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
WI000501	Uganda	2,025	rural	protected_spring	1,999	26	community_management	non_functional	3	196	83	pump_replacement	false	true	43	699	false	133	true	0.89	0.3
WI000502	Ethiopia	2,018	urban	piped_system_pumped	1,994	24	water_users_association	functional	3	68	0	none	true	true	2,559	231	true	7,036	true	0.59	0.9
WI000503	Uganda	2,023	rural	protected_spring	2,003	20	municipal_utility	functional	1	3	0	preventive_maintenance	false	true	139	344	false	254	true	0.59	0.6
WI000504	Uganda	2,018	urban	piped_system_pumped	2,020	1	community_management	functional	2	57	0	none	true	true	2,952	122	false	4,847	false	0	0.7
WI000505	Malawi	2,025	peri_urban	borehole_motorized	1,992	33	community_management	functional	3	53	0	preventive_maintenance	false	false	1,375	228	false	2,648	false	0	0.3
WI000506	Uganda	2,018	peri_urban	piped_system_gravity	2,021	1	community_management	functional	1	54	0	routine_maintenance	true	true	1,024	65	false	4,872	true	0.75	0.85
WI000507	Mali	2,024	urban	borehole_motorized	2,015	9	private_operator	functional	3	76	0	routine_maintenance	true	true	892	338	true	1,577	false	0	0.85
WI000508	Ethiopia	2,022	urban	piped_system_pumped	2,002	20	community_management	partially_functional	6	84	20	spare_parts	true	false	1,346	537	false	2,820	false	0	0.15
WI000509	Nigeria	2,023	peri_urban	piped_system_pumped	1,993	30	ngo_managed	functional	1	21	0	routine_maintenance	true	true	2,425	280	true	5,875	true	0.59	0.9
WI000510	Uganda	2,024	urban	piped_system_pumped	1,991	33	water_users_association	functional	3	10	0	none	true	false	2,394	37	true	7,804	true	0.69	0.75
WI000511	Malawi	2,021	urban	piped_system_gravity	1,996	25	municipal_utility	partially_functional	1	95	12	spare_parts	true	false	846	224	true	6,536	true	0.4	0.3
WI000512	Kenya	2,019	urban	borehole_motorized	1,991	28	water_users_association	partially_functional	7	10	16	minor_repair	true	true	607	453	false	2,987	true	0.55	0.45
WI000513	Malawi	2,025	urban	borehole_motorized	1,997	28	ngo_managed	partially_functional	3	40	70	minor_repair	true	false	1,290	708	false	2,602	false	0	0.15
WI000514	Mali	2,025	rural	handpump_india_mark	2,015	10	private_operator	non_functional	2	17	22	pump_replacement	false	false	61	711	false	474	false	0	0.1
WI000515	Mali	2,019	peri_urban	handpump_afridev	2,017	2	ngo_managed	non_functional	3	215	34	motor_replacement	false	true	274	98	true	360	false	0	0.4
WI000516	Nigeria	2,023	rural	handpump_afridev	1,995	28	water_users_association	functional	0	75	0	none	true	false	69	64	true	326	false	0	0.6
WI000517	Mozambique	2,022	rural	handpump_india_mark	2,018	4	water_users_association	partially_functional	1	6	45	spare_parts	true	false	156	88	true	391	true	0.73	0.55
WI000518	Niger	2,018	rural	protected_well	2,008	10	ngo_managed	functional	1	24	0	preventive_maintenance	false	false	31	70	false	85	false	0	0.4
WI000519	Tanzania	2,020	rural	protected_well	1,990	30	ngo_managed	functional	0	38	0	none	false	false	148	205	true	224	false	0	0.45
WI000520	Tanzania	2,021	rural	rainwater_harvesting	2,020	1	water_users_association	functional	1	83	0	none	false	false	32	129	true	4,982	true	0.81	0.7
WI000521	Ghana	2,023	rural	borehole_motorized	2,005	18	community_management	functional	2	47	0	none	false	false	1,056	304	true	1,601	false	0	0.45
WI000522	Malawi	2,022	peri_urban	piped_system_gravity	2,008	14	water_users_association	partially_functional	1	123	32	spare_parts	true	true	1,740	599	false	2,452	true	0.3	0.4
WI000523	Mozambique	2,022	rural	protected_well	1,995	27	community_management	non_functional	3	72	64	major_repair	false	false	101	535	false	145	false	0	0
WI000524	Mali	2,020	rural	protected_spring	2,000	20	private_operator	functional	0	77	0	preventive_maintenance	false	false	93	147	true	292	true	0.53	0.6
WI000525	Malawi	2,023	rural	handpump_india_mark	2,018	5	municipal_utility	non_functional	2	342	22	pump_replacement	false	false	138	463	false	302	true	0.74	0.25
WI000526	Senegal	2,024	peri_urban	handpump_afridev	2,002	22	community_management	functional	0	10	0	none	true	false	131	169	false	268	false	0	0.45
WI000527	DRC	2,019	rural	protected_spring	2,011	8	water_users_association	partially_functional	1	95	10	spare_parts	false	true	132	31	true	162	true	0.39	0.4
WI000528	Malawi	2,018	rural	protected_well	1,994	24	government_managed	partially_functional	2	103	14	routine_maintenance	true	false	110	422	false	280	true	0.74	0.3
WI000529	Senegal	2,020	rural	handpump_afridev	2,019	1	water_users_association	functional	2	54	0	preventive_maintenance	true	false	151	190	false	261	true	0.9	0.7
WI000530	Ghana	2,021	rural	protected_well	1,998	23	community_management	partially_functional	3	87	19	minor_repair	false	false	96	132	true	148	false	0	0.15
WI000531	DRC	2,019	urban	piped_system_gravity	2,007	12	private_operator	functional	0	34	0	routine_maintenance	true	true	1,837	279	true	4,873	true	0.7	1
WI000532	Kenya	2,024	rural	protected_spring	2,010	14	municipal_utility	partially_functional	1	175	11	minor_repair	true	false	83	273	false	179	true	0.77	0.4
WI000533	Niger	2,025	urban	piped_system_pumped	1,993	32	private_operator	functional	1	65	0	preventive_maintenance	false	true	1,464	288	true	2,723	false	0	0.6
WI000534	Niger	2,020	rural	protected_well	2,018	2	water_users_association	non_functional	2	93	30	pump_replacement	false	true	34	260	true	194	true	0.78	0.55
WI000535	Malawi	2,024	peri_urban	piped_system_pumped	2,010	14	private_operator	non_functional	3	256	24	major_repair	true	true	1,270	482	false	4,456	false	0	0.4
WI000536	Mali	2,018	rural	protected_spring	2,014	4	community_management	functional	0	18	0	preventive_maintenance	true	true	47	204	false	207	false	0	0.7
WI000537	Ethiopia	2,019	rural	borehole_motorized	1,997	22	water_users_association	non_functional	3	191	9	pump_replacement	true	false	1,493	549	true	933	true	0.45	0.3
WI000538	Ghana	2,022	rural	borehole_motorized	1,993	29	private_operator	non_functional	4	103	15	major_repair	false	false	627	502	true	1,823	true	0.76	0.3
WI000539	Tanzania	2,021	rural	protected_spring	2,006	15	ngo_managed	functional	0	18	0	routine_maintenance	true	true	97	54	true	132	false	0	0.75
WI000540	Tanzania	2,018	urban	piped_system_gravity	1,991	27	private_operator	non_functional	2	66	15	pump_replacement	true	false	599	307	false	1,164	false	0	0.15
WI000541	Zambia	2,025	rural	protected_well	1,994	31	community_management	functional	0	41	0	routine_maintenance	false	false	90	165	true	279	false	0	0.45
WI000542	Mali	2,024	rural	protected_spring	2,023	1	community_management	partially_functional	2	107	14	spare_parts	false	true	77	208	false	131	false	0	0.25
WI000543	Ghana	2,018	rural	handpump_afridev	2,006	12	community_management	functional	2	36	0	none	false	false	232	208	false	121	true	0.68	0.55
WI000544	Kenya	2,022	peri_urban	piped_system_gravity	2,004	18	community_management	functional	1	60	0	routine_maintenance	true	true	1,886	356	false	8,609	false	0	0.6
WI000545	Nigeria	2,018	rural	borehole_motorized	1,992	26	water_users_association	non_functional	6	187	8	major_repair	true	false	1,363	674	false	2,829	true	0.39	0.15
WI000546	Kenya	2,024	peri_urban	piped_system_pumped	1,992	32	municipal_utility	functional	3	29	0	routine_maintenance	false	true	2,802	178	false	8,488	true	0.44	0.45
WI000547	DRC	2,024	rural	protected_spring	1,995	29	private_operator	partially_functional	1	5	26	spare_parts	false	true	90	685	true	153	true	0.44	0.3
WI000548	Mali	2,020	peri_urban	piped_system_gravity	1,993	27	municipal_utility	functional	0	30	0	none	false	false	2,619	2	false	4,793	true	0.47	0.3
WI000549	Uganda	2,022	urban	piped_system_pumped	1,994	28	community_management	functional	1	82	0	routine_maintenance	false	true	2,610	220	false	6,114	false	0	0.45
WI000550	Ethiopia	2,020	rural	handpump_india_mark	2,010	10	private_operator	functional	0	50	0	routine_maintenance	false	true	138	288	false	248	true	0.83	0.7
WI000551	Tanzania	2,019	rural	borehole_motorized	1,995	24	community_management	non_functional	5	60	51	pump_replacement	false	true	210	435	false	2,505	true	0.85	0.3
WI000552	Ethiopia	2,025	urban	piped_system_gravity	1,992	33	community_management	non_functional	3	62	28	pump_replacement	true	false	2,803	91	false	8,866	false	0	0.15
WI000553	Ethiopia	2,018	rural	borehole_motorized	2,008	10	private_operator	partially_functional	2	92	9	routine_maintenance	false	false	623	306	true	578	true	0.54	0.4
WI000554	Tanzania	2,024	urban	piped_system_pumped	2,007	17	community_management	non_functional	7	304	19	major_repair	false	true	2,239	591	false	5,322	true	0.48	0.15
WI000555	Zambia	2,018	urban	piped_system_gravity	2,021	1	community_management	non_functional	1	337	54	pump_replacement	false	true	2,962	86	false	7,896	true	0.42	0.25
WI000556	Ghana	2,022	rural	borehole_motorized	1,993	29	ngo_managed	partially_functional	7	3	85	minor_repair	true	false	1,476	637	true	1,283	false	0	0.3
WI000557	Rwanda	2,023	rural	handpump_afridev	1,993	30	private_operator	partially_functional	5	172	23	minor_repair	false	false	64	633	true	291	true	0.78	0.3
WI000558	Rwanda	2,024	urban	piped_system_gravity	2,023	1	water_users_association	functional	0	45	0	routine_maintenance	true	true	807	211	false	9,987	true	0.93	0.85
WI000559	Kenya	2,025	rural	protected_well	2,013	12	ngo_managed	partially_functional	3	110	51	routine_maintenance	false	false	124	35	false	120	false	0	0.1
WI000560	Uganda	2,025	urban	piped_system_pumped	2,017	8	private_operator	functional	1	85	0	none	false	true	2,031	323	false	1,295	true	0.81	0.7
WI000561	Mali	2,024	rural	protected_well	2,014	10	water_users_association	functional	1	31	0	routine_maintenance	false	false	75	355	true	279	true	0.47	0.55
WI000562	DRC	2,022	peri_urban	piped_system_gravity	2,019	3	ngo_managed	non_functional	1	242	24	motor_replacement	false	false	745	200	true	2,731	false	0	0.25
WI000563	Ethiopia	2,022	urban	borehole_motorized	2,011	11	private_operator	non_functional	7	223	20	major_repair	true	true	1,202	243	true	1,215	true	0.56	0.7
WI000564	Mozambique	2,019	rural	rainwater_harvesting	2,020	1	ngo_managed	non_functional	2	42	86	pump_replacement	false	false	74	514	true	1,124	false	0	0.25
WI000565	Nigeria	2,021	rural	handpump_india_mark	2,005	16	municipal_utility	non_functional	1	345	22	system_overhaul	true	true	237	550	false	156	true	0.95	0.45
WI000566	Mali	2,018	peri_urban	piped_system_gravity	2,003	15	water_users_association	functional	1	1	0	preventive_maintenance	false	false	1,523	84	false	2,695	false	0	0.3
WI000567	Uganda	2,020	rural	rainwater_harvesting	1,995	25	water_users_association	partially_functional	3	149	21	spare_parts	false	false	50	404	false	2,040	false	0	0
WI000568	Ghana	2,023	urban	piped_system_gravity	1,996	27	water_users_association	partially_functional	2	167	34	routine_maintenance	false	true	765	719	false	7,721	true	0.94	0.3
WI000569	Tanzania	2,019	rural	borehole_motorized	2,007	12	government_managed	functional	0	25	0	none	true	false	544	298	false	861	true	0.82	0.7
WI000570	Niger	2,019	rural	protected_spring	2,017	2	water_users_association	functional	0	77	0	preventive_maintenance	false	true	38	239	false	183	true	0.37	0.55
WI000571	Kenya	2,023	rural	handpump_afridev	2,015	8	municipal_utility	functional	2	41	0	preventive_maintenance	false	false	133	199	true	243	false	0	0.55
WI000572	Mali	2,025	urban	piped_system_gravity	2,010	15	private_operator	non_functional	2	78	24	pump_replacement	true	true	2,241	698	true	6,821	true	0.48	0.45
WI000573	Senegal	2,024	urban	piped_system_pumped	2,014	10	community_management	functional	1	9	0	preventive_maintenance	true	true	1,445	222	true	9,840	false	0	0.85
WI000574	Uganda	2,019	rural	handpump_india_mark	1,990	29	municipal_utility	non_functional	5	105	19	motor_replacement	true	false	161	289	true	422	true	0.79	0.45
WI000575	Senegal	2,024	rural	handpump_india_mark	1,998	26	water_users_association	functional	0	49	0	preventive_maintenance	true	false	230	92	false	144	false	0	0.45
WI000576	Senegal	2,022	rural	handpump_afridev	2,001	21	private_operator	non_functional	4	294	25	motor_replacement	false	false	83	71	true	264	true	0.83	0.3
WI000577	Ghana	2,021	peri_urban	piped_system_gravity	2,006	15	municipal_utility	functional	0	34	0	none	false	true	1,416	11	false	2,460	true	0.66	0.6
WI000578	Uganda	2,023	urban	piped_system_pumped	2,016	7	water_users_association	functional	3	81	0	routine_maintenance	false	true	906	235	true	8,401	true	0.53	0.85
WI000579	Rwanda	2,018	rural	rainwater_harvesting	2,004	14	community_management	non_functional	2	183	26	major_repair	true	false	44	157	false	8,602	false	0	0.25
WI000580	Rwanda	2,021	urban	borehole_motorized	2,011	10	community_management	functional	1	25	0	routine_maintenance	true	true	677	102	true	1,972	true	0.75	1
WI000581	Mozambique	2,024	peri_urban	piped_system_gravity	2,006	18	water_users_association	non_functional	3	115	43	motor_replacement	true	true	558	468	true	9,263	true	0.67	0.6
WI000582	Nigeria	2,021	peri_urban	handpump_afridev	2,023	1	municipal_utility	functional	0	70	0	preventive_maintenance	true	false	53	190	true	107	true	0.36	0.7
WI000583	Mozambique	2,019	rural	borehole_motorized	1,996	23	ngo_managed	functional	2	84	0	routine_maintenance	false	false	206	115	true	1,216	true	0.42	0.45
WI000584	Uganda	2,024	rural	rainwater_harvesting	1,994	30	municipal_utility	non_functional	1	121	10	system_overhaul	true	false	27	77	true	9,305	true	0.49	0.3
WI000585	Uganda	2,022	rural	protected_well	2,011	11	municipal_utility	non_functional	2	223	6	pump_replacement	false	false	92	366	false	111	true	0.71	0.25
WI000586	Ethiopia	2,025	peri_urban	piped_system_gravity	1,998	27	water_users_association	non_functional	2	180	55	major_repair	true	true	763	718	true	2,060	true	0.87	0.6
WI000587	Ethiopia	2,020	rural	handpump_india_mark	2,012	8	water_users_association	non_functional	4	215	31	major_repair	true	false	270	137	true	422	true	0.36	0.4
WI000588	Tanzania	2,020	rural	handpump_afridev	1,999	21	ngo_managed	non_functional	2	169	24	major_repair	false	true	222	585	true	192	false	0	0.3
WI000589	Niger	2,019	urban	piped_system_gravity	2,015	4	private_operator	partially_functional	2	4	4	minor_repair	true	true	2,475	648	false	9,357	true	0.55	0.55
WI000590	Senegal	2,024	rural	handpump_afridev	2,021	3	municipal_utility	partially_functional	2	146	4	spare_parts	true	false	224	245	false	392	true	0.71	0.4
WI000591	Senegal	2,019	rural	handpump_india_mark	2,005	14	water_users_association	functional	2	82	0	routine_maintenance	false	false	256	37	false	348	false	0	0.4
WI000592	Zambia	2,018	rural	handpump_afridev	2,004	14	community_management	functional	2	9	0	preventive_maintenance	true	true	180	200	false	269	false	0	0.7
WI000593	DRC	2,024	rural	protected_spring	2,013	11	community_management	partially_functional	1	68	59	routine_maintenance	false	false	67	718	false	297	false	0	0.1
WI000594	Mali	2,020	urban	piped_system_gravity	2,012	8	ngo_managed	partially_functional	1	118	69	minor_repair	false	true	583	125	false	7,616	false	0	0.25
WI000595	Rwanda	2,020	rural	rainwater_harvesting	1,990	30	private_operator	functional	0	52	0	none	true	false	40	103	true	6,186	true	0.43	0.6
WI000596	Tanzania	2,018	urban	borehole_motorized	2,001	17	ngo_managed	non_functional	7	340	38	pump_replacement	true	false	1,081	394	true	2,922	false	0	0.3
WI000597	Kenya	2,022	urban	piped_system_gravity	2,008	14	community_management	functional	0	39	0	preventive_maintenance	false	true	2,868	101	true	6,783	false	0	0.7
WI000598	Kenya	2,023	rural	protected_well	2,015	8	government_managed	functional	0	48	0	routine_maintenance	false	true	71	103	true	210	false	0	0.7
WI000599	Mali	2,019	rural	handpump_india_mark	2,010	9	government_managed	partially_functional	2	55	58	spare_parts	false	false	98	88	false	433	true	0.92	0.25
WI000600	Niger	2,020	urban	piped_system_pumped	2,004	16	community_management	partially_functional	3	7	75	minor_repair	false	false	2,339	541	true	5,777	false	0	0.15

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