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
WI000201	Ghana	2,023	rural	borehole_motorized	2,003	20	municipal_utility	non_functional	2	143	4	system_overhaul	false	false	395	515	true	515	true	0.56	0.3
WI000202	Uganda	2,024	rural	protected_spring	2,002	22	ngo_managed	non_functional	2	200	45	major_repair	false	false	56	109	false	160	true	0.92	0.15
WI000203	Malawi	2,024	rural	borehole_motorized	2,021	3	ngo_managed	functional	0	69	0	routine_maintenance	false	false	1,243	118	false	2,212	false	0	0.4
WI000204	Ghana	2,019	urban	borehole_motorized	1,998	21	community_management	functional	3	35	0	routine_maintenance	false	false	447	283	false	2,386	false	0	0.3
WI000205	Uganda	2,021	rural	handpump_afridev	2,010	11	water_users_association	partially_functional	5	87	20	minor_repair	true	false	106	238	false	281	true	0.75	0.4
WI000206	Niger	2,023	urban	piped_system_pumped	2,007	16	government_managed	partially_functional	2	122	67	routine_maintenance	false	true	2,008	91	false	1,871	false	0	0.15
WI000207	Rwanda	2,025	peri_urban	borehole_motorized	2,016	9	municipal_utility	non_functional	6	43	6	pump_replacement	false	true	738	189	true	2,047	true	0.76	0.55
WI000208	Mali	2,024	rural	protected_spring	1,992	32	community_management	non_functional	2	357	66	major_repair	true	false	57	704	false	95	false	0	0.15
WI000209	Rwanda	2,022	peri_urban	borehole_motorized	2,012	10	government_managed	functional	1	36	0	preventive_maintenance	true	false	903	234	true	2,455	true	0.76	0.85
WI000210	Nigeria	2,020	rural	handpump_afridev	2,007	13	private_operator	functional	1	59	0	preventive_maintenance	false	true	128	196	true	429	true	0.82	0.85
WI000211	Niger	2,023	rural	handpump_afridev	2,005	18	ngo_managed	partially_functional	5	79	51	minor_repair	false	false	172	88	false	349	false	0	0
WI000212	Rwanda	2,025	urban	borehole_motorized	2,006	19	water_users_association	functional	2	44	0	preventive_maintenance	false	true	509	285	true	766	true	0.4	0.6
WI000213	Ethiopia	2,022	rural	handpump_afridev	2,007	15	municipal_utility	partially_functional	5	152	3	minor_repair	false	false	141	390	false	494	true	0.93	0.15
WI000214	Tanzania	2,018	peri_urban	piped_system_gravity	2,009	9	community_management	functional	1	32	0	routine_maintenance	false	false	969	257	false	6,204	false	0	0.4
WI000215	DRC	2,024	urban	borehole_motorized	2,007	17	community_management	non_functional	7	181	56	major_repair	true	true	963	336	false	2,539	false	0	0.3
WI000216	Nigeria	2,020	rural	protected_spring	2,023	1	ngo_managed	functional	0	48	0	none	true	true	121	2	false	96	false	0	0.7
WI000217	Uganda	2,020	rural	handpump_india_mark	1,994	26	community_management	non_functional	2	188	89	system_overhaul	false	true	92	373	false	426	true	0.91	0.3
WI000218	Uganda	2,023	peri_urban	piped_system_gravity	2,013	10	water_users_association	partially_functional	3	72	7	minor_repair	true	false	2,404	443	true	9,083	true	0.86	0.55
WI000219	Mozambique	2,024	urban	piped_system_pumped	2,000	24	water_users_association	functional	3	34	0	routine_maintenance	false	true	904	14	false	8,911	true	0.8	0.6
WI000220	Uganda	2,022	peri_urban	handpump_afridev	1,997	25	community_management	functional	0	71	0	preventive_maintenance	false	true	92	154	true	390	false	0	0.6
WI000221	Tanzania	2,023	rural	protected_well	2,000	23	ngo_managed	functional	1	71	0	routine_maintenance	true	false	67	234	true	231	true	0.7	0.75
WI000222	Malawi	2,019	urban	piped_system_pumped	1,999	20	community_management	partially_functional	7	34	65	routine_maintenance	false	true	2,072	70	false	2,071	true	0.36	0.15
WI000223	Mali	2,021	rural	borehole_motorized	2,023	1	private_operator	functional	2	14	0	routine_maintenance	false	true	621	74	false	2,101	false	0	0.55
WI000224	Uganda	2,024	urban	piped_system_pumped	2,010	14	ngo_managed	non_functional	3	70	34	pump_replacement	true	true	884	274	true	4,029	false	0	0.55
WI000225	Tanzania	2,025	peri_urban	borehole_motorized	2,018	7	government_managed	functional	0	48	0	preventive_maintenance	false	true	1,174	3	false	1,585	false	0	0.55
WI000226	Senegal	2,024	urban	borehole_motorized	2,006	18	water_users_association	non_functional	3	254	13	major_repair	true	true	584	509	true	574	true	0.33	0.45
WI000227	Rwanda	2,025	rural	handpump_afridev	1,994	31	private_operator	functional	2	38	0	none	false	true	206	246	true	360	true	0.35	0.6
WI000228	Mali	2,022	rural	handpump_india_mark	1,998	24	ngo_managed	non_functional	4	327	68	system_overhaul	true	false	183	543	false	441	false	0	0.15
WI000229	Kenya	2,019	rural	handpump_afridev	1,996	23	community_management	non_functional	2	105	83	major_repair	true	false	145	720	true	346	false	0	0.3
WI000230	Ethiopia	2,022	peri_urban	piped_system_pumped	1,992	30	ngo_managed	non_functional	5	289	24	pump_replacement	true	false	2,869	203	false	7,110	false	0	0.15
WI000231	DRC	2,025	rural	borehole_motorized	2,018	7	municipal_utility	functional	3	6	0	preventive_maintenance	true	false	1,121	306	true	2,250	true	0.63	0.85
WI000232	Senegal	2,023	peri_urban	piped_system_pumped	2,014	9	water_users_association	functional	1	39	0	routine_maintenance	true	false	1,800	177	false	7,408	true	0.66	0.7
WI000233	DRC	2,025	rural	protected_well	1,994	31	water_users_association	partially_functional	1	39	33	minor_repair	false	true	36	265	true	112	true	0.78	0.45
WI000234	Mali	2,019	urban	piped_system_pumped	2,019	1	water_users_association	non_functional	5	212	47	pump_replacement	true	true	2,636	130	true	4,579	true	0.36	0.55
WI000235	Mozambique	2,023	peri_urban	piped_system_pumped	2,010	13	community_management	partially_functional	7	174	84	routine_maintenance	false	true	1,362	82	false	9,624	true	0.37	0.25
WI000236	Mali	2,021	urban	piped_system_gravity	1,990	31	private_operator	non_functional	2	14	8	pump_replacement	true	true	714	329	true	1,772	false	0	0.45
WI000237	Zambia	2,019	peri_urban	borehole_motorized	2,006	13	community_management	partially_functional	2	90	35	spare_parts	false	true	807	249	false	529	false	0	0.25
WI000238	Tanzania	2,025	rural	handpump_afridev	2,022	3	water_users_association	non_functional	3	268	33	pump_replacement	true	true	115	602	false	136	true	0.83	0.55
WI000239	Ethiopia	2,018	rural	protected_spring	2,001	17	community_management	partially_functional	1	89	18	minor_repair	false	false	64	245	true	80	false	0	0.15
WI000240	Zambia	2,021	peri_urban	piped_system_gravity	1,997	24	community_management	functional	0	85	0	routine_maintenance	true	false	542	45	true	1,604	false	0	0.6
WI000241	Mali	2,020	peri_urban	piped_system_pumped	1,995	25	private_operator	non_functional	5	318	11	pump_replacement	true	false	1,727	98	false	4,877	true	0.82	0.3
WI000242	Malawi	2,023	peri_urban	handpump_afridev	2,011	12	municipal_utility	functional	1	71	0	routine_maintenance	true	false	54	18	true	245	true	0.43	0.7
WI000243	Zambia	2,023	rural	handpump_india_mark	2,004	19	community_management	non_functional	1	99	59	system_overhaul	true	false	297	644	false	476	false	0	0.15
WI000244	Uganda	2,021	rural	handpump_india_mark	2,008	13	water_users_association	functional	0	58	0	none	true	true	241	20	false	469	true	0.78	0.85
WI000245	Rwanda	2,018	peri_urban	handpump_afridev	2,022	1	community_management	functional	2	70	0	none	false	false	64	51	false	439	false	0	0.4
WI000246	Nigeria	2,018	peri_urban	borehole_motorized	1,991	27	community_management	non_functional	2	310	63	major_repair	true	true	1,090	56	false	2,631	true	0.67	0.45
WI000247	Malawi	2,023	rural	rainwater_harvesting	1,997	26	community_management	partially_functional	2	128	40	routine_maintenance	false	false	71	468	true	7,898	false	0	0.15
WI000248	Uganda	2,021	urban	piped_system_pumped	1,996	25	community_management	functional	3	5	0	preventive_maintenance	false	true	2,874	326	true	2,519	false	0	0.6
WI000249	Zambia	2,020	peri_urban	handpump_afridev	2,017	3	community_management	functional	0	36	0	none	true	false	125	125	false	482	false	0	0.55
WI000250	Ghana	2,023	rural	handpump_afridev	2,006	17	municipal_utility	partially_functional	3	22	15	routine_maintenance	false	true	68	397	true	222	true	0.64	0.45
WI000251	Rwanda	2,019	rural	borehole_motorized	2,003	16	community_management	non_functional	7	272	50	major_repair	false	false	1,237	707	true	1,217	false	0	0.15
WI000252	Mozambique	2,020	urban	piped_system_gravity	2,003	17	government_managed	non_functional	2	133	18	major_repair	true	true	1,029	575	false	2,394	false	0	0.3
WI000253	Kenya	2,021	rural	handpump_india_mark	2,011	10	community_management	functional	0	1	0	routine_maintenance	true	false	248	357	false	426	true	0.31	0.55
WI000254	DRC	2,021	rural	protected_spring	2,020	1	government_managed	functional	0	59	0	none	false	false	75	110	false	144	true	0.57	0.55
WI000255	Tanzania	2,022	rural	borehole_motorized	2,000	22	government_managed	non_functional	3	364	78	pump_replacement	true	false	1,130	625	false	1,452	true	0.55	0.3
WI000256	Mali	2,023	peri_urban	borehole_motorized	2,020	3	private_operator	functional	0	78	0	routine_maintenance	true	false	862	204	true	2,012	true	0.47	0.7
WI000257	Niger	2,025	rural	borehole_motorized	2,015	10	ngo_managed	non_functional	5	322	80	system_overhaul	false	false	952	148	false	1,030	false	0	0.1
WI000258	Mali	2,019	rural	handpump_india_mark	2,023	1	water_users_association	functional	1	1	0	none	true	true	294	112	true	276	true	0.9	1
WI000259	Rwanda	2,023	rural	protected_spring	2,021	2	community_management	functional	1	19	0	preventive_maintenance	false	false	113	111	true	56	true	0.83	0.7
WI000260	DRC	2,024	peri_urban	borehole_motorized	2,017	7	ngo_managed	functional	2	53	0	none	false	true	903	283	true	1,380	true	0.76	0.85
WI000261	Kenya	2,024	rural	rainwater_harvesting	2,011	13	water_users_association	non_functional	2	74	56	major_repair	false	false	35	561	true	7,096	true	0.31	0.25
WI000262	Nigeria	2,023	rural	handpump_afridev	2,023	1	community_management	non_functional	1	17	34	major_repair	true	false	297	618	false	128	true	0.44	0.25
WI000263	Uganda	2,020	rural	rainwater_harvesting	1,991	29	municipal_utility	functional	1	52	0	preventive_maintenance	false	false	67	175	true	2,577	true	0.4	0.45
WI000264	Senegal	2,024	rural	handpump_india_mark	2,015	9	water_users_association	partially_functional	5	168	15	spare_parts	false	false	181	261	true	409	false	0	0.25
WI000265	Kenya	2,018	rural	handpump_afridev	1,992	26	ngo_managed	non_functional	1	347	53	motor_replacement	false	false	133	510	false	494	false	0	0
WI000266	Ethiopia	2,018	peri_urban	piped_system_pumped	2,023	1	municipal_utility	non_functional	4	350	26	pump_replacement	false	false	2,909	431	false	7,952	true	0.44	0.1
WI000267	Tanzania	2,022	rural	borehole_motorized	1,994	28	water_users_association	functional	1	7	0	routine_maintenance	true	false	1,041	247	false	1,834	true	0.36	0.45
WI000268	Nigeria	2,020	urban	piped_system_pumped	1,993	27	community_management	partially_functional	7	32	77	spare_parts	true	true	719	262	false	6,820	false	0	0.3
WI000269	Niger	2,022	rural	borehole_motorized	2,007	15	community_management	partially_functional	6	112	47	minor_repair	false	true	456	389	false	1,581	true	0.48	0.15
WI000270	Uganda	2,023	urban	piped_system_gravity	2,014	9	community_management	non_functional	2	12	45	motor_replacement	true	true	735	94	true	1,890	false	0	0.55
WI000271	Zambia	2,018	peri_urban	borehole_motorized	1,998	20	community_management	non_functional	2	334	65	major_repair	false	true	545	226	false	880	true	0.78	0.3
WI000272	DRC	2,020	rural	handpump_afridev	2,014	6	water_users_association	partially_functional	3	105	33	minor_repair	false	true	270	527	true	408	false	0	0.4
WI000273	Mozambique	2,021	peri_urban	piped_system_pumped	1,990	31	government_managed	non_functional	5	30	57	major_repair	false	false	2,746	483	true	8,468	false	0	0.15
WI000274	Senegal	2,018	rural	handpump_afridev	2,005	13	water_users_association	functional	1	86	0	preventive_maintenance	false	true	64	120	false	224	true	0.64	0.7
WI000275	Mozambique	2,020	urban	piped_system_gravity	2,015	5	community_management	functional	1	43	0	none	true	true	2,562	36	true	4,251	true	0.9	1
WI000276	Rwanda	2,020	rural	handpump_india_mark	1,990	30	municipal_utility	non_functional	5	249	11	major_repair	true	false	158	560	true	335	true	0.61	0.45
WI000277	Mali	2,024	rural	handpump_india_mark	1,998	26	community_management	functional	2	6	0	routine_maintenance	true	false	127	112	false	152	true	0.65	0.6
WI000278	DRC	2,022	rural	rainwater_harvesting	2,002	20	private_operator	partially_functional	1	176	5	minor_repair	true	false	99	625	false	6,486	false	0	0.15
WI000279	Rwanda	2,021	peri_urban	piped_system_pumped	2,018	3	water_users_association	functional	0	60	0	routine_maintenance	false	false	997	83	false	1,149	false	0	0.4
WI000280	Nigeria	2,022	urban	piped_system_pumped	2,023	1	government_managed	partially_functional	3	76	89	spare_parts	true	true	2,215	584	false	7,605	false	0	0.4
WI000281	Niger	2,024	rural	handpump_india_mark	2,017	7	community_management	non_functional	1	90	64	system_overhaul	true	false	245	30	false	216	false	0	0.25
WI000282	Mozambique	2,025	rural	protected_spring	2,019	6	private_operator	functional	0	9	0	preventive_maintenance	true	false	106	180	false	50	true	0.59	0.7
WI000283	Malawi	2,019	rural	handpump_afridev	2,005	14	government_managed	functional	1	35	0	routine_maintenance	true	false	76	91	true	379	true	0.42	0.7
WI000284	Malawi	2,022	peri_urban	piped_system_pumped	2,019	3	municipal_utility	functional	3	1	0	routine_maintenance	false	false	1,397	21	false	7,219	true	0.62	0.55
WI000285	Malawi	2,022	urban	piped_system_pumped	2,006	16	private_operator	non_functional	4	101	20	motor_replacement	true	true	1,046	384	false	4,752	true	0.33	0.3
WI000286	Tanzania	2,023	rural	handpump_india_mark	2,002	21	municipal_utility	non_functional	4	265	25	major_repair	true	true	220	694	true	447	false	0	0.45
WI000287	Ghana	2,019	peri_urban	borehole_motorized	1,994	25	water_users_association	non_functional	4	203	29	system_overhaul	true	true	454	118	true	978	true	0.5	0.45
WI000288	Mozambique	2,024	peri_urban	handpump_afridev	2,006	18	community_management	non_functional	2	98	17	pump_replacement	false	false	220	547	false	241	false	0	0
WI000289	Ethiopia	2,022	rural	borehole_motorized	1,996	26	water_users_association	non_functional	4	250	37	major_repair	false	false	1,222	381	true	2,274	true	0.53	0.3
WI000290	Ghana	2,020	rural	protected_spring	1,991	29	municipal_utility	functional	1	75	0	preventive_maintenance	true	false	93	80	false	208	true	0.77	0.6
WI000291	Senegal	2,021	rural	borehole_motorized	2,008	13	community_management	non_functional	4	193	36	motor_replacement	false	false	434	417	false	2,661	false	0	0.1
WI000292	DRC	2,022	rural	borehole_motorized	1,991	31	municipal_utility	partially_functional	5	157	25	minor_repair	false	false	1,017	143	false	2,725	false	0	0
WI000293	Tanzania	2,024	rural	borehole_motorized	2,016	8	water_users_association	functional	1	83	0	routine_maintenance	false	false	788	106	true	1,039	false	0	0.55
WI000294	Nigeria	2,018	rural	handpump_afridev	2,008	10	water_users_association	functional	0	68	0	routine_maintenance	false	true	141	317	true	493	true	0.73	0.85
WI000295	Niger	2,022	urban	piped_system_pumped	2,010	12	water_users_association	partially_functional	7	62	8	minor_repair	false	true	1,131	87	false	5,123	true	0.93	0.4
WI000296	Senegal	2,023	urban	piped_system_gravity	2,019	4	water_users_association	functional	1	89	0	preventive_maintenance	false	true	2,615	53	true	4,868	false	0	0.7
WI000297	Tanzania	2,020	rural	protected_well	2,017	3	private_operator	non_functional	2	185	5	system_overhaul	true	false	139	384	true	155	true	0.94	0.55
WI000298	Senegal	2,023	urban	piped_system_pumped	2,020	3	water_users_association	non_functional	5	218	48	pump_replacement	true	true	2,074	659	false	4,729	true	0.91	0.55
WI000299	DRC	2,019	urban	borehole_motorized	2,003	16	private_operator	non_functional	4	260	26	motor_replacement	true	false	1,359	729	true	1,324	false	0	0.3
WI000300	Tanzania	2,022	rural	borehole_motorized	2,014	8	municipal_utility	functional	2	48	0	routine_maintenance	false	false	1,027	130	false	1,886	true	0.53	0.55

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