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
801	IRR-KEN-2019-00801	Kenya	2,019	1.49	semi-commercial	true	1,539	22.5	frequent	7	flood	groundwater	manual	private_company	1.36	0.13	91.2	60	14	fair	545	46	false	0	false	755	666	40.5	306	2.07	91.7	79.1	29.4	0	54	biweekly	calendar	horticulture	49	1.94	1	10,279	7,548	false	false	false	39.1	0	poor	low	true	true	false	1.5	traditional	high_burden
802	IRR-BUR-2019-00802	Burkina Faso	2,019	0.46	subsistence	false	479	25.7	rare	4	none	none	none	none	0	0.46	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	high_burden
803	IRR-MAL-2024-00803	Malawi	2,024	5.92	subsistence	false	647	17.6	rare	7	none	none	none	none	0	5.92	0	0	0	na	0	0	false	0	false	0	559	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
804	IRR-GHA-2024-00804	Ghana	2,024	2.94	semi-commercial	false	972	33.1	occasional	5	none	none	none	none	0	2.94	0	0	0	na	0	0	false	0	false	0	409	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
805	IRR-GHA-2023-00805	Ghana	2,023	1.39	subsistence	true	720	18	occasional	3	surface	rainwater_harvesting	solar	cooperative	1.11	0.28	79.8	39	8	excellent	887	105	false	0	false	643	597	50.6	326	2.37	92.7	63.7	29.9	0	33	daily	visual	vegetables	36.3	1.45	2	7,132	6,434	false	false	false	0	20.1	good	low	true	false	false	3.5	traditional	high_burden
806	IRR-GHA-2019-00806	Ghana	2,019	2.22	semi-commercial	false	1,005	15.6	frequent	7	none	none	none	none	0	2.22	0	0	0	na	0	0	false	0	false	0	608	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
807	IRR-ETH-2020-00807	Ethiopia	2,020	1.43	subsistence	false	919	31.3	rare	4	none	none	none	none	0	1.43	0	0	0	na	0	0	false	0	false	0	517	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
808	IRR-KEN-2025-00808	Kenya	2,025	2.36	subsistence	false	1,223	28.8	occasional	2	none	none	none	none	0	2.36	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	false	false	0	none	high_burden
809	IRR-MAL-2024-00809	Mali	2,024	0.68	subsistence	false	982	17.1	occasional	7	none	none	none	none	0	0.68	0	0	0	na	0	0	false	0	false	0	625	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
810	IRR-MAL-2018-00810	Malawi	2,018	0.84	semi-commercial	false	1,421	29.9	occasional	6	none	none	none	none	0	0.84	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	false	false	0	none	high_burden
811	IRR-KEN-2022-00811	Kenya	2,022	1.25	semi-commercial	false	1,061	25.5	occasional	6	none	none	none	none	0	1.25	0	0	0	na	0	0	false	0	false	0	495	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
812	IRR-NIG-2023-00812	Nigeria	2,023	1.67	semi-commercial	false	860	33.1	occasional	3	none	none	none	none	0	1.67	0	0	0	na	0	0	false	0	false	0	606	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
813	IRR-KEN-2018-00813	Kenya	2,018	1.15	commercial	false	911	18.7	frequent	5	none	none	none	none	0	1.15	0	0	0	na	0	0	false	0	false	0	661	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
814	IRR-MAL-2024-00814	Mali	2,024	1	semi-commercial	true	903	19	rare	6	flood	reservoir	solar	individual	0.95	0.06	94.3	37	18	excellent	378	55	false	0	false	778	490	47.9	373	0.93	75.6	62.2	22.5	0	38	weekly	visual	rice	56	2.28	2	7,362	7,783	false	false	false	0	11	good	low	false	false	true	1.3	traditional	high_burden
815	IRR-UGA-2021-00815	Uganda	2,021	0.75	semi-commercial	false	1,149	25	frequent	5	none	none	none	none	0	0.75	0	0	0	na	0	0	false	0	false	0	688	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
816	IRR-ZAM-2020-00816	Zambia	2,020	2.98	subsistence	false	757	20.3	rare	3	none	none	none	none	0	2.98	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	false	false	0	none	high_burden
817	IRR-KEN-2018-00817	Kenya	2,018	2.86	semi-commercial	true	770	29.3	occasional	3	drip	rainwater_harvesting	electric	individual	1.78	1.07	62.4	81	18	good	4,458	240	true	1,392	true	734	532	77	565	2.06	75.1	92.7	53.6	181	27	as_needed	visual	maize	38.2	2.47	2	13,086	7,339	false	false	false	0	24.2	good	high	false	false	false	8.2	modern	high_burden
818	IRR-BUR-2025-00818	Burkina Faso	2,025	3.84	commercial	false	1,084	17.1	occasional	3	none	none	none	none	0	3.84	0	0	0	na	0	0	false	0	false	0	568	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
819	IRR-NIG-2024-00819	Nigeria	2,024	2.32	commercial	false	1,189	27.1	occasional	7	none	none	none	none	0	2.32	0	0	0	na	0	0	false	0	false	0	519	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
820	IRR-UGA-2022-00820	Uganda	2,022	0.76	subsistence	false	999	17.5	rare	7	none	none	none	none	0	0.76	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	false	false	0	none	high_burden
821	IRR-MAL-2022-00821	Malawi	2,022	0.93	subsistence	false	709	21.7	occasional	5	none	none	none	none	0	0.93	0	0	0	na	0	0	false	0	false	0	688	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
822	IRR-ETH-2024-00822	Ethiopia	2,024	1.74	semi-commercial	false	815	31.4	rare	3	none	none	none	none	0	1.74	0	0	0	na	0	0	false	0	false	0	557	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
823	IRR-MAL-2023-00823	Mali	2,023	2.45	subsistence	false	802	27.1	rare	4	none	none	none	none	0	2.45	0	0	0	na	0	0	false	0	false	0	537	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
824	IRR-TAN-2022-00824	Tanzania	2,022	1.43	subsistence	false	882	19	occasional	6	none	none	none	none	0	1.43	0	0	0	na	0	0	false	0	false	0	605	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
825	IRR-GHA-2020-00825	Ghana	2,020	4.52	semi-commercial	true	1,459	26.3	occasional	3	drip	reservoir	gravity	government	2.7	1.82	59.7	92	4	fair	6,742	388	false	0	false	711	620	76.6	545	1.35	79.6	92.6	56.5	0	40	weekly	visual	cotton	31.7	2.49	1	19,170	7,109	false	false	false	0	0	poor	high	true	false	false	9.4	modern	high_burden
826	IRR-TAN-2020-00826	Tanzania	2,020	1.94	semi-commercial	false	560	16.7	rare	3	none	none	none	none	0	1.94	0	0	0	na	0	0	false	0	false	0	640	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
827	IRR-TAN-2020-00827	Tanzania	2,020	2.25	subsistence	false	645	20.4	occasional	3	none	none	none	none	0	2.25	0	0	0	na	0	0	false	0	false	0	641	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
828	IRR-ZAM-2025-00828	Zambia	2,025	1.07	semi-commercial	false	993	29.3	frequent	3	none	none	none	none	0	1.07	0	0	0	na	0	0	false	0	false	0	633	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
829	IRR-MAL-2019-00829	Malawi	2,019	1.12	semi-commercial	false	713	16.8	occasional	5	none	none	none	none	0	1.12	0	0	0	na	0	0	false	0	false	0	447	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
830	IRR-MAL-2024-00830	Malawi	2,024	1.06	subsistence	false	997	34.6	rare	5	none	none	none	none	0	1.06	0	0	0	na	0	0	false	0	false	0	646	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
831	IRR-GHA-2022-00831	Ghana	2,022	7.85	semi-commercial	false	753	34.9	occasional	3	none	none	none	none	0	7.85	0	0	0	na	0	0	false	0	false	0	551	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
832	IRR-GHA-2020-00832	Ghana	2,020	2.41	semi-commercial	true	463	30.7	rare	5	manual	rainwater_harvesting	gravity	private_company	0.98	1.43	40.5	47	1	good	195	14	false	0	false	468	687	63.9	299	1.61	83.5	79.3	42.3	0	78	daily	weather_based	rice	50.6	2.14	1	4,571	4,682	false	false	true	0	0	good	low	false	false	false	0.3	traditional	high_burden
833	IRR-TAN-2019-00833	Tanzania	2,019	0.58	subsistence	false	947	20.1	rare	4	none	none	none	none	0	0.58	0	0	0	na	0	0	false	0	false	0	427	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
834	IRR-MAL-2022-00834	Mali	2,022	0.83	semi-commercial	true	629	15.3	rare	5	manual	rainwater_harvesting	diesel	individual	0.31	0.53	36.7	9	12	fair	61	6	false	0	false	312	478	57.7	180	1.94	84.9	80.4	39.4	32	24	as_needed	calendar	maize	21.3	1.46	1	955	3,125	true	false	true	0	14.3	poor	low	false	false	false	0.7	traditional	high_burden
835	IRR-UGA-2019-00835	Uganda	2,019	2.06	semi-commercial	false	699	28.7	rare	6	none	none	none	none	0	2.06	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	high_burden
836	IRR-KEN-2021-00836	Kenya	2,021	2.82	semi-commercial	false	1,379	15.1	occasional	7	none	none	none	none	0	2.82	0	0	0	na	0	0	false	0	false	0	540	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
837	IRR-ZAM-2020-00837	Zambia	2,020	1	subsistence	false	609	25.6	occasional	4	none	none	none	none	0	1	0	0	0	na	0	0	false	0	false	0	632	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
838	IRR-ZAM-2018-00838	Zambia	2,018	4.72	subsistence	false	400	22.6	rare	2	none	none	none	none	0	4.72	0	0	0	na	0	0	false	0	false	0	428	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
839	IRR-BUR-2019-00839	Burkina Faso	2,019	4.17	semi-commercial	false	1,233	18.5	occasional	4	none	none	none	none	0	4.17	0	0	0	na	0	0	false	0	false	0	665	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
840	IRR-ZAM-2020-00840	Zambia	2,020	2.26	subsistence	false	1,091	31.2	occasional	5	none	none	none	none	0	2.26	0	0	0	na	0	0	false	0	false	0	528	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
841	IRR-UGA-2025-00841	Uganda	2,025	3.47	subsistence	true	1,046	20.5	occasional	7	flood	rainwater_harvesting	solar	shared	1.72	1.76	49.5	79	1	good	687	98	false	0	true	364	452	48.8	177	1.88	86.6	85.6	36.2	0	69	daily	visual	fruits	53.9	2.41	1	6,245	3,635	false	true	false	0	16.7	good	low	false	false	false	0.7	traditional	high_burden
842	IRR-ZAM-2024-00842	Zambia	2,024	2.1	subsistence	false	644	26.3	occasional	5	none	none	none	none	0	2.1	0	0	0	na	0	0	false	0	false	0	443	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
843	IRR-GHA-2020-00843	Ghana	2,020	0.67	semi-commercial	false	722	19.4	frequent	7	none	none	none	none	0	0.67	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	true	false	0	none	high_burden
844	IRR-MAL-2024-00844	Mali	2,024	2.52	semi-commercial	false	795	32.5	frequent	5	none	none	none	none	0	2.52	0	0	0	na	0	0	false	0	false	0	510	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
845	IRR-TAN-2020-00845	Tanzania	2,020	1.21	semi-commercial	false	1,408	31.7	rare	7	none	none	none	none	0	1.21	0	0	0	na	0	0	false	0	false	0	470	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
846	IRR-BUR-2023-00846	Burkina Faso	2,023	1.5	semi-commercial	true	999	18.3	occasional	3	surface	rainwater_harvesting	solar	cooperative	0.91	0.59	60.5	48	6	fair	725	102	false	0	false	383	447	58.9	226	0.84	83	60.2	29.4	0	27	weekly	calendar	rice	23.3	2.1	3	3,475	3,834	false	false	false	0	16.9	poor	low	false	false	false	4.2	traditional	high_burden
847	IRR-UGA-2024-00847	Uganda	2,024	0.77	semi-commercial	false	1,145	21.9	occasional	7	none	none	none	none	0	0.77	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	high_burden
848	IRR-BUR-2025-00848	Burkina Faso	2,025	0.89	subsistence	false	904	15.1	frequent	5	none	none	none	none	0	0.89	0	0	0	na	0	0	false	0	false	0	527	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	high_burden
849	IRR-ETH-2018-00849	Ethiopia	2,018	2	subsistence	false	1,026	27	occasional	7	none	none	none	none	0	2	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	high_burden
850	IRR-MAL-2025-00850	Mali	2,025	2.87	semi-commercial	false	1,416	30.6	frequent	6	none	none	none	none	0	2.87	0	0	0	na	0	0	false	0	false	0	541	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
851	IRR-MAL-2024-00851	Malawi	2,024	0.79	subsistence	false	1,269	31.5	occasional	5	none	none	none	none	0	0.79	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	high_burden
852	IRR-MAL-2022-00852	Malawi	2,022	5.53	subsistence	false	521	23.1	frequent	4	none	none	none	none	0	5.53	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	true	false	0	none	high_burden
853	IRR-TAN-2020-00853	Tanzania	2,020	1.56	semi-commercial	false	948	19.7	frequent	3	none	none	none	none	0	1.56	0	0	0	na	0	0	false	0	false	0	558	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
854	IRR-BUR-2022-00854	Burkina Faso	2,022	2.02	subsistence	false	906	34	frequent	4	none	none	none	none	0	2.02	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	high_burden
855	IRR-ETH-2025-00855	Ethiopia	2,025	0.88	subsistence	false	1,352	16.1	occasional	3	none	none	none	none	0	0.88	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
856	IRR-ETH-2019-00856	Ethiopia	2,019	1.74	subsistence	false	764	16.5	occasional	2	none	none	none	none	0	1.74	0	0	0	na	0	0	false	0	false	0	492	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
857	IRR-MAL-2021-00857	Mali	2,021	1.48	semi-commercial	false	963	27.3	frequent	6	none	none	none	none	0	1.48	0	0	0	na	0	0	false	0	false	0	596	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
858	IRR-KEN-2020-00858	Kenya	2,020	1.37	semi-commercial	false	1,027	19.4	occasional	3	none	none	none	none	0	1.37	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	false	false	0	none	high_burden
859	IRR-NIG-2018-00859	Nigeria	2,018	0.41	semi-commercial	false	830	22.1	occasional	6	none	none	none	none	0	0.41	0	0	0	na	0	0	false	0	false	0	545	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
860	IRR-KEN-2020-00860	Kenya	2,020	1.33	commercial	false	1,064	33.5	occasional	3	none	none	none	none	0	1.33	0	0	0	na	0	0	false	0	false	0	472	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
861	IRR-MAL-2018-00861	Mali	2,018	0.67	semi-commercial	false	614	18.3	occasional	7	none	none	none	none	0	0.67	0	0	0	na	0	0	false	0	false	0	555	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
862	IRR-MAL-2022-00862	Malawi	2,022	2	subsistence	false	983	25.5	frequent	4	none	none	none	none	0	2	0	0	0	na	0	0	false	0	false	0	451	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
863	IRR-ZAM-2024-00863	Zambia	2,024	1.84	subsistence	false	675	32.9	occasional	3	none	none	none	none	0	1.84	0	0	0	na	0	0	false	0	false	0	651	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
864	IRR-GHA-2025-00864	Ghana	2,025	1.09	subsistence	false	901	32.5	rare	4	none	none	none	none	0	1.09	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	high_burden
865	IRR-KEN-2023-00865	Kenya	2,023	1.81	subsistence	false	663	16.7	rare	5	none	none	none	none	0	1.81	0	0	0	na	0	0	false	0	false	0	501	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
866	IRR-UGA-2018-00866	Uganda	2,018	0.7	subsistence	false	829	31.8	occasional	6	none	none	none	none	0	0.7	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	high_burden
867	IRR-ZAM-2018-00867	Zambia	2,018	1.05	subsistence	false	1,110	20.1	rare	3	none	none	none	none	0	1.05	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	high_burden
868	IRR-ZAM-2022-00868	Zambia	2,022	3.62	semi-commercial	true	523	31.3	frequent	3	sprinkler	river	solar	individual	1.84	1.79	50.7	83	3	fair	2,754	374	false	0	true	568	591	78.3	445	1.94	74.2	78.4	45.5	0	37	biweekly	visual	vegetables	20.3	1.24	1	10,429	5,681	false	false	false	0	23.8	poor	medium	false	true	false	7.5	modern	high_burden
869	IRR-NIG-2020-00869	Nigeria	2,020	1.2	semi-commercial	false	765	32.7	occasional	2	none	none	none	none	0	1.2	0	0	0	na	0	0	false	0	false	0	577	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
870	IRR-KEN-2022-00870	Kenya	2,022	0.62	subsistence	false	1,097	26.5	occasional	5	none	none	none	none	0	0.62	0	0	0	na	0	0	false	0	false	0	611	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
871	IRR-KEN-2019-00871	Kenya	2,019	1.84	commercial	false	899	16.1	occasional	7	none	none	none	none	0	1.84	0	0	0	na	0	0	false	0	false	0	682	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
872	IRR-MAL-2025-00872	Mali	2,025	3.42	subsistence	false	969	19.9	frequent	4	none	none	none	none	0	3.42	0	0	0	na	0	0	false	0	false	0	561	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	high_burden
873	IRR-NIG-2024-00873	Nigeria	2,024	3.31	semi-commercial	true	1,064	31.2	occasional	4	flood	reservoir	manual	individual	1.42	1.9	42.8	47	9	excellent	567	43	true	296	false	425	602	41.2	175	1.47	77.4	82.7	26.4	0	57	biweekly	calendar	fruits	43.4	1.76	1	6,023	4,245	false	false	false	0	0	good	low	false	false	true	0.8	traditional	high_burden
874	IRR-UGA-2020-00874	Uganda	2,020	4.79	semi-commercial	false	667	19	frequent	6	none	none	none	none	0	4.79	0	0	0	na	0	0	false	0	false	0	560	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
875	IRR-BUR-2025-00875	Burkina Faso	2,025	1.92	semi-commercial	false	956	25	occasional	4	none	none	none	none	0	1.92	0	0	0	na	0	0	false	0	false	0	409	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
876	IRR-MAL-2020-00876	Mali	2,020	3.1	semi-commercial	false	1,183	27.3	rare	6	none	none	none	none	0	3.1	0	0	0	na	0	0	false	0	false	0	476	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
877	IRR-BUR-2023-00877	Burkina Faso	2,023	0.54	semi-commercial	false	771	16.2	occasional	4	none	none	none	none	0	0.54	0	0	0	na	0	0	false	0	false	0	646	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
878	IRR-ZAM-2019-00878	Zambia	2,019	1.15	subsistence	false	892	25.8	occasional	5	none	none	none	none	0	1.15	0	0	0	na	0	0	false	0	false	0	561	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
879	IRR-MAL-2018-00879	Malawi	2,018	0.78	commercial	true	1,111	18.8	frequent	5	flood	river	solar	shared	0.41	0.37	52.2	13	2	excellent	163	23	false	0	true	671	523	49.2	330	2.16	86.1	88.2	37.4	0	16	weekly	calendar	cotton	48.2	2.14	1	2,741	6,712	false	true	true	0	12.2	good	low	true	false	false	0.9	traditional	high_burden
880	IRR-UGA-2021-00880	Uganda	2,021	1.5	commercial	false	985	25.9	occasional	6	none	none	none	none	0	1.5	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	high_burden
881	IRR-UGA-2023-00881	Uganda	2,023	2.24	subsistence	false	408	18.1	rare	6	none	none	none	none	0	2.24	0	0	0	na	0	0	false	0	false	0	578	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
882	IRR-ZAM-2018-00882	Zambia	2,018	0.33	subsistence	false	1,153	21.3	rare	7	none	none	none	none	0	0.33	0	0	0	na	0	0	false	0	false	0	470	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
883	IRR-MAL-2023-00883	Mali	2,023	0.68	subsistence	false	968	18.3	occasional	2	none	none	none	none	0	0.68	0	0	0	na	0	0	false	0	false	0	435	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
884	IRR-MAL-2024-00884	Malawi	2,024	1.35	subsistence	false	882	25.8	frequent	7	none	none	none	none	0	1.35	0	0	0	na	0	0	false	0	false	0	674	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
885	IRR-TAN-2020-00885	Tanzania	2,020	3.49	subsistence	false	426	22.2	rare	5	none	none	none	none	0	3.49	0	0	0	na	0	0	false	0	false	0	535	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
886	IRR-MAL-2020-00886	Mali	2,020	0.87	semi-commercial	false	724	32	occasional	7	none	none	none	none	0	0.87	0	0	0	na	0	0	false	0	false	0	472	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
887	IRR-UGA-2021-00887	Uganda	2,021	2.26	semi-commercial	false	855	21.4	rare	2	none	none	none	none	0	2.26	0	0	0	na	0	0	false	0	false	0	651	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
888	IRR-MAL-2020-00888	Malawi	2,020	1.35	semi-commercial	false	539	20.9	frequent	2	none	none	none	none	0	1.35	0	0	0	na	0	0	false	0	false	0	500	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
889	IRR-BUR-2020-00889	Burkina Faso	2,020	4.01	semi-commercial	false	927	17.9	occasional	5	none	none	none	none	0	4.01	0	0	0	na	0	0	false	0	false	0	638	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
890	IRR-NIG-2018-00890	Nigeria	2,018	0.77	subsistence	false	778	17.3	occasional	6	none	none	none	none	0	0.77	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	false	false	0	none	high_burden
891	IRR-GHA-2019-00891	Ghana	2,019	3.51	semi-commercial	false	1,128	32.1	occasional	3	none	none	none	none	0	3.51	0	0	0	na	0	0	false	0	false	0	482	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
892	IRR-MAL-2022-00892	Mali	2,022	2.4	semi-commercial	false	858	32.6	rare	5	none	none	none	none	0	2.4	0	0	0	na	0	0	false	0	false	0	529	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
893	IRR-ZAM-2023-00893	Zambia	2,023	3.02	semi-commercial	false	1,052	33.5	rare	3	none	none	none	none	0	3.02	0	0	0	na	0	0	false	0	false	0	564	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
894	IRR-KEN-2022-00894	Kenya	2,022	1.08	semi-commercial	false	562	26.3	occasional	5	none	none	none	none	0	1.08	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
895	IRR-GHA-2023-00895	Ghana	2,023	3.32	subsistence	false	743	29.6	occasional	3	none	none	none	none	0	3.32	0	0	0	na	0	0	false	0	false	0	636	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
896	IRR-MAL-2019-00896	Malawi	2,019	1.79	subsistence	false	518	19.3	rare	5	none	none	none	none	0	1.79	0	0	0	na	0	0	false	0	false	0	689	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
897	IRR-MAL-2020-00897	Mali	2,020	2.09	subsistence	false	882	23.3	rare	5	none	none	none	none	0	2.09	0	0	0	na	0	0	false	0	false	0	405	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
898	IRR-KEN-2019-00898	Kenya	2,019	2.41	commercial	false	616	23.8	rare	6	none	none	none	none	0	2.41	0	0	0	na	0	0	false	0	false	0	625	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
899	IRR-MAL-2019-00899	Malawi	2,019	2.22	semi-commercial	false	918	23.9	occasional	3	none	none	none	none	0	2.22	0	0	0	na	0	0	false	0	false	0	476	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
900	IRR-ZAM-2021-00900	Zambia	2,021	2.69	semi-commercial	false	581	25.4	rare	6	none	none	none	none	0	2.69	0	0	0	na	0	0	false	0	false	0	602	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

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