Split (1)

train · 15k rows

record_id int64 1 6k	irrigation_id stringlengths 18 18	country stringclasses 10 values	year int64 2.02k 2.03k	farm_size_ha float64 0.2 23.6	farm_type stringclasses 3 values	has_irrigation bool 2 classes	annual_rainfall_mm float64 400 2k	rainfall_variability_pct float64 15 35	drought_frequency stringclasses 3 values	water_stress_months int64 2 7	irrigation_type stringclasses 7 values	water_source stringclasses 7 values	energy_source stringclasses 7 values	ownership stringclasses 6 values	area_irrigated_ha float64 0 10.1	rainfed_area_ha float64 0 23.6	irrigation_pct float64 0 99.9	irrigation_capacity_m3_day float64 0 444	system_age_years int64 0 19	system_condition stringclasses 5 values	installation_cost_usd float64 0 19.1k	annual_maintenance_usd float64 0 2.51k	subsidy_received bool 2 classes	subsidy_amount_usd float64 0 6.71k	financing_access bool 2 classes	water_applied_mm float64 0 800	crop_water_requirement_mm float64 400 700	application_efficiency_pct float64 0 95	effective_water_mm float64 0 757	water_productivity_kg_m3 float64 0 2.5	conveyance_efficiency_pct float64 0 95	distribution_uniformity_pct float64 0 95	irrigation_efficiency_index float64 0 84.8	energy_cost_usd_season float64 0 2.19k	labor_hours_season float64 0 441	irrigation_frequency stringclasses 5 values	scheduling_method stringclasses 5 values	primary_crop stringclasses 7 values	yield_increase_pct float64 0 60	cropping_intensity float64 1 2.5	seasons_irrigated int64 0 3	total_water_use_m3 float64 0 58.3k	water_withdrawal_m3_ha float64 0 8k	water_user_association bool 2 classes	permit_obtained bool 2 classes	water_conflicts bool 2 classes	groundwater_depth_m float64 0 79.9	pump_capacity_hp float64 0 25	maintenance_quality stringclasses 3 values	technology_level stringclasses 4 values	technical_support bool 2 classes	water_scarcity_impact bool 2 classes	expansion_potential bool 2 classes	investment_return_years float64 0 44.5	irrigation_category stringclasses 3 values	scenario stringclasses 3 values
4,101	IRR-KEN-2024-04101	Kenya	2,024	1.36	subsistence	false	530	31.6	occasional	6	none	none	none	none	0	1.36	0	0	0	na	0	0	false	0	false	0	667	0	0	0	0	0	0	0	0	none	none	rice	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	moderate_burden
4,102	IRR-BUR-2019-04102	Burkina Faso	2,019	4.08	subsistence	false	843	21.1	frequent	3	none	none	none	none	0	4.08	0	0	0	na	0	0	false	0	false	0	425	0	0	0	0	0	0	0	0	none	none	maize	0	1	0	0	0	false	false	false	0	0	na	none	false	true	false	0	none	moderate_burden
4,103	IRR-TAN-2023-04103	Tanzania	2,023	1.09	semi-commercial	false	946	15.8	occasional	7	none	none	none	none	0	1.09	0	0	0	na	0	0	false	0	false	0	548	0	0	0	0	0	0	0	0	none	none	fruits	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	moderate_burden
4,104	IRR-ZAM-2019-04104	Zambia	2,019	0.99	commercial	true	868	27	occasional	7	sprinkler	river	diesel	government	0.53	0.46	53.1	17	15	fair	788	65	false	0	false	755	620	77.8	587	1.22	71.7	89.1	49.7	146	11	biweekly	visual	sugarcane	31.7	1.28	2	3,963	7,548	false	true	false	0	13.3	poor	medium	false	false	false	5	modern	moderate_burden
4,105	IRR-NIG-2024-04105	Nigeria	2,024	0.88	subsistence	false	966	19.4	rare	4	none	none	none	none	0	0.88	0	0	0	na	0	0	false	0	false	0	408	0	0	0	0	0	0	0	0	none	none	cotton	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	moderate_burden
4,106	IRR-ETH-2019-04106	Ethiopia	2,019	1.19	subsistence	false	1,024	16.3	frequent	4	none	none	none	none	0	1.19	0	0	0	na	0	0	false	0	false	0	455	0	0	0	0	0	0	0	0	none	none	fruits	0	1	0	0	0	false	false	false	0	0	na	none	false	true	false	0	none	moderate_burden
4,107	IRR-KEN-2023-04107	Kenya	2,023	1.41	commercial	false	1,204	34.2	frequent	7	none	none	none	none	0	1.41	0	0	0	na	0	0	false	0	false	0	588	0	0	0	0	0	0	0	0	none	none	fruits	0	1	0	0	0	false	false	false	0	0	na	none	false	true	false	0	none	moderate_burden
4,108	IRR-MAL-2018-04108	Mali	2,018	1.11	semi-commercial	false	1,240	19.5	occasional	7	none	none	none	none	0	1.11	0	0	0	na	0	0	false	0	false	0	537	0	0	0	0	0	0	0	0	none	none	horticulture	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	moderate_burden
4,109	IRR-MAL-2023-04109	Mali	2,023	1.27	subsistence	false	701	28	rare	5	none	none	none	none	0	1.27	0	0	0	na	0	0	false	0	false	0	637	0	0	0	0	0	0	0	0	none	none	rice	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	moderate_burden
4,110	IRR-UGA-2024-04110	Uganda	2,024	1.7	subsistence	true	813	30.9	frequent	2	sprinkler	reservoir	solar	individual	1.56	0.13	92.1	69	9	good	2,344	347	true	1,133	false	688	639	64.2	441	2.1	94.8	83.6	50.8	0	31	daily	weather_based	fruits	44.9	1.71	2	10,744	6,877	false	false	false	0	7.6	good	medium	false	true	true	6.2	modern	moderate_burden
4,111	IRR-BUR-2019-04111	Burkina Faso	2,019	1.15	subsistence	false	584	22.2	rare	3	none	none	none	none	0	1.15	0	0	0	na	0	0	false	0	false	0	505	0	0	0	0	0	0	0	0	none	none	maize	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	moderate_burden
4,112	IRR-ZAM-2020-04112	Zambia	2,020	1.87	semi-commercial	false	901	24	occasional	7	none	none	none	none	0	1.87	0	0	0	na	0	0	false	0	false	0	597	0	0	0	0	0	0	0	0	none	none	maize	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	moderate_burden
4,113	IRR-BUR-2021-04113	Burkina Faso	2,021	5.25	semi-commercial	true	1,051	33.9	occasional	2	center_pivot	groundwater	diesel	private_company	2.26	2.99	43.1	93	0	poor	11,292	985	false	0	true	735	590	73.7	542	1.9	72.9	62.2	33.5	227	23	weekly	weather_based	maize	56.1	1.38	1	16,591	7,347	true	true	false	77.1	11.7	poor	high	false	false	false	7.7	traditional	moderate_burden
4,114	IRR-TAN-2020-04114	Tanzania	2,020	0.82	semi-commercial	false	1,381	20.6	occasional	3	none	none	none	none	0	0.82	0	0	0	na	0	0	false	0	false	0	565	0	0	0	0	0	0	0	0	none	none	rice	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	moderate_burden
4,115	IRR-NIG-2019-04115	Nigeria	2,019	0.79	semi-commercial	false	1,021	22	occasional	6	none	none	none	none	0	0.79	0	0	0	na	0	0	false	0	false	0	518	0	0	0	0	0	0	0	0	none	none	vegetables	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	moderate_burden
4,116	IRR-UGA-2021-04116	Uganda	2,021	0.82	semi-commercial	false	400	22.3	frequent	6	none	none	none	none	0	0.82	0	0	0	na	0	0	false	0	false	0	697	0	0	0	0	0	0	0	0	none	none	vegetables	0	1	0	0	0	false	false	false	0	0	na	none	false	true	false	0	none	moderate_burden
4,117	IRR-ETH-2024-04117	Ethiopia	2,024	1.27	subsistence	false	1,340	29.6	occasional	2	none	none	none	none	0	1.27	0	0	0	na	0	0	false	0	false	0	639	0	0	0	0	0	0	0	0	none	none	maize	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	moderate_burden
4,118	IRR-MAL-2020-04118	Malawi	2,020	0.89	semi-commercial	false	847	30.3	rare	7	none	none	none	none	0	0.89	0	0	0	na	0	0	false	0	false	0	485	0	0	0	0	0	0	0	0	none	none	cotton	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	moderate_burden
4,119	IRR-NIG-2021-04119	Nigeria	2,021	0.85	semi-commercial	false	1,126	34	rare	3	none	none	none	none	0	0.85	0	0	0	na	0	0	false	0	false	0	513	0	0	0	0	0	0	0	0	none	none	horticulture	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	moderate_burden
4,120	IRR-TAN-2019-04120	Tanzania	2,019	0.73	commercial	false	717	19.6	frequent	4	none	none	none	none	0	0.73	0	0	0	na	0	0	false	0	false	0	699	0	0	0	0	0	0	0	0	none	none	rice	0	1	0	0	0	false	false	false	0	0	na	none	false	true	false	0	none	moderate_burden
4,121	IRR-ETH-2025-04121	Ethiopia	2,025	0.2	subsistence	false	760	34.4	occasional	5	none	none	none	none	0	0.2	0	0	0	na	0	0	false	0	false	0	689	0	0	0	0	0	0	0	0	none	none	cotton	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	moderate_burden
4,122	IRR-MAL-2021-04122	Malawi	2,021	1.48	semi-commercial	false	892	24.8	rare	2	none	none	none	none	0	1.48	0	0	0	na	0	0	false	0	false	0	449	0	0	0	0	0	0	0	0	none	none	vegetables	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	moderate_burden
4,123	IRR-GHA-2022-04123	Ghana	2,022	2.53	commercial	false	1,128	25.9	occasional	6	none	none	none	none	0	2.53	0	0	0	na	0	0	false	0	false	0	527	0	0	0	0	0	0	0	0	none	none	vegetables	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	moderate_burden
4,124	IRR-BUR-2021-04124	Burkina Faso	2,021	1.21	semi-commercial	false	1,098	18.3	frequent	3	none	none	none	none	0	1.21	0	0	0	na	0	0	false	0	false	0	483	0	0	0	0	0	0	0	0	none	none	horticulture	0	1	0	0	0	false	false	false	0	0	na	none	false	true	false	0	none	moderate_burden
4,125	IRR-TAN-2018-04125	Tanzania	2,018	2.56	semi-commercial	false	627	21.2	rare	2	none	none	none	none	0	2.56	0	0	0	na	0	0	false	0	false	0	442	0	0	0	0	0	0	0	0	none	none	horticulture	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	moderate_burden
4,126	IRR-TAN-2022-04126	Tanzania	2,022	1.28	semi-commercial	true	900	24.9	occasional	4	sprinkler	river	solar	government	1.15	0.13	89.8	53	11	poor	1,718	250	false	0	true	596	450	72.1	430	1.77	94.6	78.6	53.6	0	23	daily	calendar	vegetables	38.1	2.43	1	6,829	5,961	false	false	true	0	15	poor	medium	false	false	false	7.1	modern	moderate_burden
4,127	IRR-UGA-2019-04127	Uganda	2,019	2.7	subsistence	true	574	32.4	frequent	6	sprinkler	river	diesel	shared	1.85	0.85	68.5	97	2	good	2,770	193	true	1,185	false	580	574	69.3	402	1.11	88.8	63	38.8	407	37	weekly	visual	cotton	55.6	1.32	1	10,706	5,797	false	false	false	0	3.9	good	medium	false	true	false	3.7	modern	moderate_burden
4,128	IRR-BUR-2018-04128	Burkina Faso	2,018	0.79	subsistence	false	804	23.4	rare	2	none	none	none	none	0	0.79	0	0	0	na	0	0	false	0	false	0	669	0	0	0	0	0	0	0	0	none	none	maize	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	moderate_burden
4,129	IRR-MAL-2020-04129	Malawi	2,020	0.7	subsistence	false	646	16.5	occasional	5	none	none	none	none	0	0.7	0	0	0	na	0	0	false	0	false	0	472	0	0	0	0	0	0	0	0	none	none	sugarcane	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	moderate_burden
4,130	IRR-TAN-2021-04130	Tanzania	2,021	1.21	semi-commercial	false	1,447	31.7	occasional	4	none	none	none	none	0	1.21	0	0	0	na	0	0	false	0	false	0	698	0	0	0	0	0	0	0	0	none	none	rice	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	moderate_burden
4,131	IRR-KEN-2025-04131	Kenya	2,025	1.01	subsistence	true	1,022	27.1	frequent	7	surface	rainwater_harvesting	electric	individual	0.5	0.51	49.6	28	13	good	401	43	false	0	false	462	650	51.1	236	2.39	78.6	62.4	25.1	62	15	weekly	visual	rice	49.3	1.75	1	2,318	4,620	false	true	false	0	19.6	good	low	false	true	false	1.6	traditional	moderate_burden
4,132	IRR-NIG-2023-04132	Nigeria	2,023	3.57	semi-commercial	false	579	33.6	occasional	3	none	none	none	none	0	3.57	0	0	0	na	0	0	false	0	false	0	470	0	0	0	0	0	0	0	0	none	none	vegetables	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	moderate_burden
4,133	IRR-MAL-2023-04133	Mali	2,023	2.97	subsistence	false	944	21.6	frequent	5	none	none	none	none	0	2.97	0	0	0	na	0	0	false	0	false	0	539	0	0	0	0	0	0	0	0	none	none	rice	0	1	0	0	0	false	false	false	0	0	na	none	false	true	false	0	none	moderate_burden
4,134	IRR-MAL-2021-04134	Mali	2,021	0.88	subsistence	true	865	30.7	rare	4	manual	river	solar	individual	0.47	0.41	53.2	17	3	excellent	93	13	true	37	true	581	685	60.2	350	1.23	72.5	64.9	28.3	0	37	weekly	calendar	rice	21.9	1.54	1	2,710	5,807	true	false	false	0	16.6	good	low	true	false	false	1	traditional	moderate_burden
4,135	IRR-BUR-2025-04135	Burkina Faso	2,025	1.49	subsistence	false	1,402	32	rare	3	none	none	none	none	0	1.49	0	0	0	na	0	0	false	0	false	0	537	0	0	0	0	0	0	0	0	none	none	vegetables	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	moderate_burden
4,136	IRR-BUR-2025-04136	Burkina Faso	2,025	2.16	commercial	false	942	16.7	occasional	2	none	none	none	none	0	2.16	0	0	0	na	0	0	false	0	false	0	675	0	0	0	0	0	0	0	0	none	none	sugarcane	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	moderate_burden
4,137	IRR-BUR-2023-04137	Burkina Faso	2,023	1.41	commercial	false	1,068	34	occasional	2	none	none	none	none	0	1.41	0	0	0	na	0	0	false	0	false	0	677	0	0	0	0	0	0	0	0	none	none	vegetables	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	moderate_burden
4,138	IRR-BUR-2025-04138	Burkina Faso	2,025	4.86	commercial	false	749	25.3	frequent	5	none	none	none	none	0	4.86	0	0	0	na	0	0	false	0	false	0	630	0	0	0	0	0	0	0	0	none	none	maize	0	1	0	0	0	false	false	false	0	0	na	none	false	true	false	0	none	moderate_burden
4,139	IRR-ZAM-2025-04139	Zambia	2,025	1.69	semi-commercial	true	644	16.8	occasional	3	drip	river	solar	individual	1.29	0.4	76.4	54	0	good	3,225	461	false	0	true	797	690	95	757	1.21	83.1	95	75	0	19	weekly	visual	rice	33.4	2.26	1	10,283	7,972	true	false	false	0	13.3	good	high	false	false	false	11.4	modern	moderate_burden
4,140	IRR-KEN-2019-04140	Kenya	2,019	2.49	subsistence	false	853	23	rare	3	none	none	none	none	0	2.49	0	0	0	na	0	0	false	0	false	0	524	0	0	0	0	0	0	0	0	none	none	fruits	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	moderate_burden
4,141	IRR-KEN-2021-04141	Kenya	2,021	1.34	subsistence	false	937	26.5	frequent	4	none	none	none	none	0	1.34	0	0	0	na	0	0	false	0	false	0	631	0	0	0	0	0	0	0	0	none	none	rice	0	1	0	0	0	false	false	false	0	0	na	none	false	true	false	0	none	moderate_burden
4,142	IRR-MAL-2025-04142	Mali	2,025	1.05	semi-commercial	false	1,009	29.1	frequent	2	none	none	none	none	0	1.05	0	0	0	na	0	0	false	0	false	0	427	0	0	0	0	0	0	0	0	none	none	vegetables	0	1	0	0	0	false	false	false	0	0	na	none	false	true	false	0	none	moderate_burden
4,143	IRR-KEN-2020-04143	Kenya	2,020	2.33	subsistence	false	1,054	23.3	occasional	4	none	none	none	none	0	2.33	0	0	0	na	0	0	false	0	false	0	694	0	0	0	0	0	0	0	0	none	none	maize	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	moderate_burden
4,144	IRR-BUR-2024-04144	Burkina Faso	2,024	0.64	subsistence	false	1,030	28.6	rare	7	none	none	none	none	0	0.64	0	0	0	na	0	0	false	0	false	0	650	0	0	0	0	0	0	0	0	none	none	fruits	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	moderate_burden
4,145	IRR-ZAM-2020-04145	Zambia	2,020	4.07	semi-commercial	false	858	28.4	frequent	2	none	none	none	none	0	4.07	0	0	0	na	0	0	false	0	false	0	684	0	0	0	0	0	0	0	0	none	none	vegetables	0	1	0	0	0	false	false	false	0	0	na	none	false	true	false	0	none	moderate_burden
4,146	IRR-UGA-2019-04146	Uganda	2,019	2.38	semi-commercial	false	412	34.8	occasional	3	none	none	none	none	0	2.38	0	0	0	na	0	0	false	0	false	0	461	0	0	0	0	0	0	0	0	none	none	cotton	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	moderate_burden
4,147	IRR-UGA-2021-04147	Uganda	2,021	2.21	semi-commercial	false	855	28.8	frequent	5	none	none	none	none	0	2.21	0	0	0	na	0	0	false	0	false	0	450	0	0	0	0	0	0	0	0	none	none	rice	0	1	0	0	0	false	false	false	0	0	na	none	false	true	false	0	none	moderate_burden
4,148	IRR-GHA-2023-04148	Ghana	2,023	1.69	subsistence	false	867	29.1	occasional	5	none	none	none	none	0	1.69	0	0	0	na	0	0	false	0	false	0	690	0	0	0	0	0	0	0	0	none	none	fruits	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	moderate_burden
4,149	IRR-KEN-2020-04149	Kenya	2,020	1.64	commercial	false	831	22.2	frequent	7	none	none	none	none	0	1.64	0	0	0	na	0	0	false	0	false	0	423	0	0	0	0	0	0	0	0	none	none	fruits	0	1	0	0	0	false	false	false	0	0	na	none	false	true	false	0	none	moderate_burden
4,150	IRR-UGA-2025-04150	Uganda	2,025	3.22	semi-commercial	false	1,283	34.8	rare	6	none	none	none	none	0	3.22	0	0	0	na	0	0	false	0	false	0	484	0	0	0	0	0	0	0	0	none	none	fruits	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	moderate_burden
4,151	IRR-BUR-2022-04151	Burkina Faso	2,022	0.95	subsistence	true	418	27.9	rare	3	flood	river	electric	individual	0.55	0.4	58.2	26	5	fair	222	21	false	0	true	311	605	47.6	148	1.16	94.6	73.8	33.2	72	22	as_needed	calendar	vegetables	52.3	1.94	1	1,722	3,107	false	true	false	0	24.5	poor	low	false	false	false	0.9	traditional	moderate_burden
4,152	IRR-MAL-2023-04152	Mali	2,023	1.85	subsistence	false	415	32.8	rare	3	none	none	none	none	0	1.85	0	0	0	na	0	0	false	0	false	0	645	0	0	0	0	0	0	0	0	none	none	maize	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	moderate_burden
4,153	IRR-UGA-2020-04153	Uganda	2,020	2.47	subsistence	false	766	15.6	occasional	6	none	none	none	none	0	2.47	0	0	0	na	0	0	false	0	false	0	527	0	0	0	0	0	0	0	0	none	none	maize	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	moderate_burden
4,154	IRR-GHA-2023-04154	Ghana	2,023	2.38	commercial	true	1,151	31.6	frequent	5	flood	rainwater_harvesting	gravity	shared	1.34	1.04	56.3	56	1	good	535	77	false	0	true	414	683	41.1	170	1.95	94	82.2	31.8	0	54	as_needed	weather_based	maize	55.4	1.55	1	5,536	4,137	false	false	false	0	0	good	low	false	true	false	0.8	traditional	moderate_burden
4,155	IRR-ZAM-2025-04155	Zambia	2,025	0.99	subsistence	false	1,463	21.3	frequent	2	none	none	none	none	0	0.99	0	0	0	na	0	0	false	0	false	0	581	0	0	0	0	0	0	0	0	none	none	fruits	0	1	0	0	0	false	false	false	0	0	na	none	false	true	false	0	none	moderate_burden
4,156	IRR-NIG-2018-04156	Nigeria	2,018	3.61	subsistence	false	797	27.9	rare	4	none	none	none	none	0	3.61	0	0	0	na	0	0	false	0	false	0	651	0	0	0	0	0	0	0	0	none	none	rice	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	moderate_burden
4,157	IRR-UGA-2023-04157	Uganda	2,023	1.95	semi-commercial	false	526	20.3	occasional	7	none	none	none	none	0	1.95	0	0	0	na	0	0	false	0	false	0	524	0	0	0	0	0	0	0	0	none	none	maize	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	moderate_burden
4,158	IRR-ETH-2022-04158	Ethiopia	2,022	2.95	semi-commercial	false	700	22.6	occasional	7	none	none	none	none	0	2.95	0	0	0	na	0	0	false	0	false	0	546	0	0	0	0	0	0	0	0	none	none	rice	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	moderate_burden
4,159	IRR-BUR-2021-04159	Burkina Faso	2,021	0.55	semi-commercial	false	608	31.3	occasional	3	none	none	none	none	0	0.55	0	0	0	na	0	0	false	0	false	0	477	0	0	0	0	0	0	0	0	none	none	maize	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	moderate_burden
4,160	IRR-MAL-2022-04160	Mali	2,022	0.3	semi-commercial	false	919	22.1	rare	7	none	none	none	none	0	0.3	0	0	0	na	0	0	false	0	false	0	527	0	0	0	0	0	0	0	0	none	none	sugarcane	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	moderate_burden
4,161	IRR-GHA-2025-04161	Ghana	2,025	2.74	semi-commercial	false	755	16.5	rare	2	none	none	none	none	0	2.74	0	0	0	na	0	0	false	0	false	0	584	0	0	0	0	0	0	0	0	none	none	rice	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	moderate_burden
4,162	IRR-UGA-2025-04162	Uganda	2,025	0.88	semi-commercial	false	935	24.3	occasional	5	none	none	none	none	0	0.88	0	0	0	na	0	0	false	0	false	0	598	0	0	0	0	0	0	0	0	none	none	vegetables	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	moderate_burden
4,163	IRR-TAN-2025-04163	Tanzania	2,025	1.5	subsistence	false	962	15.1	occasional	6	none	none	none	none	0	1.5	0	0	0	na	0	0	false	0	false	0	431	0	0	0	0	0	0	0	0	none	none	cotton	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	moderate_burden
4,164	IRR-MAL-2023-04164	Malawi	2,023	1.4	semi-commercial	false	1,100	29.8	occasional	5	none	none	none	none	0	1.4	0	0	0	na	0	0	false	0	false	0	633	0	0	0	0	0	0	0	0	none	none	horticulture	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	moderate_burden
4,165	IRR-TAN-2025-04165	Tanzania	2,025	1.62	semi-commercial	false	1,068	19	rare	3	none	none	none	none	0	1.62	0	0	0	na	0	0	false	0	false	0	580	0	0	0	0	0	0	0	0	none	none	rice	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	moderate_burden
4,166	IRR-ETH-2018-04166	Ethiopia	2,018	1.32	subsistence	false	935	26.8	occasional	4	none	none	none	none	0	1.32	0	0	0	na	0	0	false	0	false	0	666	0	0	0	0	0	0	0	0	none	none	vegetables	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	moderate_burden
4,167	IRR-NIG-2019-04167	Nigeria	2,019	1.83	semi-commercial	false	1,137	34.4	frequent	3	none	none	none	none	0	1.83	0	0	0	na	0	0	false	0	false	0	644	0	0	0	0	0	0	0	0	none	none	cotton	0	1	0	0	0	false	false	false	0	0	na	none	false	true	false	0	none	moderate_burden
4,168	IRR-BUR-2018-04168	Burkina Faso	2,018	1.6	semi-commercial	true	568	19.8	occasional	4	flood	groundwater	electric	individual	1.44	0.16	90.2	86	8	excellent	576	46	true	182	true	626	601	40.3	252	1.15	75.7	73.5	22.4	182	58	weekly	visual	maize	51.4	2.05	3	9,015	6,259	false	true	true	35.4	15.8	good	low	false	false	true	1.4	traditional	moderate_burden
4,169	IRR-KEN-2020-04169	Kenya	2,020	5.23	subsistence	false	1,079	31.7	rare	6	none	none	none	none	0	5.23	0	0	0	na	0	0	false	0	false	0	555	0	0	0	0	0	0	0	0	none	none	vegetables	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	moderate_burden
4,170	IRR-MAL-2019-04170	Malawi	2,019	1.95	semi-commercial	false	874	34.1	rare	2	none	none	none	none	0	1.95	0	0	0	na	0	0	false	0	false	0	640	0	0	0	0	0	0	0	0	none	none	horticulture	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	moderate_burden
4,171	IRR-MAL-2021-04171	Mali	2,021	0.97	semi-commercial	false	1,194	29.5	occasional	7	none	none	none	none	0	0.97	0	0	0	na	0	0	false	0	false	0	696	0	0	0	0	0	0	0	0	none	none	fruits	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	moderate_burden
4,172	IRR-KEN-2023-04172	Kenya	2,023	0.65	subsistence	false	504	25.3	occasional	5	none	none	none	none	0	0.65	0	0	0	na	0	0	false	0	false	0	469	0	0	0	0	0	0	0	0	none	none	sugarcane	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	moderate_burden
4,173	IRR-ZAM-2024-04173	Zambia	2,024	1.34	semi-commercial	false	894	30.1	frequent	6	none	none	none	none	0	1.34	0	0	0	na	0	0	false	0	false	0	419	0	0	0	0	0	0	0	0	none	none	rice	0	1	0	0	0	false	false	false	0	0	na	none	false	true	false	0	none	moderate_burden
4,174	IRR-UGA-2025-04174	Uganda	2,025	1.41	subsistence	false	646	20.4	occasional	6	none	none	none	none	0	1.41	0	0	0	na	0	0	false	0	false	0	538	0	0	0	0	0	0	0	0	none	none	fruits	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	moderate_burden
4,175	IRR-UGA-2019-04175	Uganda	2,019	2.35	semi-commercial	false	930	34.9	frequent	6	none	none	none	none	0	2.35	0	0	0	na	0	0	false	0	false	0	471	0	0	0	0	0	0	0	0	none	none	vegetables	0	1	0	0	0	false	false	false	0	0	na	none	false	true	false	0	none	moderate_burden
4,176	IRR-NIG-2025-04176	Nigeria	2,025	0.89	subsistence	false	796	20.4	frequent	4	none	none	none	none	0	0.89	0	0	0	na	0	0	false	0	false	0	621	0	0	0	0	0	0	0	0	none	none	rice	0	1	0	0	0	false	false	false	0	0	na	none	false	true	false	0	none	moderate_burden
4,177	IRR-ZAM-2020-04177	Zambia	2,020	0.94	commercial	false	641	27.6	rare	3	none	none	none	none	0	0.94	0	0	0	na	0	0	false	0	false	0	585	0	0	0	0	0	0	0	0	none	none	maize	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	moderate_burden
4,178	IRR-MAL-2020-04178	Malawi	2,020	4.61	subsistence	false	890	27.5	occasional	5	none	none	none	none	0	4.61	0	0	0	na	0	0	false	0	false	0	514	0	0	0	0	0	0	0	0	none	none	rice	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	moderate_burden
4,179	IRR-KEN-2024-04179	Kenya	2,024	1.2	semi-commercial	true	606	24.7	frequent	4	flood	lake	diesel	shared	0.71	0.5	58.6	28	10	excellent	282	39	false	0	false	624	664	46.8	292	1.91	70.1	70.7	23.2	162	28	daily	weather_based	vegetables	58	1.58	1	4,403	6,239	false	false	false	0	13.2	good	low	true	true	false	0.8	traditional	moderate_burden
4,180	IRR-KEN-2018-04180	Kenya	2,018	1.99	semi-commercial	false	476	29.7	occasional	5	none	none	none	none	0	1.99	0	0	0	na	0	0	false	0	false	0	653	0	0	0	0	0	0	0	0	none	none	vegetables	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	moderate_burden
4,181	IRR-BUR-2018-04181	Burkina Faso	2,018	4.76	semi-commercial	false	993	31.7	rare	6	none	none	none	none	0	4.76	0	0	0	na	0	0	false	0	false	0	542	0	0	0	0	0	0	0	0	none	none	vegetables	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	moderate_burden
4,182	IRR-NIG-2024-04182	Nigeria	2,024	0.63	commercial	false	1,164	28.3	rare	6	none	none	none	none	0	0.63	0	0	0	na	0	0	false	0	false	0	441	0	0	0	0	0	0	0	0	none	none	fruits	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	moderate_burden
4,183	IRR-ZAM-2024-04183	Zambia	2,024	0.33	subsistence	false	754	26.7	frequent	2	none	none	none	none	0	0.33	0	0	0	na	0	0	false	0	false	0	606	0	0	0	0	0	0	0	0	none	none	cotton	0	1	0	0	0	false	false	false	0	0	na	none	false	true	false	0	none	moderate_burden
4,184	IRR-ZAM-2023-04184	Zambia	2,023	1.44	commercial	false	500	35	rare	4	none	none	none	none	0	1.44	0	0	0	na	0	0	false	0	false	0	520	0	0	0	0	0	0	0	0	none	none	vegetables	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	moderate_burden
4,185	IRR-NIG-2024-04185	Nigeria	2,024	0.79	subsistence	false	1,008	29	occasional	3	none	none	none	none	0	0.79	0	0	0	na	0	0	false	0	false	0	643	0	0	0	0	0	0	0	0	none	none	sugarcane	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	moderate_burden
4,186	IRR-MAL-2025-04186	Malawi	2,025	1.02	subsistence	false	1,191	20.5	rare	4	none	none	none	none	0	1.02	0	0	0	na	0	0	false	0	false	0	520	0	0	0	0	0	0	0	0	none	none	rice	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	moderate_burden
4,187	IRR-GHA-2021-04187	Ghana	2,021	4.38	subsistence	false	1,108	16.9	occasional	3	none	none	none	none	0	4.38	0	0	0	na	0	0	false	0	false	0	516	0	0	0	0	0	0	0	0	none	none	horticulture	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	moderate_burden
4,188	IRR-ZAM-2023-04188	Zambia	2,023	1.11	subsistence	false	867	23.2	occasional	2	none	none	none	none	0	1.11	0	0	0	na	0	0	false	0	false	0	649	0	0	0	0	0	0	0	0	none	none	maize	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	moderate_burden
4,189	IRR-TAN-2021-04189	Tanzania	2,021	1.59	subsistence	false	687	28.5	occasional	4	none	none	none	none	0	1.59	0	0	0	na	0	0	false	0	false	0	534	0	0	0	0	0	0	0	0	none	none	fruits	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	moderate_burden
4,190	IRR-NIG-2024-04190	Nigeria	2,024	0.92	subsistence	true	571	24.5	occasional	2	sprinkler	rainwater_harvesting	diesel	government	0.48	0.44	52.6	24	9	fair	726	41	true	393	false	440	692	77.5	341	1.75	91.4	69.4	49.1	135	10	daily	visual	vegetables	20.8	1.44	2	2,131	4,404	true	false	false	0	22.6	poor	medium	false	false	false	7.6	modern	moderate_burden
4,191	IRR-KEN-2021-04191	Kenya	2,021	1.71	commercial	false	967	18.8	rare	2	none	none	none	none	0	1.71	0	0	0	na	0	0	false	0	false	0	432	0	0	0	0	0	0	0	0	none	none	vegetables	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	moderate_burden
4,192	IRR-TAN-2022-04192	Tanzania	2,022	0.8	commercial	false	1,152	16.7	frequent	7	none	none	none	none	0	0.8	0	0	0	na	0	0	false	0	false	0	615	0	0	0	0	0	0	0	0	none	none	rice	0	1	0	0	0	false	false	false	0	0	na	none	false	true	false	0	none	moderate_burden
4,193	IRR-TAN-2025-04193	Tanzania	2,025	4.53	subsistence	true	898	28	occasional	7	manual	wetland	wind	government	1.69	2.84	37.3	66	8	fair	338	39	false	0	false	518	621	64.9	336	1.8	85.5	83.5	46.4	0	135	daily	visual	vegetables	55.1	2.33	1	8,758	5,183	false	false	false	0	0	poor	low	false	false	false	0.3	traditional	moderate_burden
4,194	IRR-TAN-2021-04194	Tanzania	2,021	1.3	commercial	false	792	34.9	rare	7	none	none	none	none	0	1.3	0	0	0	na	0	0	false	0	false	0	496	0	0	0	0	0	0	0	0	none	none	vegetables	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	moderate_burden
4,195	IRR-UGA-2023-04195	Uganda	2,023	0.83	commercial	false	646	32.3	frequent	3	none	none	none	none	0	0.83	0	0	0	na	0	0	false	0	false	0	670	0	0	0	0	0	0	0	0	none	none	maize	0	1	0	0	0	false	false	false	0	0	na	none	false	true	false	0	none	moderate_burden
4,196	IRR-NIG-2025-04196	Nigeria	2,025	1.58	subsistence	false	1,113	24.2	occasional	7	none	none	none	none	0	1.58	0	0	0	na	0	0	false	0	false	0	664	0	0	0	0	0	0	0	0	none	none	vegetables	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	moderate_burden
4,197	IRR-ETH-2023-04197	Ethiopia	2,023	0.84	commercial	false	1,559	16.9	occasional	2	none	none	none	none	0	0.84	0	0	0	na	0	0	false	0	false	0	584	0	0	0	0	0	0	0	0	none	none	sugarcane	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	moderate_burden
4,198	IRR-ETH-2022-04198	Ethiopia	2,022	2.04	subsistence	false	816	21.1	occasional	6	none	none	none	none	0	2.04	0	0	0	na	0	0	false	0	false	0	612	0	0	0	0	0	0	0	0	none	none	maize	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	moderate_burden
4,199	IRR-MAL-2024-04199	Mali	2,024	2.32	semi-commercial	false	1,520	30.7	occasional	3	none	none	none	none	0	2.32	0	0	0	na	0	0	false	0	false	0	541	0	0	0	0	0	0	0	0	none	none	sugarcane	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	moderate_burden
4,200	IRR-BUR-2025-04200	Burkina Faso	2,025	3.26	subsistence	true	761	18.2	occasional	6	drip	river	diesel	individual	2.76	0.5	84.6	154	1	fair	6,894	441	false	0	false	590	496	92.7	547	2.48	91.3	80.8	68.4	304	41	daily	visual	rice	56.1	2.03	1	16,262	5,897	true	false	true	0	3.1	poor	high	false	false	false	7.5	modern	moderate_burden

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