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
4,701	IRR-MAL-2020-04701	Malawi	2,020	1.05	subsistence	false	964	19.2	occasional	7	none	none	none	none	0	1.05	0	0	0	na	0	0	false	0	false	0	570	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
4,702	IRR-KEN-2021-04702	Kenya	2,021	1.98	semi-commercial	false	1,278	18.8	frequent	7	none	none	none	none	0	1.98	0	0	0	na	0	0	false	0	false	0	437	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
4,703	IRR-KEN-2019-04703	Kenya	2,019	1.98	subsistence	false	1,166	17.9	occasional	2	none	none	none	none	0	1.98	0	0	0	na	0	0	false	0	false	0	699	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
4,704	IRR-UGA-2023-04704	Uganda	2,023	2.07	commercial	true	1,150	24.1	occasional	7	sprinkler	groundwater	diesel	shared	2.04	0.03	98.4	120	6	good	3,053	367	false	0	false	582	454	77.9	454	1.17	71.6	83.7	46.7	275	41	weekly	calendar	sugarcane	33	1.6	1	11,852	5,824	false	false	false	29.8	12.6	good	medium	false	false	true	8.9	modern	moderate_burden
4,705	IRR-NIG-2025-04705	Nigeria	2,025	1.88	commercial	true	751	18.2	frequent	7	sprinkler	rainwater_harvesting	gravity	cooperative	1.26	0.62	67	64	8	good	1,885	244	false	0	true	602	563	64.9	391	1.87	86.1	80.4	44.9	0	25	weekly	visual	fruits	45.8	1.62	2	7,565	6,019	true	false	false	0	0	good	medium	false	true	false	4.4	modern	moderate_burden
4,706	IRR-GHA-2025-04706	Ghana	2,025	1.9	subsistence	false	1,155	20.2	frequent	2	none	none	none	none	0	1.9	0	0	0	na	0	0	false	0	false	0	535	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
4,707	IRR-KEN-2020-04707	Kenya	2,020	1.44	semi-commercial	false	698	21	occasional	3	none	none	none	none	0	1.44	0	0	0	na	0	0	false	0	false	0	493	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
4,708	IRR-MAL-2025-04708	Malawi	2,025	0.54	semi-commercial	true	1,471	30.9	frequent	2	flood	rainwater_harvesting	manual	individual	0.17	0.36	32.2	8	13	excellent	69	6	false	0	false	736	520	49	361	2.44	93.5	77.6	35.5	0	7	weekly	soil_moisture	vegetables	21.6	1.29	1	1,275	7,362	false	false	false	0	0	good	low	true	true	false	1.2	traditional	moderate_burden
4,709	IRR-UGA-2018-04709	Uganda	2,018	2.31	semi-commercial	false	798	31.5	rare	5	none	none	none	none	0	2.31	0	0	0	na	0	0	false	0	false	0	430	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
4,710	IRR-MAL-2018-04710	Mali	2,018	0.88	subsistence	false	902	31.8	frequent	5	none	none	none	none	0	0.88	0	0	0	na	0	0	false	0	false	0	464	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
4,711	IRR-MAL-2024-04711	Malawi	2,024	1.65	semi-commercial	false	698	20.4	occasional	4	none	none	none	none	0	1.65	0	0	0	na	0	0	false	0	false	0	555	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
4,712	IRR-TAN-2020-04712	Tanzania	2,020	0.99	semi-commercial	false	1,182	16.6	rare	7	none	none	none	none	0	0.99	0	0	0	na	0	0	false	0	false	0	417	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
4,713	IRR-ZAM-2019-04713	Zambia	2,019	0.52	subsistence	false	1,009	34.5	occasional	4	none	none	none	none	0	0.52	0	0	0	na	0	0	false	0	false	0	521	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
4,714	IRR-MAL-2019-04714	Malawi	2,019	0.94	semi-commercial	false	967	16.3	rare	2	none	none	none	none	0	0.94	0	0	0	na	0	0	false	0	false	0	477	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
4,715	IRR-UGA-2018-04715	Uganda	2,018	0.67	subsistence	false	997	29.3	occasional	2	none	none	none	none	0	0.67	0	0	0	na	0	0	false	0	false	0	530	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
4,716	IRR-MAL-2023-04716	Malawi	2,023	0.65	semi-commercial	false	1,378	26.7	occasional	2	none	none	none	none	0	0.65	0	0	0	na	0	0	false	0	false	0	672	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
4,717	IRR-TAN-2018-04717	Tanzania	2,018	0.51	semi-commercial	false	782	20.2	occasional	3	none	none	none	none	0	0.51	0	0	0	na	0	0	false	0	false	0	543	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
4,718	IRR-TAN-2023-04718	Tanzania	2,023	1.32	semi-commercial	false	602	30.7	rare	5	none	none	none	none	0	1.32	0	0	0	na	0	0	false	0	false	0	597	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
4,719	IRR-UGA-2022-04719	Uganda	2,022	0.59	subsistence	false	971	31	occasional	4	none	none	none	none	0	0.59	0	0	0	na	0	0	false	0	false	0	584	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
4,720	IRR-UGA-2018-04720	Uganda	2,018	2.4	semi-commercial	false	845	20.4	frequent	7	none	none	none	none	0	2.4	0	0	0	na	0	0	false	0	false	0	422	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
4,721	IRR-NIG-2021-04721	Nigeria	2,021	1.57	subsistence	false	1,135	21.8	occasional	7	none	none	none	none	0	1.57	0	0	0	na	0	0	false	0	false	0	435	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
4,722	IRR-KEN-2022-04722	Kenya	2,022	2.2	subsistence	false	1,339	20.3	rare	4	none	none	none	none	0	2.2	0	0	0	na	0	0	false	0	false	0	700	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
4,723	IRR-BUR-2020-04723	Burkina Faso	2,020	1.65	subsistence	false	1,015	22.9	rare	3	none	none	none	none	0	1.65	0	0	0	na	0	0	false	0	false	0	551	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
4,724	IRR-MAL-2019-04724	Mali	2,019	1.06	subsistence	false	1,007	29.2	rare	7	none	none	none	none	0	1.06	0	0	0	na	0	0	false	0	false	0	617	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
4,725	IRR-KEN-2021-04725	Kenya	2,021	2.16	semi-commercial	false	1,127	29	frequent	2	none	none	none	none	0	2.16	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
4,726	IRR-TAN-2025-04726	Tanzania	2,025	3.48	subsistence	false	1,192	17.4	frequent	2	none	none	none	none	0	3.48	0	0	0	na	0	0	false	0	false	0	495	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
4,727	IRR-KEN-2022-04727	Kenya	2,022	0.96	subsistence	true	1,249	32.1	occasional	4	flood	groundwater	gravity	individual	0.33	0.63	34.3	19	1	fair	132	18	true	51	false	321	427	39.8	128	1.73	73.5	86.1	25.2	0	13	weekly	calendar	sugarcane	32.2	2.19	1	1,060	3,212	false	false	false	45.4	0	poor	low	false	false	false	0.9	traditional	moderate_burden
4,728	IRR-KEN-2021-04728	Kenya	2,021	0.93	subsistence	false	1,110	27.6	frequent	7	none	none	none	none	0	0.93	0	0	0	na	0	0	false	0	false	0	631	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
4,729	IRR-BUR-2023-04729	Burkina Faso	2,023	1	subsistence	false	838	32.5	rare	3	none	none	none	none	0	1	0	0	0	na	0	0	false	0	false	0	449	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
4,730	IRR-BUR-2022-04730	Burkina Faso	2,022	1.47	subsistence	false	938	26.2	occasional	5	none	none	none	none	0	1.47	0	0	0	na	0	0	false	0	false	0	577	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
4,731	IRR-TAN-2023-04731	Tanzania	2,023	1.12	subsistence	false	1,126	29	rare	2	none	none	none	none	0	1.12	0	0	0	na	0	0	false	0	false	0	545	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
4,732	IRR-ZAM-2022-04732	Zambia	2,022	0.45	subsistence	false	843	32.1	occasional	6	none	none	none	none	0	0.45	0	0	0	na	0	0	false	0	false	0	491	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
4,733	IRR-MAL-2020-04733	Mali	2,020	0.6	semi-commercial	false	1,084	27.1	occasional	4	none	none	none	none	0	0.6	0	0	0	na	0	0	false	0	false	0	689	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
4,734	IRR-NIG-2020-04734	Nigeria	2,020	0.65	semi-commercial	false	495	17.3	rare	2	none	none	none	none	0	0.65	0	0	0	na	0	0	false	0	false	0	473	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
4,735	IRR-MAL-2019-04735	Mali	2,019	1.38	subsistence	false	1,389	27.5	occasional	6	none	none	none	none	0	1.38	0	0	0	na	0	0	false	0	false	0	655	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
4,736	IRR-ETH-2023-04736	Ethiopia	2,023	1.46	semi-commercial	false	1,313	21.3	occasional	6	none	none	none	none	0	1.46	0	0	0	na	0	0	false	0	false	0	435	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
4,737	IRR-KEN-2025-04737	Kenya	2,025	3.46	semi-commercial	true	854	28.8	occasional	7	sprinkler	lake	solar	shared	2.43	1.03	70.3	134	7	good	3,647	371	false	0	true	435	424	76.9	334	2.13	81	67.9	42.2	0	49	weekly	calendar	rice	52.9	2.12	2	10,580	4,351	false	true	false	0	23.4	good	medium	true	false	false	4	modern	moderate_burden
4,738	IRR-TAN-2025-04738	Tanzania	2,025	0.83	subsistence	false	628	35	rare	2	none	none	none	none	0	0.83	0	0	0	na	0	0	false	0	false	0	685	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
4,739	IRR-BUR-2023-04739	Burkina Faso	2,023	1.46	semi-commercial	false	1,018	30.5	occasional	3	none	none	none	none	0	1.46	0	0	0	na	0	0	false	0	false	0	500	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
4,740	IRR-MAL-2021-04740	Malawi	2,021	3.15	commercial	false	1,074	26.1	rare	3	none	none	none	none	0	3.15	0	0	0	na	0	0	false	0	false	0	508	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
4,741	IRR-BUR-2020-04741	Burkina Faso	2,020	3.83	subsistence	false	400	33.9	rare	3	none	none	none	none	0	3.83	0	0	0	na	0	0	false	0	false	0	450	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
4,742	IRR-ZAM-2019-04742	Zambia	2,019	6.46	semi-commercial	false	1,261	15	rare	7	none	none	none	none	0	6.46	0	0	0	na	0	0	false	0	false	0	672	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
4,743	IRR-MAL-2023-04743	Mali	2,023	0.96	semi-commercial	false	825	26.2	rare	2	none	none	none	none	0	0.96	0	0	0	na	0	0	false	0	false	0	593	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
4,744	IRR-TAN-2022-04744	Tanzania	2,022	1.66	subsistence	false	1,055	30.4	rare	2	none	none	none	none	0	1.66	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	false	false	0	none	moderate_burden
4,745	IRR-UGA-2020-04745	Uganda	2,020	1.48	subsistence	false	707	25.7	occasional	3	none	none	none	none	0	1.48	0	0	0	na	0	0	false	0	false	0	668	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
4,746	IRR-ETH-2023-04746	Ethiopia	2,023	3.42	commercial	false	1,076	30.4	occasional	6	none	none	none	none	0	3.42	0	0	0	na	0	0	false	0	false	0	627	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
4,747	IRR-UGA-2024-04747	Uganda	2,024	4.17	subsistence	false	422	19.5	occasional	7	none	none	none	none	0	4.17	0	0	0	na	0	0	false	0	false	0	519	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
4,748	IRR-TAN-2019-04748	Tanzania	2,019	2.98	semi-commercial	false	983	23.3	occasional	2	none	none	none	none	0	2.98	0	0	0	na	0	0	false	0	false	0	506	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
4,749	IRR-MAL-2022-04749	Mali	2,022	1.15	subsistence	false	1,221	15.1	frequent	2	none	none	none	none	0	1.15	0	0	0	na	0	0	false	0	false	0	540	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
4,750	IRR-BUR-2024-04750	Burkina Faso	2,024	2.76	subsistence	false	1,083	34.1	occasional	6	none	none	none	none	0	2.76	0	0	0	na	0	0	false	0	false	0	513	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
4,751	IRR-ZAM-2021-04751	Zambia	2,021	2.1	subsistence	false	1,048	20.3	occasional	6	none	none	none	none	0	2.1	0	0	0	na	0	0	false	0	false	0	671	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
4,752	IRR-ZAM-2022-04752	Zambia	2,022	0.67	subsistence	false	1,047	21	frequent	4	none	none	none	none	0	0.67	0	0	0	na	0	0	false	0	false	0	462	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
4,753	IRR-GHA-2020-04753	Ghana	2,020	4.17	commercial	false	516	32.5	occasional	3	none	none	none	none	0	4.17	0	0	0	na	0	0	false	0	false	0	455	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
4,754	IRR-NIG-2019-04754	Nigeria	2,019	0.71	subsistence	false	1,217	30.5	frequent	2	none	none	none	none	0	0.71	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	true	false	0	none	moderate_burden
4,755	IRR-ZAM-2021-04755	Zambia	2,021	0.67	semi-commercial	true	996	17.4	occasional	3	drip	river	wind	private_company	0.54	0.13	80.7	30	17	good	1,356	144	false	0	false	311	660	93	289	1.87	76.8	77.5	55.4	0	8	as_needed	calendar	vegetables	38.8	1.93	2	1,686	3,109	false	false	false	0	0	good	high	false	false	false	10.4	modern	moderate_burden
4,756	IRR-UGA-2024-04756	Uganda	2,024	1.12	subsistence	false	925	30.5	rare	3	none	none	none	none	0	1.12	0	0	0	na	0	0	false	0	false	0	604	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
4,757	IRR-NIG-2021-04757	Nigeria	2,021	1.25	subsistence	false	669	29.6	occasional	5	none	none	none	none	0	1.25	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	false	false	0	none	moderate_burden
4,758	IRR-TAN-2021-04758	Tanzania	2,021	2.97	semi-commercial	false	659	19.4	occasional	6	none	none	none	none	0	2.97	0	0	0	na	0	0	false	0	false	0	572	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
4,759	IRR-ZAM-2021-04759	Zambia	2,021	1.67	subsistence	false	1,132	19.1	rare	7	none	none	none	none	0	1.67	0	0	0	na	0	0	false	0	false	0	583	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
4,760	IRR-NIG-2021-04760	Nigeria	2,021	2.88	commercial	true	834	20.7	frequent	2	flood	lake	wind	individual	1.17	1.71	40.7	39	8	good	469	28	false	0	false	313	615	43.5	136	1.12	86.5	64.4	24.2	0	47	weekly	weather_based	rice	34.6	1.38	3	3,663	3,127	false	false	false	0	0	good	low	false	true	false	0.9	traditional	moderate_burden
4,761	IRR-TAN-2023-04761	Tanzania	2,023	1.2	semi-commercial	false	1,124	26.1	occasional	5	none	none	none	none	0	1.2	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
4,762	IRR-MAL-2021-04762	Malawi	2,021	1.04	subsistence	false	859	32.5	occasional	5	none	none	none	none	0	1.04	0	0	0	na	0	0	false	0	false	0	455	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
4,763	IRR-TAN-2024-04763	Tanzania	2,024	3.9	subsistence	false	951	26.4	rare	7	none	none	none	none	0	3.9	0	0	0	na	0	0	false	0	false	0	660	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
4,764	IRR-NIG-2024-04764	Nigeria	2,024	1.98	semi-commercial	false	600	19.9	frequent	6	none	none	none	none	0	1.98	0	0	0	na	0	0	false	0	false	0	436	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
4,765	IRR-MAL-2022-04765	Malawi	2,022	2.14	commercial	false	1,069	18.6	frequent	3	none	none	none	none	0	2.14	0	0	0	na	0	0	false	0	false	0	419	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
4,766	IRR-BUR-2019-04766	Burkina Faso	2,019	0.99	semi-commercial	false	400	33	rare	7	none	none	none	none	0	0.99	0	0	0	na	0	0	false	0	false	0	671	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
4,767	IRR-UGA-2021-04767	Uganda	2,021	0.38	subsistence	false	940	22.9	rare	7	none	none	none	none	0	0.38	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
4,768	IRR-ETH-2018-04768	Ethiopia	2,018	0.93	subsistence	false	962	30	rare	5	none	none	none	none	0	0.93	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	false	false	0	none	moderate_burden
4,769	IRR-MAL-2025-04769	Malawi	2,025	3.65	subsistence	false	768	15.4	occasional	6	none	none	none	none	0	3.65	0	0	0	na	0	0	false	0	false	0	639	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
4,770	IRR-KEN-2023-04770	Kenya	2,023	0.89	semi-commercial	false	970	16.6	rare	3	none	none	none	none	0	0.89	0	0	0	na	0	0	false	0	false	0	528	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
4,771	IRR-BUR-2021-04771	Burkina Faso	2,021	2.24	subsistence	false	1,175	24.6	frequent	7	none	none	none	none	0	2.24	0	0	0	na	0	0	false	0	false	0	693	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
4,772	IRR-KEN-2022-04772	Kenya	2,022	0.83	subsistence	false	801	16.4	occasional	2	none	none	none	none	0	0.83	0	0	0	na	0	0	false	0	false	0	634	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
4,773	IRR-BUR-2025-04773	Burkina Faso	2,025	1.15	semi-commercial	false	900	34.6	frequent	5	none	none	none	none	0	1.15	0	0	0	na	0	0	false	0	false	0	412	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
4,774	IRR-MAL-2020-04774	Mali	2,020	2.12	semi-commercial	false	762	19.2	occasional	3	none	none	none	none	0	2.12	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
4,775	IRR-ETH-2020-04775	Ethiopia	2,020	0.64	commercial	false	705	17.1	rare	6	none	none	none	none	0	0.64	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
4,776	IRR-KEN-2022-04776	Kenya	2,022	0.69	semi-commercial	false	788	22.8	rare	3	none	none	none	none	0	0.69	0	0	0	na	0	0	false	0	false	0	486	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
4,777	IRR-ETH-2019-04777	Ethiopia	2,019	1.24	semi-commercial	false	868	32.8	occasional	2	none	none	none	none	0	1.24	0	0	0	na	0	0	false	0	false	0	578	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
4,778	IRR-ETH-2025-04778	Ethiopia	2,025	1.61	semi-commercial	false	557	34	occasional	2	none	none	none	none	0	1.61	0	0	0	na	0	0	false	0	false	0	569	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
4,779	IRR-GHA-2020-04779	Ghana	2,020	1.34	semi-commercial	false	914	21.9	frequent	5	none	none	none	none	0	1.34	0	0	0	na	0	0	false	0	false	0	661	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
4,780	IRR-KEN-2023-04780	Kenya	2,023	1.22	subsistence	false	949	18	occasional	6	none	none	none	none	0	1.22	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	false	false	0	none	moderate_burden
4,781	IRR-ETH-2020-04781	Ethiopia	2,020	1.38	subsistence	false	949	34.1	rare	5	none	none	none	none	0	1.38	0	0	0	na	0	0	false	0	false	0	691	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
4,782	IRR-MAL-2018-04782	Mali	2,018	0.83	subsistence	false	1,169	22.5	rare	4	none	none	none	none	0	0.83	0	0	0	na	0	0	false	0	false	0	688	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
4,783	IRR-UGA-2023-04783	Uganda	2,023	3.61	semi-commercial	false	801	33.8	occasional	6	none	none	none	none	0	3.61	0	0	0	na	0	0	false	0	false	0	502	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
4,784	IRR-KEN-2024-04784	Kenya	2,024	1.69	semi-commercial	false	1,111	30.7	rare	3	none	none	none	none	0	1.69	0	0	0	na	0	0	false	0	false	0	493	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
4,785	IRR-TAN-2021-04785	Tanzania	2,021	2.78	subsistence	false	1,203	21.5	frequent	7	none	none	none	none	0	2.78	0	0	0	na	0	0	false	0	false	0	406	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
4,786	IRR-KEN-2023-04786	Kenya	2,023	6.28	semi-commercial	true	715	31.2	frequent	7	flood	lake	solar	individual	2	4.28	31.9	65	0	fair	800	120	true	451	true	586	566	40.9	240	1.92	89.8	76.5	28.1	0	80	weekly	calendar	cotton	37.6	2.21	2	11,729	5,863	false	true	false	0	20.6	poor	low	false	true	false	0.7	traditional	moderate_burden
4,787	IRR-GHA-2025-04787	Ghana	2,025	7.09	semi-commercial	true	693	20.7	occasional	6	drip	rainwater_harvesting	gravity	individual	2.14	4.95	30.2	110	4	fair	5,352	516	false	0	true	578	441	93.8	543	1.95	74.1	81.3	56.5	0	32	as_needed	visual	maize	46.9	2.17	1	12,385	5,785	false	false	false	0	0	poor	high	false	false	false	3.2	modern	moderate_burden
4,788	IRR-ETH-2020-04788	Ethiopia	2,020	2.67	semi-commercial	false	726	28.7	occasional	3	none	none	none	none	0	2.67	0	0	0	na	0	0	false	0	false	0	461	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
4,789	IRR-GHA-2021-04789	Ghana	2,021	0.82	subsistence	false	1,188	18.1	rare	5	none	none	none	none	0	0.82	0	0	0	na	0	0	false	0	false	0	572	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
4,790	IRR-TAN-2023-04790	Tanzania	2,023	1.83	subsistence	true	1,049	25.6	occasional	6	flood	river	solar	individual	1.24	0.58	68	73	15	good	497	45	true	243	true	347	675	48.8	169	1.4	87.5	74.2	31.7	0	50	daily	visual	cotton	38.8	2.11	1	4,312	3,469	false	true	false	0	24.2	good	low	false	false	false	1.4	traditional	moderate_burden
4,791	IRR-NIG-2019-04791	Nigeria	2,019	2.18	commercial	false	1,033	29.2	occasional	6	none	none	none	none	0	2.18	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
4,792	IRR-MAL-2020-04792	Mali	2,020	0.85	semi-commercial	false	703	26.4	rare	4	none	none	none	none	0	0.85	0	0	0	na	0	0	false	0	false	0	529	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
4,793	IRR-MAL-2018-04793	Malawi	2,018	1.13	semi-commercial	false	730	22.3	rare	2	none	none	none	none	0	1.13	0	0	0	na	0	0	false	0	false	0	460	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
4,794	IRR-NIG-2018-04794	Nigeria	2,018	5.19	semi-commercial	false	782	22.3	frequent	5	none	none	none	none	0	5.19	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	true	false	0	none	moderate_burden
4,795	IRR-MAL-2021-04795	Malawi	2,021	0.84	subsistence	false	1,041	32.1	occasional	6	none	none	none	none	0	0.84	0	0	0	na	0	0	false	0	false	0	684	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
4,796	IRR-KEN-2023-04796	Kenya	2,023	0.44	subsistence	false	1,060	29.1	occasional	3	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
4,797	IRR-MAL-2021-04797	Mali	2,021	1.12	semi-commercial	true	759	26.3	frequent	5	manual	reservoir	manual	shared	0.47	0.65	41.8	20	7	excellent	93	9	false	0	false	651	603	62.1	404	1.1	92.8	70.7	40.7	0	37	weekly	visual	rice	44.3	1.41	2	3,033	6,511	false	false	true	0	0	good	low	false	false	true	0.4	traditional	moderate_burden
4,798	IRR-MAL-2021-04798	Malawi	2,021	2.29	subsistence	false	1,070	27.2	rare	5	none	none	none	none	0	2.29	0	0	0	na	0	0	false	0	false	0	607	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
4,799	IRR-NIG-2022-04799	Nigeria	2,022	0.86	subsistence	false	610	22.7	rare	2	none	none	none	none	0	0.86	0	0	0	na	0	0	false	0	false	0	661	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
4,800	IRR-KEN-2025-04800	Kenya	2,025	0.32	semi-commercial	false	841	33.2	occasional	3	none	none	none	none	0	0.32	0	0	0	na	0	0	false	0	false	0	564	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

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