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
901	IRR-ZAM-2025-00901	Zambia	2,025	0.79	subsistence	false	1,540	15.9	rare	3	none	none	none	none	0	0.79	0	0	0	na	0	0	false	0	false	0	686	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	high_burden
902	IRR-ZAM-2020-00902	Zambia	2,020	0.7	semi-commercial	false	1,196	16.1	frequent	6	none	none	none	none	0	0.7	0	0	0	na	0	0	false	0	false	0	611	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	high_burden
903	IRR-ETH-2024-00903	Ethiopia	2,024	0.5	subsistence	false	1,149	33.1	occasional	7	none	none	none	none	0	0.5	0	0	0	na	0	0	false	0	false	0	579	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	high_burden
904	IRR-GHA-2024-00904	Ghana	2,024	0.66	semi-commercial	true	977	17.3	occasional	7	surface	reservoir	diesel	individual	0.33	0.33	50.4	10	10	good	265	32	false	0	false	488	441	48.7	238	1.05	76.9	62.4	23.4	98	10	biweekly	calendar	vegetables	51.8	1.78	1	1,617	4,882	true	false	false	0	23.9	good	low	false	false	true	1.6	traditional	high_burden
905	IRR-BUR-2023-00905	Burkina Faso	2,023	3.5	semi-commercial	false	571	21.6	rare	6	none	none	none	none	0	3.5	0	0	0	na	0	0	false	0	false	0	515	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	high_burden
906	IRR-GHA-2025-00906	Ghana	2,025	0.57	subsistence	false	817	25.9	rare	5	none	none	none	none	0	0.57	0	0	0	na	0	0	false	0	false	0	672	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	high_burden
907	IRR-MAL-2022-00907	Malawi	2,022	4.09	semi-commercial	false	955	28.2	occasional	2	none	none	none	none	0	4.09	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	high_burden
908	IRR-TAN-2023-00908	Tanzania	2,023	3.06	subsistence	false	799	24.3	rare	3	none	none	none	none	0	3.06	0	0	0	na	0	0	false	0	false	0	673	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	high_burden
909	IRR-MAL-2021-00909	Malawi	2,021	1.09	semi-commercial	false	641	33.9	rare	2	none	none	none	none	0	1.09	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	high_burden
910	IRR-BUR-2019-00910	Burkina Faso	2,019	1.06	semi-commercial	false	1,291	25.2	occasional	4	none	none	none	none	0	1.06	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	high_burden
911	IRR-MAL-2021-00911	Mali	2,021	1.02	subsistence	false	841	25.1	frequent	4	none	none	none	none	0	1.02	0	0	0	na	0	0	false	0	false	0	456	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	high_burden
912	IRR-ETH-2021-00912	Ethiopia	2,021	0.57	subsistence	false	845	17.5	rare	6	none	none	none	none	0	0.57	0	0	0	na	0	0	false	0	false	0	471	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	high_burden
913	IRR-KEN-2021-00913	Kenya	2,021	1.68	subsistence	false	689	23.7	rare	6	none	none	none	none	0	1.68	0	0	0	na	0	0	false	0	false	0	693	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	high_burden
914	IRR-ETH-2022-00914	Ethiopia	2,022	1.62	subsistence	false	1,075	32.4	rare	7	none	none	none	none	0	1.62	0	0	0	na	0	0	false	0	false	0	498	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	high_burden
915	IRR-UGA-2023-00915	Uganda	2,023	5.59	semi-commercial	false	927	28.4	frequent	7	none	none	none	none	0	5.59	0	0	0	na	0	0	false	0	false	0	629	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	high_burden
916	IRR-NIG-2020-00916	Nigeria	2,020	1.21	semi-commercial	false	1,138	24.8	frequent	3	none	none	none	none	0	1.21	0	0	0	na	0	0	false	0	false	0	696	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	high_burden
917	IRR-MAL-2025-00917	Mali	2,025	1	subsistence	false	1,160	21.2	frequent	2	none	none	none	none	0	1	0	0	0	na	0	0	false	0	false	0	476	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	high_burden
918	IRR-KEN-2025-00918	Kenya	2,025	1.33	semi-commercial	false	927	33.7	occasional	2	none	none	none	none	0	1.33	0	0	0	na	0	0	false	0	false	0	606	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	high_burden
919	IRR-GHA-2020-00919	Ghana	2,020	1.35	subsistence	false	1,019	18.5	occasional	3	none	none	none	none	0	1.35	0	0	0	na	0	0	false	0	false	0	640	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	high_burden
920	IRR-UGA-2024-00920	Uganda	2,024	3.71	subsistence	false	1,231	33.4	occasional	4	none	none	none	none	0	3.71	0	0	0	na	0	0	false	0	false	0	425	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	high_burden
921	IRR-ETH-2019-00921	Ethiopia	2,019	4.03	subsistence	false	771	16.6	occasional	2	none	none	none	none	0	4.03	0	0	0	na	0	0	false	0	false	0	659	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	high_burden
922	IRR-ZAM-2020-00922	Zambia	2,020	1.04	semi-commercial	false	777	15.9	rare	6	none	none	none	none	0	1.04	0	0	0	na	0	0	false	0	false	0	616	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	high_burden
923	IRR-MAL-2025-00923	Malawi	2,025	0.29	commercial	true	1,089	29.2	frequent	5	center_pivot	lake	electric	individual	0.12	0.17	40.5	6	15	fair	582	55	true	196	false	507	649	85.3	432	2.33	72.8	86.3	53.6	8	1	daily	soil_moisture	fruits	44.6	2.24	2	590	5,069	false	true	false	0	24.7	poor	high	false	true	false	9.1	traditional	high_burden
924	IRR-NIG-2021-00924	Nigeria	2,021	0.75	subsistence	false	798	20.2	occasional	6	none	none	none	none	0	0.75	0	0	0	na	0	0	false	0	false	0	669	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	high_burden
925	IRR-MAL-2023-00925	Malawi	2,023	1.6	subsistence	false	526	15.5	frequent	5	none	none	none	none	0	1.6	0	0	0	na	0	0	false	0	false	0	614	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	high_burden
926	IRR-BUR-2018-00926	Burkina Faso	2,018	1.45	semi-commercial	false	400	32.9	occasional	4	none	none	none	none	0	1.45	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	false	false	0	none	high_burden
927	IRR-ZAM-2020-00927	Zambia	2,020	0.26	semi-commercial	false	732	35	occasional	6	none	none	none	none	0	0.26	0	0	0	na	0	0	false	0	false	0	444	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	high_burden
928	IRR-GHA-2022-00928	Ghana	2,022	0.64	subsistence	false	437	23.3	rare	2	none	none	none	none	0	0.64	0	0	0	na	0	0	false	0	false	0	568	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	high_burden
929	IRR-BUR-2019-00929	Burkina Faso	2,019	1.34	semi-commercial	false	400	17.3	occasional	6	none	none	none	none	0	1.34	0	0	0	na	0	0	false	0	false	0	541	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	high_burden
930	IRR-TAN-2019-00930	Tanzania	2,019	0.99	subsistence	false	678	24.7	rare	7	none	none	none	none	0	0.99	0	0	0	na	0	0	false	0	false	0	633	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	high_burden
931	IRR-UGA-2018-00931	Uganda	2,018	1.99	semi-commercial	false	1,099	19.4	rare	3	none	none	none	none	0	1.99	0	0	0	na	0	0	false	0	false	0	463	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	high_burden
932	IRR-ZAM-2022-00932	Zambia	2,022	1.66	semi-commercial	true	811	28.1	frequent	4	surface	reservoir	gravity	cooperative	0.75	0.91	44.9	38	14	fair	597	65	true	222	false	418	665	54.8	229	1.71	75.7	67.1	27.8	0	22	as_needed	calendar	maize	25.3	1.86	3	3,118	4,176	true	false	false	0	0	poor	low	true	true	false	2.8	traditional	high_burden
933	IRR-TAN-2023-00933	Tanzania	2,023	3.08	semi-commercial	false	1,021	27	occasional	2	none	none	none	none	0	3.08	0	0	0	na	0	0	false	0	false	0	595	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	high_burden
934	IRR-MAL-2021-00934	Mali	2,021	2.73	subsistence	false	1,024	31.3	frequent	2	none	none	none	none	0	2.73	0	0	0	na	0	0	false	0	false	0	442	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	high_burden
935	IRR-MAL-2020-00935	Mali	2,020	1.52	semi-commercial	false	898	34.3	rare	6	none	none	none	none	0	1.52	0	0	0	na	0	0	false	0	false	0	459	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	high_burden
936	IRR-MAL-2024-00936	Malawi	2,024	2.52	semi-commercial	false	1,144	28.6	occasional	3	none	none	none	none	0	2.52	0	0	0	na	0	0	false	0	false	0	413	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	high_burden
937	IRR-MAL-2020-00937	Malawi	2,020	0.25	subsistence	false	1,348	20.8	rare	4	none	none	none	none	0	0.25	0	0	0	na	0	0	false	0	false	0	619	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	high_burden
938	IRR-MAL-2024-00938	Malawi	2,024	1.93	commercial	true	1,003	23.4	frequent	5	sprinkler	river	diesel	individual	1.29	0.64	66.8	47	7	fair	1,931	228	false	0	false	418	560	75.5	316	1.78	81.8	62.4	38.5	257	26	weekly	visual	fruits	45.3	2.41	1	5,387	4,184	false	false	false	0	20.5	poor	medium	false	true	false	4.4	modern	high_burden
939	IRR-ZAM-2025-00939	Zambia	2,025	1.14	semi-commercial	false	773	27.9	occasional	3	none	none	none	none	0	1.14	0	0	0	na	0	0	false	0	false	0	609	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	high_burden
940	IRR-ETH-2023-00940	Ethiopia	2,023	0.48	subsistence	true	984	21.7	occasional	7	sprinkler	river	manual	individual	0.39	0.09	81.6	15	3	excellent	589	59	false	0	true	737	559	74	545	0.96	75.6	66.1	37	0	8	weekly	soil_moisture	sugarcane	54.8	1.47	1	2,893	7,366	false	false	false	0	0	good	medium	false	false	false	4.5	modern	high_burden
941	IRR-UGA-2020-00941	Uganda	2,020	1.75	semi-commercial	false	1,535	21.4	rare	7	none	none	none	none	0	1.75	0	0	0	na	0	0	false	0	false	0	548	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	high_burden
942	IRR-MAL-2019-00942	Malawi	2,019	4.61	commercial	false	680	28.7	occasional	5	none	none	none	none	0	4.61	0	0	0	na	0	0	false	0	false	0	582	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	high_burden
943	IRR-BUR-2021-00943	Burkina Faso	2,021	0.5	subsistence	false	848	23.2	rare	4	none	none	none	none	0	0.5	0	0	0	na	0	0	false	0	false	0	536	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	high_burden
944	IRR-GHA-2025-00944	Ghana	2,025	1.56	subsistence	false	1,026	18.2	rare	7	none	none	none	none	0	1.56	0	0	0	na	0	0	false	0	false	0	626	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	high_burden
945	IRR-NIG-2025-00945	Nigeria	2,025	1.05	subsistence	false	1,127	21.7	rare	2	none	none	none	none	0	1.05	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	high_burden
946	IRR-MAL-2019-00946	Malawi	2,019	2.48	subsistence	false	1,091	22.7	occasional	7	none	none	none	none	0	2.48	0	0	0	na	0	0	false	0	false	0	507	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	high_burden
947	IRR-BUR-2023-00947	Burkina Faso	2,023	1.06	semi-commercial	true	618	31.3	occasional	5	sprinkler	groundwater	diesel	cooperative	0.42	0.64	39.6	19	15	good	628	72	false	0	true	598	540	70.7	423	0.99	78.9	72	40.2	124	8	as_needed	visual	rice	33.6	2.45	3	2,506	5,983	false	false	false	23.3	21.1	good	medium	true	false	true	3.5	modern	high_burden
948	IRR-UGA-2023-00948	Uganda	2,023	0.92	semi-commercial	false	631	16.1	rare	6	none	none	none	none	0	0.92	0	0	0	na	0	0	false	0	false	0	431	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	high_burden
949	IRR-TAN-2023-00949	Tanzania	2,023	1.01	subsistence	false	780	22.8	rare	2	none	none	none	none	0	1.01	0	0	0	na	0	0	false	0	false	0	522	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	high_burden
950	IRR-ETH-2020-00950	Ethiopia	2,020	3.13	semi-commercial	false	1,229	32.8	frequent	3	none	none	none	none	0	3.13	0	0	0	na	0	0	false	0	false	0	462	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	high_burden
951	IRR-NIG-2020-00951	Nigeria	2,020	0.72	subsistence	false	1,347	32.7	rare	6	none	none	none	none	0	0.72	0	0	0	na	0	0	false	0	false	0	603	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	high_burden
952	IRR-KEN-2024-00952	Kenya	2,024	0.88	semi-commercial	false	615	23.9	occasional	6	none	none	none	none	0	0.88	0	0	0	na	0	0	false	0	false	0	499	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	high_burden
953	IRR-GHA-2021-00953	Ghana	2,021	1.06	subsistence	true	1,029	27.2	rare	2	surface	groundwater	gravity	individual	0.93	0.13	88.2	53	13	fair	747	86	false	0	true	416	442	50.3	209	1.02	76.6	81.5	31.4	0	28	biweekly	soil_moisture	maize	55.6	2.1	2	3,881	4,157	false	false	false	58.5	0	poor	low	true	false	false	2.5	traditional	high_burden
954	IRR-MAL-2019-00954	Mali	2,019	0.29	subsistence	false	1,137	15.9	occasional	5	none	none	none	none	0	0.29	0	0	0	na	0	0	false	0	false	0	536	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	high_burden
955	IRR-ETH-2023-00955	Ethiopia	2,023	1.05	subsistence	false	753	29	occasional	6	none	none	none	none	0	1.05	0	0	0	na	0	0	false	0	false	0	682	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	high_burden
956	IRR-BUR-2025-00956	Burkina Faso	2,025	0.36	subsistence	false	1,075	33.1	occasional	7	none	none	none	none	0	0.36	0	0	0	na	0	0	false	0	false	0	532	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	high_burden
957	IRR-GHA-2024-00957	Ghana	2,024	0.91	subsistence	true	1,366	33.8	frequent	6	flood	river	gravity	cooperative	0.74	0.17	80.9	25	15	excellent	295	30	false	0	true	665	580	44.2	294	1.81	80.7	82.1	29.3	0	29	weekly	weather_based	sugarcane	52.7	1.36	2	4,899	6,649	false	false	true	0	0	good	low	false	false	false	1.2	traditional	high_burden
958	IRR-NIG-2018-00958	Nigeria	2,018	1.42	subsistence	false	910	32.6	occasional	6	none	none	none	none	0	1.42	0	0	0	na	0	0	false	0	false	0	686	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	high_burden
959	IRR-MAL-2018-00959	Malawi	2,018	0.92	subsistence	false	645	30.8	frequent	6	none	none	none	none	0	0.92	0	0	0	na	0	0	false	0	false	0	489	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	high_burden
960	IRR-TAN-2018-00960	Tanzania	2,018	1.05	subsistence	false	882	18.8	occasional	7	none	none	none	none	0	1.05	0	0	0	na	0	0	false	0	false	0	603	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	high_burden
961	IRR-NIG-2021-00961	Nigeria	2,021	2.53	subsistence	false	584	21.6	frequent	3	none	none	none	none	0	2.53	0	0	0	na	0	0	false	0	false	0	486	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	high_burden
962	IRR-TAN-2018-00962	Tanzania	2,018	0.99	semi-commercial	false	1,103	18.8	occasional	5	none	none	none	none	0	0.99	0	0	0	na	0	0	false	0	false	0	503	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	high_burden
963	IRR-TAN-2020-00963	Tanzania	2,020	1.85	semi-commercial	false	597	34.7	occasional	6	none	none	none	none	0	1.85	0	0	0	na	0	0	false	0	false	0	490	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	high_burden
964	IRR-NIG-2023-00964	Nigeria	2,023	1.39	semi-commercial	false	829	23.4	frequent	4	none	none	none	none	0	1.39	0	0	0	na	0	0	false	0	false	0	428	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	high_burden
965	IRR-TAN-2023-00965	Tanzania	2,023	1.45	subsistence	false	591	34.3	rare	5	none	none	none	none	0	1.45	0	0	0	na	0	0	false	0	false	0	603	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	high_burden
966	IRR-UGA-2022-00966	Uganda	2,022	2.44	semi-commercial	false	818	23.4	occasional	6	none	none	none	none	0	2.44	0	0	0	na	0	0	false	0	false	0	431	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	high_burden
967	IRR-KEN-2023-00967	Kenya	2,023	1.96	subsistence	false	738	31.8	frequent	5	none	none	none	none	0	1.96	0	0	0	na	0	0	false	0	false	0	567	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	high_burden
968	IRR-TAN-2025-00968	Tanzania	2,025	1.56	subsistence	false	651	28.6	frequent	4	none	none	none	none	0	1.56	0	0	0	na	0	0	false	0	false	0	639	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	high_burden
969	IRR-TAN-2022-00969	Tanzania	2,022	0.87	subsistence	false	1,338	17.8	frequent	6	none	none	none	none	0	0.87	0	0	0	na	0	0	false	0	false	0	513	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	high_burden
970	IRR-KEN-2024-00970	Kenya	2,024	0.55	subsistence	false	629	31.9	occasional	5	none	none	none	none	0	0.55	0	0	0	na	0	0	false	0	false	0	459	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	high_burden
971	IRR-TAN-2020-00971	Tanzania	2,020	3.6	semi-commercial	false	800	15.3	occasional	5	none	none	none	none	0	3.6	0	0	0	na	0	0	false	0	false	0	659	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	high_burden
972	IRR-BUR-2021-00972	Burkina Faso	2,021	0.7	subsistence	false	769	20.3	rare	3	none	none	none	none	0	0.7	0	0	0	na	0	0	false	0	false	0	506	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	high_burden
973	IRR-UGA-2025-00973	Uganda	2,025	3.01	subsistence	false	1,626	21.6	occasional	4	none	none	none	none	0	3.01	0	0	0	na	0	0	false	0	false	0	478	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	high_burden
974	IRR-KEN-2020-00974	Kenya	2,020	0.63	subsistence	false	840	24.3	occasional	4	none	none	none	none	0	0.63	0	0	0	na	0	0	false	0	false	0	616	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	high_burden
975	IRR-KEN-2024-00975	Kenya	2,024	1.29	semi-commercial	false	400	18.2	occasional	6	none	none	none	none	0	1.29	0	0	0	na	0	0	false	0	false	0	670	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	high_burden
976	IRR-KEN-2024-00976	Kenya	2,024	1	semi-commercial	false	1,129	24.2	frequent	5	none	none	none	none	0	1	0	0	0	na	0	0	false	0	false	0	602	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	high_burden
977	IRR-NIG-2022-00977	Nigeria	2,022	2.33	semi-commercial	false	1,048	26.7	occasional	6	none	none	none	none	0	2.33	0	0	0	na	0	0	false	0	false	0	622	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	high_burden
978	IRR-GHA-2021-00978	Ghana	2,021	2.04	semi-commercial	false	713	22.1	occasional	2	none	none	none	none	0	2.04	0	0	0	na	0	0	false	0	false	0	420	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	high_burden
979	IRR-TAN-2024-00979	Tanzania	2,024	0.47	subsistence	false	755	17.1	rare	7	none	none	none	none	0	0.47	0	0	0	na	0	0	false	0	false	0	468	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	high_burden
980	IRR-TAN-2023-00980	Tanzania	2,023	2.09	semi-commercial	false	872	30.3	rare	7	none	none	none	none	0	2.09	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	high_burden
981	IRR-BUR-2025-00981	Burkina Faso	2,025	0.34	semi-commercial	false	1,284	26.3	frequent	5	none	none	none	none	0	0.34	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	true	false	0	none	high_burden
982	IRR-ZAM-2021-00982	Zambia	2,021	2.29	subsistence	false	493	21.3	occasional	5	none	none	none	none	0	2.29	0	0	0	na	0	0	false	0	false	0	573	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	high_burden
983	IRR-BUR-2023-00983	Burkina Faso	2,023	0.56	semi-commercial	false	973	21.1	occasional	7	none	none	none	none	0	0.56	0	0	0	na	0	0	false	0	false	0	556	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	high_burden
984	IRR-MAL-2022-00984	Mali	2,022	1.56	commercial	false	882	24.3	rare	4	none	none	none	none	0	1.56	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	false	false	0	none	high_burden
985	IRR-NIG-2022-00985	Nigeria	2,022	0.6	subsistence	false	742	22.1	occasional	4	none	none	none	none	0	0.6	0	0	0	na	0	0	false	0	false	0	434	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	high_burden
986	IRR-BUR-2022-00986	Burkina Faso	2,022	0.64	commercial	false	800	26.4	rare	3	none	none	none	none	0	0.64	0	0	0	na	0	0	false	0	false	0	579	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	high_burden
987	IRR-NIG-2025-00987	Nigeria	2,025	2.48	subsistence	false	971	24.2	rare	3	none	none	none	none	0	2.48	0	0	0	na	0	0	false	0	false	0	619	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	high_burden
988	IRR-GHA-2020-00988	Ghana	2,020	1.5	subsistence	false	1,095	33.7	occasional	7	none	none	none	none	0	1.5	0	0	0	na	0	0	false	0	false	0	450	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	high_burden
989	IRR-UGA-2019-00989	Uganda	2,019	1.44	commercial	false	688	18.9	rare	3	none	none	none	none	0	1.44	0	0	0	na	0	0	false	0	false	0	578	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	high_burden
990	IRR-MAL-2023-00990	Mali	2,023	3.35	commercial	false	591	29.3	occasional	4	none	none	none	none	0	3.35	0	0	0	na	0	0	false	0	false	0	678	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	high_burden
991	IRR-NIG-2018-00991	Nigeria	2,018	2.71	semi-commercial	false	822	26.4	rare	5	none	none	none	none	0	2.71	0	0	0	na	0	0	false	0	false	0	535	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	high_burden
992	IRR-KEN-2020-00992	Kenya	2,020	0.32	subsistence	false	899	16.5	frequent	7	none	none	none	none	0	0.32	0	0	0	na	0	0	false	0	false	0	554	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	high_burden
993	IRR-ETH-2024-00993	Ethiopia	2,024	0.78	subsistence	true	748	21.2	rare	6	drip	groundwater	solar	cooperative	0.68	0.1	87.1	31	3	fair	1,706	103	false	0	false	342	552	95	325	1.74	92.8	74.5	65.7	0	10	weekly	calendar	fruits	38.3	1.37	1	2,331	3,417	false	false	false	29.3	4.3	poor	high	false	false	false	11.4	modern	high_burden
994	IRR-KEN-2021-00994	Kenya	2,021	0.92	subsistence	false	560	34.9	occasional	7	none	none	none	none	0	0.92	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	high_burden
995	IRR-ETH-2025-00995	Ethiopia	2,025	0.64	commercial	false	600	21.5	frequent	6	none	none	none	none	0	0.64	0	0	0	na	0	0	false	0	false	0	489	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	high_burden
996	IRR-NIG-2024-00996	Nigeria	2,024	2.75	subsistence	true	914	15.5	rare	3	sprinkler	groundwater	diesel	cooperative	1.13	1.62	41.3	50	7	good	1,702	242	false	0	true	679	450	69	468	1.51	75	71.2	36.8	225	23	weekly	weather_based	cotton	20.6	1.29	1	7,702	6,790	false	false	false	42.3	14.6	good	medium	false	false	true	6	modern	high_burden
997	IRR-NIG-2018-00997	Nigeria	2,018	3.03	semi-commercial	false	464	21.6	rare	3	none	none	none	none	0	3.03	0	0	0	na	0	0	false	0	false	0	690	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	high_burden
998	IRR-UGA-2023-00998	Uganda	2,023	0.39	subsistence	false	1,146	33.7	occasional	5	none	none	none	none	0	0.39	0	0	0	na	0	0	false	0	false	0	655	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	high_burden
999	IRR-KEN-2020-00999	Kenya	2,020	2.44	commercial	false	864	27.3	frequent	4	none	none	none	none	0	2.44	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	true	false	0	none	high_burden
1,000	IRR-ETH-2025-01000	Ethiopia	2,025	2.55	semi-commercial	false	901	17.7	occasional	7	none	none	none	none	0	2.55	0	0	0	na	0	0	false	0	false	0	530	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	high_burden

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