47	0.15
WI000678	Ghana	2,018	urban	piped_system_gravity	2,000	18	community_management	functional	1	26	0	preventive_maintenance	true	false	870	213	false	3,609	true	0.58	0.6
WI000679	Ethiopia	2,025	rural	handpump_afridev	2,014	11	water_users_association	functional	1	21	0	routine_maintenance	false	true	247	137	true	307	true	0.62	0.85
WI000680	Ghana	2,025	rural	borehole_motorized	2,012	13	government_managed	partially_functional	4	160	14	minor_repair	true	false	1,194	519	true	1,423	true	0.93	0.55
WI000681	Ghana	2,020	urban	piped_system_gravity	1,990	30	community_management	functional	1	57	0	none	false	true	1,659	239	false	6,682	false	0	0.45
WI000682	Rwanda	2,025	urban	piped_system_pumped	2,015	10	water_users_association	functional	2	19	0	routine_maintenance	true	true	2,653	323	true	3,392	true	0.43	0.85
WI000683	Kenya	2,025	rural	protected_spring	1,995	30	community_management	functional	1	49	0	preventive_maintenance	false	false	57	167	false	151	false	0	0.3
WI000684	Rwanda	2,022	rural	rainwater_harvesting	1,997	25	government_managed	non_functional	3	13	36	major_repair	true	true	94	708	true	8,831	true	0.66	0.6
WI000685	Uganda	2,023	rural	handpump_afridev	2,003	20	municipal_utility	non_functional	3	279	15	major_repair	true	true	121	666	true	368	true	0.59	0.6
WI000686	Rwanda	2,019	rural	borehole_motorized	2,002	17	ngo_managed	functional	3	25	0	none	true	false	635	164	false	2,914	true	0.67	0.6
WI000687	DRC	2,018	urban	piped_system_pumped	1,991	27	private_operator	non_functional	4	111	15	system_overhaul	true	true	2,100	676	true	8,637	true	0.71	0.6
WI000688	Rwanda	2,019	rural	handpump_afridev	1,992	27	ngo_managed	non_functional	5	105	52	pump_replacement	true	false	56	672	true	236	false	0	0.3
WI000689	Nigeria	2,022	rural	protected_spring	2,021	1	municipal_utility	functional	0	48	0	preventive_maintenance	true	false	76	23	false	68	true	0.35	0.55
WI000690	Malawi	2,020	peri_urban	borehole_motorized	2,013	7	community_management	non_functional	5	60	85	major_repair	false	true	311	123	true	2,666	false	0	0.4
WI000691	Ghana	2,025	rural	rainwater_harvesting	2,014	11	private_operator	partially_functional	1	126	11	spare_parts	true	true	91	314	true	5,503	true	0.61	0.7
WI000692	Ethiopia	2,018	rural	protected_spring	2,006	12	water_users_association	partially_functional	2	140	46	spare_parts	true	false	74	186	true	284	true	0.82	0.55
WI000693	Ghana	2,024	rural	protected_spring	2,012	12	government_managed	functional	1	43	0	routine_maintenance	false	false	39	115	true	280	true	0.47	0.55
WI000694	Ghana	2,019	urban	piped_system_gravity	2,017	2	ngo_managed	functional	1	3	0	routine_maintenance	true	true	1,974	52	false	9,392	true	0.58	0.85
WI000695	Rwanda	2,019	rural	protected_well	2,007	12	municipal_utility	functional	0	0	0	none	false	false	137	90	true	207	false	0	0.55
WI000696	Ghana	2,021	peri_urban	borehole_motorized	1,997	24	water_users_association	functional	2	16	0	routine_maintenance	true	false	511	311	false	1,860	false	0	0.45
WI000697	Mozambique	2,021	urban	piped_system_pumped	1,998	23	municipal_utility	functional	2	34	0	routine_maintenance	false	true	1,263	313	false	5,850	true	0.36	0.45
WI000698	DRC	2,020	rural	protected_spring	2,020	1	community_management	non_functional	2	22	66	system_overhaul	false	true	93	371	false	171	true	0.95	0.4
WI000699	Ghana	2,021	rural	borehole_motorized	2,005	16	private_operator	non_functional	4	43	3	major_repair	false	false	239	246	false	517	true	0.52	0.15
WI000700	Kenya	2,025	rural	handpump_afridev	2,017	8	municipal_utility	functional	0	78	0	routine_maintenance	true	false	181	303	false	173	true	0.76	0.7

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