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
WI000301	Ethiopia	2,021	rural	borehole_motorized	1,992	29	community_management	partially_functional	5	3	69	spare_parts	true	false	390	358	true	1,341	true	0.51	0.45
WI000302	Senegal	2,022	peri_urban	piped_system_gravity	1,996	26	ngo_managed	functional	1	7	0	routine_maintenance	true	true	2,064	219	false	5,608	true	0.56	0.75
WI000303	Malawi	2,024	peri_urban	handpump_afridev	1,996	28	municipal_utility	non_functional	3	352	21	motor_replacement	true	true	287	681	false	251	true	0.74	0.45
WI000304	Mozambique	2,023	rural	protected_spring	2,003	20	community_management	non_functional	3	140	32	major_repair	true	true	96	417	false	257	false	0	0.3
WI000305	Nigeria	2,020	urban	piped_system_gravity	1,996	24	community_management	functional	1	31	0	none	true	true	1,721	245	false	8,058	true	0.76	0.75
WI000306	Ethiopia	2,025	rural	handpump_india_mark	2,020	5	municipal_utility	non_functional	5	262	3	motor_replacement	false	false	212	129	true	305	true	0.52	0.4
WI000307	Rwanda	2,021	urban	piped_system_gravity	1,998	23	municipal_utility	functional	0	21	0	routine_maintenance	true	true	1,926	62	false	5,404	true	0.94	0.75
WI000308	Uganda	2,021	urban	piped_system_pumped	2,006	15	government_managed	non_functional	4	315	17	pump_replacement	true	true	1,583	205	true	9,019	false	0	0.45
WI000309	Niger	2,018	urban	piped_system_pumped	2,015	3	community_management	partially_functional	5	63	89	minor_repair	false	false	2,484	532	false	2,910	false	0	0.1
WI000310	Malawi	2,025	urban	borehole_motorized	1,994	31	community_management	functional	1	8	0	preventive_maintenance	true	true	860	49	false	2,383	true	0.73	0.75
WI000311	Ethiopia	2,024	rural	protected_well	2,001	23	water_users_association	functional	1	57	0	routine_maintenance	false	false	80	280	true	182	true	0.94	0.6
WI000312	Uganda	2,022	rural	borehole_motorized	1,991	31	ngo_managed	functional	0	89	0	routine_maintenance	true	true	379	278	true	825	false	0	0.75
WI000313	Ghana	2,020	urban	piped_system_pumped	1,998	22	community_management	functional	0	17	0	routine_maintenance	false	true	2,851	115	false	5,984	false	0	0.45
WI000314	Rwanda	2,021	urban	piped_system_pumped	2,001	20	private_operator	functional	1	16	0	preventive_maintenance	true	true	2,527	337	false	1,288	true	0.42	0.6
WI000315	Kenya	2,022	rural	rainwater_harvesting	2,002	20	municipal_utility	non_functional	1	142	20	motor_replacement	false	false	54	690	true	8,849	false	0	0.15
WI000316	Niger	2,021	urban	piped_system_pumped	1,991	30	water_users_association	non_functional	4	78	25	motor_replacement	true	true	2,603	51	false	5,683	true	0.42	0.3
WI000317	Zambia	2,020	rural	handpump_india_mark	1,996	24	water_users_association	functional	1	8	0	routine_maintenance	true	false	254	269	true	442	true	0.92	0.75
WI000318	Kenya	2,023	rural	protected_spring	2,004	19	private_operator	non_functional	3	85	29	major_repair	false	false	38	403	true	164	true	0.5	0.15
WI000319	Mali	2,019	peri_urban	borehole_motorized	2,007	12	private_operator	functional	0	86	0	routine_maintenance	true	true	374	121	true	1,758	true	0.31	0.85
WI000320	Mali	2,025	peri_urban	borehole_motorized	2,004	21	municipal_utility	partially_functional	7	96	15	spare_parts	false	false	1,357	386	true	2,529	true	0.93	0.3
WI000321	Ghana	2,025	rural	handpump_afridev	1,993	32	community_management	functional	1	84	0	none	false	false	298	22	false	120	false	0	0.3
WI000322	Rwanda	2,025	rural	protected_spring	1,996	29	private_operator	functional	1	16	0	routine_maintenance	true	true	49	68	true	152	false	0	0.75
WI000323	Kenya	2,021	rural	protected_well	2,021	1	community_management	functional	0	14	0	routine_maintenance	false	false	53	187	false	250	true	0.31	0.4
WI000324	Malawi	2,023	rural	handpump_afridev	2,011	12	water_users_association	functional	2	24	0	none	false	false	211	87	true	121	true	0.39	0.55
WI000325	Zambia	2,019	rural	handpump_afridev	2,006	13	community_management	non_functional	5	280	86	major_repair	false	false	272	405	false	139	true	0.59	0.25
WI000326	Kenya	2,018	rural	borehole_motorized	1,994	24	community_management	partially_functional	7	103	51	routine_maintenance	true	true	804	596	true	2,926	false	0	0.45
WI000327	Senegal	2,024	rural	protected_well	2,010	14	community_management	functional	0	1	0	none	true	false	111	228	false	138	false	0	0.55
WI000328	Nigeria	2,024	peri_urban	piped_system_gravity	1,995	29	community_management	partially_functional	3	96	46	minor_repair	false	true	1,778	433	true	6,025	false	0	0.3
WI000329	Kenya	2,022	urban	borehole_motorized	2,002	20	private_operator	partially_functional	5	93	19	routine_maintenance	true	true	1,383	309	true	1,581	true	0.38	0.45
WI000330	Malawi	2,023	rural	handpump_india_mark	1,996	27	community_management	functional	0	67	0	routine_maintenance	true	false	250	331	false	230	false	0	0.45
WI000331	Nigeria	2,025	urban	piped_system_gravity	1,991	34	water_users_association	functional	1	87	0	preventive_maintenance	true	true	549	322	true	4,145	true	0.32	0.75
WI000332	Mali	2,024	rural	handpump_india_mark	1,995	29	water_users_association	non_functional	1	69	45	motor_replacement	true	true	218	68	true	471	true	0.88	0.6
WI000333	Mozambique	2,021	rural	borehole_motorized	2,006	15	municipal_utility	non_functional	4	46	5	system_overhaul	false	false	730	274	false	1,936	true	0.67	0.15
WI000334	Kenya	2,022	rural	protected_spring	2,003	19	municipal_utility	non_functional	1	76	17	major_repair	false	true	78	105	true	201	true	0.48	0.3
WI000335	Rwanda	2,022	peri_urban	piped_system_pumped	2,011	11	water_users_association	partially_functional	3	0	56	spare_parts	false	true	1,624	426	true	1,690	true	0.48	0.4
WI000336	Rwanda	2,022	peri_urban	piped_system_gravity	1,990	32	ngo_managed	functional	1	2	0	routine_maintenance	true	false	1,074	55	true	6,210	false	0	0.6
WI000337	Mozambique	2,018	urban	piped_system_pumped	1,999	19	water_users_association	functional	2	7	0	routine_maintenance	true	true	865	281	true	1,851	true	0.82	0.9
WI000338	Kenya	2,024	rural	handpump_afridev	2,011	13	water_users_association	functional	0	87	0	none	true	true	91	38	true	250	true	0.58	1
WI000339	Mozambique	2,024	urban	piped_system_gravity	2,007	17	private_operator	non_functional	2	73	11	motor_replacement	false	false	1,477	89	true	9,001	false	0	0.15
WI000340	Zambia	2,023	urban	piped_system_pumped	2,005	18	water_users_association	non_functional	3	106	8	major_repair	true	false	2,266	471	false	1,144	true	0.76	0.3
WI000341	Niger	2,022	rural	handpump_afridev	2,008	14	community_management	functional	1	23	0	routine_maintenance	true	false	104	186	false	279	true	0.62	0.7
WI000342	Ghana	2,024	peri_urban	piped_system_pumped	2,023	1	private_operator	functional	2	26	0	routine_maintenance	false	true	2,060	269	true	7,145	true	0.69	0.85
WI000343	Niger	2,023	urban	piped_system_gravity	2,013	10	government_managed	non_functional	3	246	82	motor_replacement	true	false	1,885	514	false	9,586	false	0	0.25
WI000344	Niger	2,018	rural	handpump_afridev	1,997	21	municipal_utility	non_functional	1	146	11	pump_replacement	false	true	271	476	true	335	true	0.68	0.45
WI000345	Ethiopia	2,018	peri_urban	piped_system_gravity	2,003	15	water_users_association	partially_functional	3	66	43	minor_repair	false	false	1,364	60	true	1,076	true	0.79	0.3
WI000346	Nigeria	2,021	rural	borehole_motorized	2,013	8	government_managed	functional	0	9	0	routine_maintenance	false	false	1,342	181	true	2,714	true	0.34	0.55
WI000347	Tanzania	2,019	rural	protected_well	2,004	15	community_management	non_functional	3	42	69	major_repair	true	false	54	645	false	85	false	0	0.15
WI000348	Mali	2,023	rural	protected_well	2,021	2	private_operator	non_functional	2	242	24	motor_replacement	false	false	56	145	true	156	true	0.78	0.4
WI000349	Senegal	2,018	urban	piped_system_gravity	2,022	1	community_management	functional	1	33	0	preventive_maintenance	true	true	2,600	114	false	5,476	false	0	0.7
WI000350	Niger	2,023	rural	protected_well	1,993	30	private_operator	non_functional	3	54	18	motor_replacement	false	false	144	502	false	231	false	0	0
WI000351	Niger	2,020	rural	handpump_india_mark	2,011	9	community_management	non_functional	3	304	22	motor_replacement	true	false	102	349	true	473	false	0	0.4
WI000352	Mozambique	2,023	rural	handpump_afridev	2,000	23	water_users_association	non_functional	1	82	47	motor_replacement	true	false	150	700	false	228	true	0.64	0.3
WI000353	DRC	2,022	rural	handpump_afridev	1,996	26	ngo_managed	partially_functional	3	179	63	minor_repair	true	false	190	487	true	336	true	0.7	0.45
WI000354	Zambia	2,025	rural	handpump_india_mark	1,994	31	water_users_association	non_functional	2	364	14	system_overhaul	true	false	69	709	true	287	false	0	0.3
WI000355	Rwanda	2,023	rural	handpump_afridev	2,008	15	water_users_association	functional	2	6	0	none	false	true	105	271	true	480	true	0.79	0.75
WI000356	Ghana	2,020	urban	piped_system_pumped	1,993	27	water_users_association	functional	2	36	0	preventive_maintenance	true	true	1,353	273	false	2,395	false	0	0.6
WI000357	Senegal	2,025	rural	borehole_motorized	2,007	18	ngo_managed	functional	3	69	0	none	false	true	927	343	false	2,103	false	0	0.45
WI000358	Niger	2,025	rural	rainwater_harvesting	2,008	17	water_users_association	functional	1	53	0	routine_maintenance	true	true	69	169	true	5,765	true	0.45	0.75
WI000359	Mali	2,025	peri_urban	piped_system_gravity	1,994	31	community_management	non_functional	2	330	36	major_repair	true	true	1,197	363	true	7,136	true	0.32	0.45
WI000360	Zambia	2,024	peri_urban	rainwater_harvesting	2,010	14	private_operator	functional	1	13	0	none	false	false	52	222	false	1,857	true	0.55	0.55
WI000361	Niger	2,024	rural	handpump_afridev	2,019	5	water_users_association	functional	0	88	0	preventive_maintenance	false	false	273	69	false	335	true	0.93	0.55
WI000362	Kenya	2,022	rural	handpump_afridev	2,001	21	municipal_utility	non_functional	2	189	13	system_overhaul	false	false	63	627	false	243	false	0	0
WI000363	Nigeria	2,025	rural	handpump_afridev	2,020	5	water_users_association	partially_functional	5	72	38	minor_repair	true	false	298	58	true	214	true	0.91	0.55
WI000364	Nigeria	2,022	rural	handpump_india_mark	2,007	15	government_managed	partially_functional	2	105	33	routine_maintenance	true	false	116	523	true	163	true	0.34	0.3
WI000365	Mali	2,022	rural	handpump_afridev	2,012	10	community_management	non_functional	1	37	74	major_repair	true	false	281	380	true	107	false	0	0.4
WI000366	Ghana	2,023	urban	borehole_motorized	2,016	7	water_users_association	non_functional	4	80	32	pump_replacement	true	true	1,395	517	false	1,203	true	0.34	0.4
WI000367	Ghana	2,025	rural	protected_well	2,019	6	ngo_managed	partially_functional	3	37	35	routine_maintenance	true	false	105	484	true	282	false	0	0.4
WI000368	Rwanda	2,024	rural	rainwater_harvesting	2,005	19	municipal_utility	partially_functional	2	74	15	minor_repair	false	false	55	330	false	8,715	true	0.53	0.15
WI000369	Ghana	2,025	urban	piped_system_pumped	1,992	33	community_management	functional	1	33	0	none	true	false	1,819	345	true	2,044	false	0	0.6
WI000370	DRC	2,021	rural	handpump_afridev	2,003	18	municipal_utility	partially_functional	2	82	20	spare_parts	true	false	142	491	true	223	false	0	0.3
WI000371	Malawi	2,020	peri_urban	piped_system_pumped	2,016	4	community_management	partially_functional	2	58	25	spare_parts	false	false	2,434	533	true	4,737	false	0	0.25
WI000372	Nigeria	2,020	rural	handpump_india_mark	1,991	29	water_users_association	non_functional	4	57	56	pump_replacement	false	false	152	134	false	121	true	0.54	0.15
WI000373	Rwanda	2,020	urban	piped_system_gravity	2,018	2	water_users_association	non_functional	1	213	57	major_repair	false	true	867	64	true	8,949	true	0.43	0.4
WI000374	Malawi	2,023	rural	protected_spring	2,013	10	private_operator	non_functional	2	60	14	motor_replacement	true	true	95	314	false	275	true	0.74	0.55
WI000375	Mali	2,020	peri_urban	rainwater_harvesting	1,999	21	ngo_managed	functional	1	4	0	preventive_maintenance	false	false	67	101	true	1,656	true	0.69	0.6
WI000376	Senegal	2,025	rural	handpump_india_mark	2,006	19	private_operator	non_functional	4	127	5	motor_replacement	false	false	66	631	false	414	true	0.86	0.15
WI000377	DRC	2,018	peri_urban	piped_system_pumped	2,012	6	community_management	non_functional	2	37	27	pump_replacement	false	false	1,700	207	false	1,742	false	0	0.1
WI000378	Mali	2,021	rural	handpump_india_mark	2,011	10	water_users_association	functional	0	71	0	preventive_maintenance	true	false	208	19	false	413	true	0.79	0.7
WI000379	Tanzania	2,024	rural	rainwater_harvesting	2,012	12	community_management	functional	0	8	0	preventive_maintenance	false	true	50	33	true	4,922	false	0	0.7
WI000380	DRC	2,021	rural	handpump_india_mark	2,000	21	community_management	non_functional	3	108	51	major_repair	true	false	229	115	false	445	false	0	0.15
WI000381	Mali	2,019	peri_urban	borehole_motorized	1,990	29	private_operator	partially_functional	7	26	20	spare_parts	true	false	1,170	81	true	2,815	true	0.75	0.45
WI000382	Malawi	2,024	urban	piped_system_pumped	2,004	20	community_management	functional	3	25	0	none	true	true	2,543	345	true	6,224	false	0	0.75
WI000383	Senegal	2,022	rural	borehole_motorized	1,998	24	community_management	partially_functional	2	104	26	routine_maintenance	true	false	236	47	false	2,918	true	0.59	0.3
WI000384	Nigeria	2,020	peri_urban	piped_system_pumped	2,012	8	government_managed	functional	2	31	0	routine_maintenance	true	true	2,611	354	false	4,245	false	0	0.7
WI000385	DRC	2,024	rural	handpump_india_mark	2,011	13	community_management	functional	1	59	0	none	true	false	142	191	false	435	true	0.84	0.7
WI000386	Nigeria	2,020	urban	piped_system_pumped	1,994	26	private_operator	non_functional	4	265	19	motor_replacement	true	true	2,382	452	true	9,236	true	0.46	0.45
WI000387	Tanzania	2,024	rural	handpump_india_mark	2,015	9	private_operator	functional	0	22	0	routine_maintenance	true	false	99	15	true	105	false	0	0.7
WI000388	Senegal	2,021	rural	handpump_afridev	2,016	5	community_management	non_functional	5	92	67	pump_replacement	false	true	57	643	false	211	false	0	0.25
WI000389	Nigeria	2,020	peri_urban	borehole_motorized	2,021	1	community_management	non_functional	2	335	31	pump_replacement	true	true	666	403	false	2,679	false	0	0.4
WI000390	Zambia	2,021	rural	handpump_afridev	2,005	16	municipal_utility	non_functional	4	291	4	pump_replacement	false	false	139	514	false	470	true	0.73	0.15
WI000391	Niger	2,023	rural	handpump_india_mark	1,991	32	ngo_managed	non_functional	5	235	67	major_repair	false	false	214	307	true	227	false	0	0.15
WI000392	Kenya	2,019	peri_urban	piped_system_pumped	2,007	12	community_management	non_functional	5	234	39	pump_replacement	false	true	1,433	375	true	3,200	false	0	0.4
WI000393	Uganda	2,024	rural	protected_spring	2,003	21	ngo_managed	partially_functional	3	169	14	spare_parts	true	false	94	178	false	85	false	0	0.15
WI000394	Mozambique	2,021	rural	handpump_afridev	2,005	16	community_management	functional	2	40	0	preventive_maintenance	false	false	188	34	true	381	true	0.88	0.6
WI000395	DRC	2,024	rural	handpump_afridev	1,999	25	government_managed	non_functional	2	282	55	major_repair	false	false	83	440	false	359	false	0	0
WI000396	Rwanda	2,024	urban	piped_system_pumped	2,016	8	community_management	functional	0	71	0	routine_maintenance	true	false	2,298	327	false	3,819	false	0	0.55
WI000397	Kenya	2,024	urban	borehole_motorized	2,002	22	water_users_association	functional	1	14	0	routine_maintenance	true	true	762	131	true	602	true	0.72	0.9
WI000398	Mali	2,022	peri_urban	piped_system_pumped	2,005	17	ngo_managed	partially_functional	3	168	23	minor_repair	false	false	1,749	484	false	8,988	false	0	0
WI000399	DRC	2,021	rural	rainwater_harvesting	1,999	22	community_management	non_functional	1	64	33	major_repair	false	false	45	109	true	1,925	false	0	0.15
WI000400	Ethiopia	2,022	rural	handpump_afridev	2,001	21	water_users_association	functional	1	35	0	routine_maintenance	false	true	230	326	true	210	true	0.75	0.75

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