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
4,501	IRR-MAL-2019-04501	Malawi	2,019	1.26	subsistence	false	877	20.3	frequent	7	none	none	none	none	0	1.26	0	0	0	na	0	0	false	0	false	0	440	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
4,502	IRR-ETH-2024-04502	Ethiopia	2,024	9.09	subsistence	true	1,195	24	occasional	6	flood	groundwater	solar	shared	2.79	6.3	30.7	165	12	poor	1,116	123	false	0	false	465	683	39.3	182	2.2	86.6	69.5	23.6	0	112	biweekly	visual	vegetables	21.5	1.52	1	12,968	4,646	false	false	false	48.8	24.8	poor	low	false	false	false	1.1	traditional	moderate_burden
4,503	IRR-KEN-2025-04503	Kenya	2,025	1.53	subsistence	false	767	22.8	frequent	7	none	none	none	none	0	1.53	0	0	0	na	0	0	false	0	false	0	664	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
4,504	IRR-GHA-2018-04504	Ghana	2,018	0.85	commercial	false	1,155	26.2	frequent	4	none	none	none	none	0	0.85	0	0	0	na	0	0	false	0	false	0	671	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
4,505	IRR-UGA-2020-04505	Uganda	2,020	3.42	subsistence	false	822	26.5	rare	4	none	none	none	none	0	3.42	0	0	0	na	0	0	false	0	false	0	524	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
4,506	IRR-ETH-2021-04506	Ethiopia	2,021	1.35	subsistence	false	705	25.6	rare	4	none	none	none	none	0	1.35	0	0	0	na	0	0	false	0	false	0	612	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
4,507	IRR-ZAM-2020-04507	Zambia	2,020	1.11	semi-commercial	false	729	33.8	occasional	5	none	none	none	none	0	1.11	0	0	0	na	0	0	false	0	false	0	453	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
4,508	IRR-BUR-2024-04508	Burkina Faso	2,024	1.94	semi-commercial	false	846	19	rare	2	none	none	none	none	0	1.94	0	0	0	na	0	0	false	0	false	0	416	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
4,509	IRR-UGA-2018-04509	Uganda	2,018	1.72	semi-commercial	false	1,008	31.2	rare	2	none	none	none	none	0	1.72	0	0	0	na	0	0	false	0	false	0	426	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
4,510	IRR-TAN-2024-04510	Tanzania	2,024	2.68	subsistence	false	901	23.9	rare	3	none	none	none	none	0	2.68	0	0	0	na	0	0	false	0	false	0	526	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
4,511	IRR-KEN-2019-04511	Kenya	2,019	2.55	semi-commercial	false	1,124	30.4	rare	7	none	none	none	none	0	2.55	0	0	0	na	0	0	false	0	false	0	540	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
4,512	IRR-UGA-2022-04512	Uganda	2,022	1.24	subsistence	false	400	29	rare	7	none	none	none	none	0	1.24	0	0	0	na	0	0	false	0	false	0	443	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
4,513	IRR-GHA-2023-04513	Ghana	2,023	0.59	semi-commercial	false	1,020	19.9	occasional	4	none	none	none	none	0	0.59	0	0	0	na	0	0	false	0	false	0	698	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
4,514	IRR-GHA-2025-04514	Ghana	2,025	1.59	subsistence	true	707	28.4	frequent	7	sprinkler	reservoir	solar	government	1.27	0.32	80.1	60	14	good	1,911	263	false	0	false	380	401	75.5	286	1.79	89.7	78	52.8	0	25	biweekly	weather_based	vegetables	54.8	1.67	1	4,835	3,796	true	false	false	0	19.1	good	medium	false	true	true	4.4	modern	moderate_burden
4,515	IRR-NIG-2020-04515	Nigeria	2,020	1.18	semi-commercial	true	1,407	31.2	frequent	3	sprinkler	rainwater_harvesting	solar	individual	1.07	0.11	90.4	48	12	good	1,598	193	false	0	false	506	554	70.1	355	1.09	80	72.8	40.8	0	21	as_needed	visual	rice	39.1	1.68	3	5,391	5,061	false	true	false	0	20.6	good	medium	true	true	false	6.9	modern	moderate_burden
4,516	IRR-MAL-2024-04516	Mali	2,024	0.44	subsistence	false	741	26.2	frequent	2	none	none	none	none	0	0.44	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	true	false	0	none	moderate_burden
4,517	IRR-MAL-2025-04517	Malawi	2,025	0.8	subsistence	false	937	19.2	rare	6	none	none	none	none	0	0.8	0	0	0	na	0	0	false	0	false	0	409	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
4,518	IRR-TAN-2023-04518	Tanzania	2,023	2.07	semi-commercial	false	1,364	19.6	occasional	7	none	none	none	none	0	2.07	0	0	0	na	0	0	false	0	false	0	593	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
4,519	IRR-ZAM-2018-04519	Zambia	2,018	0.92	subsistence	false	755	17.8	occasional	4	none	none	none	none	0	0.92	0	0	0	na	0	0	false	0	false	0	472	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
4,520	IRR-MAL-2018-04520	Malawi	2,018	3.39	subsistence	false	972	31.6	rare	2	none	none	none	none	0	3.39	0	0	0	na	0	0	false	0	false	0	645	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
4,521	IRR-MAL-2020-04521	Mali	2,020	0.66	commercial	false	875	25.1	rare	5	none	none	none	none	0	0.66	0	0	0	na	0	0	false	0	false	0	463	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
4,522	IRR-NIG-2023-04522	Nigeria	2,023	2.97	semi-commercial	false	750	21.7	occasional	2	none	none	none	none	0	2.97	0	0	0	na	0	0	false	0	false	0	510	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
4,523	IRR-ZAM-2018-04523	Zambia	2,018	0.37	subsistence	false	570	27.4	occasional	7	none	none	none	none	0	0.37	0	0	0	na	0	0	false	0	false	0	642	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
4,524	IRR-BUR-2020-04524	Burkina Faso	2,020	1.74	semi-commercial	false	1,471	34.5	occasional	2	none	none	none	none	0	1.74	0	0	0	na	0	0	false	0	false	0	558	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
4,525	IRR-MAL-2023-04525	Mali	2,023	0.72	semi-commercial	false	1,330	24.4	occasional	7	none	none	none	none	0	0.72	0	0	0	na	0	0	false	0	false	0	463	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
4,526	IRR-TAN-2022-04526	Tanzania	2,022	0.64	semi-commercial	false	792	34.6	occasional	4	none	none	none	none	0	0.64	0	0	0	na	0	0	false	0	false	0	494	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
4,527	IRR-MAL-2025-04527	Mali	2,025	0.79	commercial	false	825	31.9	occasional	3	none	none	none	none	0	0.79	0	0	0	na	0	0	false	0	false	0	565	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
4,528	IRR-ETH-2020-04528	Ethiopia	2,020	1.92	semi-commercial	false	671	22	rare	5	none	none	none	none	0	1.92	0	0	0	na	0	0	false	0	false	0	590	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
4,529	IRR-UGA-2019-04529	Uganda	2,019	0.45	semi-commercial	false	704	21.1	frequent	5	none	none	none	none	0	0.45	0	0	0	na	0	0	false	0	false	0	658	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
4,530	IRR-MAL-2024-04530	Mali	2,024	1.25	subsistence	true	784	22.5	frequent	2	flood	rainwater_harvesting	solar	individual	0.4	0.84	32.3	15	6	good	161	14	true	89	false	419	413	44.4	186	1.94	79.5	84	29.7	0	16	weekly	calendar	rice	52	1.47	1	1,684	4,191	false	false	false	0	22	good	low	true	true	false	0.5	traditional	moderate_burden
4,531	IRR-KEN-2023-04531	Kenya	2,023	2.91	commercial	false	1,424	23.3	frequent	4	none	none	none	none	0	2.91	0	0	0	na	0	0	false	0	false	0	469	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
4,532	IRR-TAN-2018-04532	Tanzania	2,018	1.97	semi-commercial	false	804	31.2	rare	7	none	none	none	none	0	1.97	0	0	0	na	0	0	false	0	false	0	516	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
4,533	IRR-ZAM-2025-04533	Zambia	2,025	0.85	subsistence	true	986	24.2	rare	6	sprinkler	groundwater	solar	shared	0.54	0.31	63.9	30	13	fair	814	93	false	0	false	530	404	81	429	2.46	86.6	63.3	44.4	0	11	weekly	calendar	maize	23.5	2.15	1	2,875	5,297	false	true	false	8.8	18.9	poor	medium	false	false	false	8.2	modern	moderate_burden
4,534	IRR-MAL-2023-04534	Malawi	2,023	3.51	subsistence	false	953	16.8	frequent	4	none	none	none	none	0	3.51	0	0	0	na	0	0	false	0	false	0	456	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
4,535	IRR-MAL-2021-04535	Malawi	2,021	2.36	subsistence	false	1,335	25.4	rare	6	none	none	none	none	0	2.36	0	0	0	na	0	0	false	0	false	0	402	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
4,536	IRR-NIG-2023-04536	Nigeria	2,023	1.09	semi-commercial	false	1,229	25.8	rare	2	none	none	none	none	0	1.09	0	0	0	na	0	0	false	0	false	0	676	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
4,537	IRR-KEN-2024-04537	Kenya	2,024	2.74	subsistence	false	825	26.6	occasional	2	none	none	none	none	0	2.74	0	0	0	na	0	0	false	0	false	0	428	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
4,538	IRR-GHA-2021-04538	Ghana	2,021	0.92	subsistence	false	949	16.2	occasional	7	none	none	none	none	0	0.92	0	0	0	na	0	0	false	0	false	0	407	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
4,539	IRR-TAN-2025-04539	Tanzania	2,025	1.04	semi-commercial	false	896	26	rare	2	none	none	none	none	0	1.04	0	0	0	na	0	0	false	0	false	0	596	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
4,540	IRR-GHA-2019-04540	Ghana	2,019	0.91	subsistence	false	783	28.5	frequent	2	none	none	none	none	0	0.91	0	0	0	na	0	0	false	0	false	0	538	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
4,541	IRR-ETH-2021-04541	Ethiopia	2,021	0.66	subsistence	false	1,190	27.5	occasional	3	none	none	none	none	0	0.66	0	0	0	na	0	0	false	0	false	0	578	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
4,542	IRR-GHA-2020-04542	Ghana	2,020	1.93	subsistence	false	655	29.5	occasional	6	none	none	none	none	0	1.93	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
4,543	IRR-TAN-2023-04543	Tanzania	2,023	0.35	subsistence	true	1,305	19.6	rare	5	sprinkler	river	diesel	shared	0.11	0.24	31.4	6	15	good	165	9	false	0	false	424	589	70.2	298	2.01	77	63.8	34.5	30	2	biweekly	visual	horticulture	46.1	2.26	2	466	4,244	false	false	false	0	11.1	good	medium	false	false	false	2	modern	moderate_burden
4,544	IRR-ZAM-2022-04544	Zambia	2,022	1.74	semi-commercial	false	799	22	occasional	7	none	none	none	none	0	1.74	0	0	0	na	0	0	false	0	false	0	422	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
4,545	IRR-TAN-2018-04545	Tanzania	2,018	0.93	semi-commercial	false	545	31.1	frequent	7	none	none	none	none	0	0.93	0	0	0	na	0	0	false	0	false	0	597	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
4,546	IRR-ZAM-2024-04546	Zambia	2,024	0.75	semi-commercial	false	1,360	34.2	occasional	7	none	none	none	none	0	0.75	0	0	0	na	0	0	false	0	false	0	587	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
4,547	IRR-NIG-2019-04547	Nigeria	2,019	1.06	subsistence	false	646	32.2	occasional	5	none	none	none	none	0	1.06	0	0	0	na	0	0	false	0	false	0	695	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
4,548	IRR-NIG-2024-04548	Nigeria	2,024	0.47	subsistence	true	974	21	frequent	3	manual	rainwater_harvesting	manual	individual	0.16	0.32	32.9	9	3	fair	31	4	false	0	true	632	424	54.5	344	1.99	91.1	67.7	33.6	0	12	as_needed	soil_moisture	sugarcane	42.7	1.21	2	987	6,324	true	false	false	0	0	poor	low	false	true	false	0.3	traditional	moderate_burden
4,549	IRR-TAN-2020-04549	Tanzania	2,020	0.43	semi-commercial	false	857	18.3	rare	5	none	none	none	none	0	0.43	0	0	0	na	0	0	false	0	false	0	419	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
4,550	IRR-BUR-2018-04550	Burkina Faso	2,018	0.44	commercial	false	877	21.2	rare	6	none	none	none	none	0	0.44	0	0	0	na	0	0	false	0	false	0	444	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
4,551	IRR-MAL-2022-04551	Malawi	2,022	2.08	semi-commercial	true	965	16.7	rare	2	sprinkler	river	diesel	individual	1.15	0.92	55.5	57	9	good	1,726	185	false	0	false	435	424	63.8	278	1.03	75.1	61.9	29.7	269	23	daily	calendar	cotton	32.9	2.23	1	5,006	4,350	true	false	false	0	10.8	good	medium	false	false	false	5.1	modern	moderate_burden
4,552	IRR-MAL-2022-04552	Mali	2,022	2.68	subsistence	false	1,161	25.6	occasional	6	none	none	none	none	0	2.68	0	0	0	na	0	0	false	0	false	0	487	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
4,553	IRR-NIG-2023-04553	Nigeria	2,023	1.61	subsistence	false	1,009	19.1	rare	7	none	none	none	none	0	1.61	0	0	0	na	0	0	false	0	false	0	669	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
4,554	IRR-MAL-2023-04554	Mali	2,023	2.69	semi-commercial	false	1,390	19.4	frequent	7	none	none	none	none	0	2.69	0	0	0	na	0	0	false	0	false	0	535	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
4,555	IRR-ETH-2023-04555	Ethiopia	2,023	2.07	subsistence	false	1,142	22	occasional	4	none	none	none	none	0	2.07	0	0	0	na	0	0	false	0	false	0	465	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
4,556	IRR-GHA-2024-04556	Ghana	2,024	0.81	subsistence	false	934	33.5	occasional	3	none	none	none	none	0	0.81	0	0	0	na	0	0	false	0	false	0	639	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
4,557	IRR-KEN-2019-04557	Kenya	2,019	0.35	semi-commercial	false	400	28.3	occasional	3	none	none	none	none	0	0.35	0	0	0	na	0	0	false	0	false	0	495	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
4,558	IRR-ETH-2018-04558	Ethiopia	2,018	3.64	semi-commercial	false	1,155	28.8	rare	6	none	none	none	none	0	3.64	0	0	0	na	0	0	false	0	false	0	434	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
4,559	IRR-ETH-2022-04559	Ethiopia	2,022	0.48	subsistence	false	768	23.2	rare	2	none	none	none	none	0	0.48	0	0	0	na	0	0	false	0	false	0	415	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
4,560	IRR-UGA-2021-04560	Uganda	2,021	1.54	subsistence	false	883	30	occasional	4	none	none	none	none	0	1.54	0	0	0	na	0	0	false	0	false	0	467	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
4,561	IRR-GHA-2024-04561	Ghana	2,024	1.33	semi-commercial	false	824	30	rare	7	none	none	none	none	0	1.33	0	0	0	na	0	0	false	0	false	0	445	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
4,562	IRR-TAN-2023-04562	Tanzania	2,023	2.34	subsistence	false	1,294	16.5	occasional	4	none	none	none	none	0	2.34	0	0	0	na	0	0	false	0	false	0	478	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
4,563	IRR-ZAM-2018-04563	Zambia	2,018	1.03	subsistence	false	578	25	rare	4	none	none	none	none	0	1.03	0	0	0	na	0	0	false	0	false	0	575	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
4,564	IRR-BUR-2021-04564	Burkina Faso	2,021	0.81	semi-commercial	false	970	30.9	rare	3	none	none	none	none	0	0.81	0	0	0	na	0	0	false	0	false	0	648	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
4,565	IRR-BUR-2024-04565	Burkina Faso	2,024	0.64	semi-commercial	false	582	17.3	rare	3	none	none	none	none	0	0.64	0	0	0	na	0	0	false	0	false	0	557	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
4,566	IRR-TAN-2018-04566	Tanzania	2,018	1.52	semi-commercial	false	1,187	33	rare	4	none	none	none	none	0	1.52	0	0	0	na	0	0	false	0	false	0	618	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
4,567	IRR-ZAM-2025-04567	Zambia	2,025	0.65	subsistence	true	1,056	23.3	rare	5	drip	reservoir	solar	government	0.24	0.41	36.5	10	12	good	588	70	true	233	false	552	454	81.8	452	0.98	90.4	92.8	68.6	0	4	daily	visual	rice	24.9	1.91	3	1,300	5,525	true	false	false	0	17	good	high	false	false	true	7.3	modern	moderate_burden
4,568	IRR-MAL-2025-04568	Malawi	2,025	2.63	subsistence	false	967	25.8	occasional	5	none	none	none	none	0	2.63	0	0	0	na	0	0	false	0	false	0	590	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
4,569	IRR-MAL-2020-04569	Mali	2,020	1.83	commercial	false	613	19.5	rare	4	none	none	none	none	0	1.83	0	0	0	na	0	0	false	0	false	0	420	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
4,570	IRR-UGA-2024-04570	Uganda	2,024	1.77	subsistence	false	1,277	28	rare	7	none	none	none	none	0	1.77	0	0	0	na	0	0	false	0	false	0	536	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
4,571	IRR-UGA-2019-04571	Uganda	2,019	1.26	subsistence	false	485	31.3	occasional	4	none	none	none	none	0	1.26	0	0	0	na	0	0	false	0	false	0	412	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
4,572	IRR-KEN-2025-04572	Kenya	2,025	0.59	subsistence	false	966	26.3	occasional	2	none	none	none	none	0	0.59	0	0	0	na	0	0	false	0	false	0	538	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
4,573	IRR-MAL-2021-04573	Malawi	2,021	0.93	subsistence	true	895	29	frequent	3	flood	wetland	solar	individual	0.7	0.23	75	37	17	fair	279	28	false	0	false	745	446	49.3	367	0.89	71.3	68.4	24	0	28	weekly	calendar	fruits	48.8	2.48	3	5,188	7,451	false	false	false	0	15.2	poor	low	false	true	false	1.2	traditional	moderate_burden
4,574	IRR-MAL-2019-04574	Mali	2,019	0.49	subsistence	false	1,379	19.5	occasional	7	none	none	none	none	0	0.49	0	0	0	na	0	0	false	0	false	0	649	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
4,575	IRR-UGA-2022-04575	Uganda	2,022	0.57	subsistence	false	849	17.4	frequent	6	none	none	none	none	0	0.57	0	0	0	na	0	0	false	0	false	0	417	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
4,576	IRR-KEN-2018-04576	Kenya	2,018	1.4	subsistence	false	986	20.2	occasional	7	none	none	none	none	0	1.4	0	0	0	na	0	0	false	0	false	0	492	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
4,577	IRR-MAL-2025-04577	Mali	2,025	2.4	subsistence	true	744	34.1	occasional	6	drip	rainwater_harvesting	solar	government	1.57	0.83	65.6	78	17	fair	3,936	524	true	2,358	false	733	551	82.5	605	1.96	70.5	90	52.3	0	24	weekly	visual	rice	49.1	1.75	1	11,543	7,332	false	false	false	0	6.8	poor	high	false	false	false	6.7	modern	moderate_burden
4,578	IRR-ETH-2024-04578	Ethiopia	2,024	1.03	subsistence	false	1,458	16.5	occasional	4	none	none	none	none	0	1.03	0	0	0	na	0	0	false	0	false	0	418	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
4,579	IRR-MAL-2018-04579	Mali	2,018	1.73	semi-commercial	false	978	34	occasional	3	none	none	none	none	0	1.73	0	0	0	na	0	0	false	0	false	0	556	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
4,580	IRR-KEN-2019-04580	Kenya	2,019	0.76	semi-commercial	true	980	32.5	occasional	2	sprinkler	reservoir	solar	individual	0.46	0.3	61.1	26	7	fair	696	73	false	0	false	446	669	73.5	328	1.62	83.4	79	48.4	0	9	weekly	calendar	cotton	51.2	2.1	1	2,073	4,465	false	false	false	0	19.1	poor	medium	false	false	false	3.6	modern	moderate_burden
4,581	IRR-NIG-2019-04581	Nigeria	2,019	1.58	semi-commercial	false	426	32.5	occasional	7	none	none	none	none	0	1.58	0	0	0	na	0	0	false	0	false	0	670	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
4,582	IRR-MAL-2022-04582	Mali	2,022	1.46	semi-commercial	false	760	16	occasional	4	none	none	none	none	0	1.46	0	0	0	na	0	0	false	0	false	0	543	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
4,583	IRR-KEN-2024-04583	Kenya	2,024	1.32	semi-commercial	false	777	21.9	occasional	7	none	none	none	none	0	1.32	0	0	0	na	0	0	false	0	false	0	593	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
4,584	IRR-KEN-2022-04584	Kenya	2,022	4.73	subsistence	false	892	20.6	occasional	6	none	none	none	none	0	4.73	0	0	0	na	0	0	false	0	false	0	509	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
4,585	IRR-BUR-2020-04585	Burkina Faso	2,020	0.94	semi-commercial	false	909	23.7	occasional	6	none	none	none	none	0	0.94	0	0	0	na	0	0	false	0	false	0	410	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
4,586	IRR-GHA-2021-04586	Ghana	2,021	1.95	semi-commercial	false	1,240	33.2	occasional	6	none	none	none	none	0	1.95	0	0	0	na	0	0	false	0	false	0	444	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
4,587	IRR-UGA-2024-04587	Uganda	2,024	2.11	semi-commercial	false	944	16.9	occasional	3	none	none	none	none	0	2.11	0	0	0	na	0	0	false	0	false	0	617	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
4,588	IRR-ZAM-2022-04588	Zambia	2,022	1.21	subsistence	false	1,029	23.7	occasional	7	none	none	none	none	0	1.21	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
4,589	IRR-UGA-2022-04589	Uganda	2,022	0.94	subsistence	false	609	19.9	occasional	5	none	none	none	none	0	0.94	0	0	0	na	0	0	false	0	false	0	448	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
4,590	IRR-TAN-2018-04590	Tanzania	2,018	3.14	semi-commercial	false	1,180	27.6	occasional	3	none	none	none	none	0	3.14	0	0	0	na	0	0	false	0	false	0	580	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
4,591	IRR-GHA-2020-04591	Ghana	2,020	1.22	subsistence	false	1,117	30.9	frequent	3	none	none	none	none	0	1.22	0	0	0	na	0	0	false	0	false	0	509	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
4,592	IRR-ETH-2022-04592	Ethiopia	2,022	0.49	subsistence	false	753	25.4	occasional	5	none	none	none	none	0	0.49	0	0	0	na	0	0	false	0	false	0	456	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
4,593	IRR-MAL-2023-04593	Malawi	2,023	0.81	semi-commercial	false	934	23.5	occasional	5	none	none	none	none	0	0.81	0	0	0	na	0	0	false	0	false	0	627	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
4,594	IRR-BUR-2021-04594	Burkina Faso	2,021	1.16	subsistence	false	1,012	19.3	rare	5	none	none	none	none	0	1.16	0	0	0	na	0	0	false	0	false	0	519	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
4,595	IRR-KEN-2022-04595	Kenya	2,022	0.52	semi-commercial	false	739	22.8	rare	2	none	none	none	none	0	0.52	0	0	0	na	0	0	false	0	false	0	522	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
4,596	IRR-ZAM-2025-04596	Zambia	2,025	1.35	subsistence	false	713	29.9	frequent	5	none	none	none	none	0	1.35	0	0	0	na	0	0	false	0	false	0	608	0	0	0	0	0	0	0	0	none	none	sugarcane	0	1	0	0	0	false	false	false	0	0	na	none	false	true	false	0	none	moderate_burden
4,597	IRR-ZAM-2023-04597	Zambia	2,023	1	subsistence	false	1,048	22.3	rare	4	none	none	none	none	0	1	0	0	0	na	0	0	false	0	false	0	624	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
4,598	IRR-MAL-2024-04598	Mali	2,024	0.72	subsistence	true	1,071	30.5	rare	6	surface	wetland	diesel	cooperative	0.63	0.09	87.3	29	18	good	505	62	false	0	false	538	565	49.5	266	1.3	72.7	86.2	31.1	160	19	as_needed	visual	horticulture	47	1.75	2	3,392	5,377	false	true	false	0	21.7	good	low	false	false	false	3	traditional	moderate_burden
4,599	IRR-NIG-2018-04599	Nigeria	2,018	1.89	semi-commercial	false	1,038	29.4	frequent	6	none	none	none	none	0	1.89	0	0	0	na	0	0	false	0	false	0	458	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
4,600	IRR-TAN-2023-04600	Tanzania	2,023	1.17	subsistence	false	906	16	frequent	3	none	none	none	none	0	1.17	0	0	0	na	0	0	false	0	false	0	564	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

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