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	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
4,901	IRR-MAL-2018-04901	Mali	2,018	0.65	subsistence	false	1,147	16.2	frequent	7	none	none	none	none	0	0.65	0	0	0	na	0	0	false	0	false	0	472	0	0	0	0	0	0	0	0	none	none	vegetables	0	1	0	0	0	false	false	false	0	na	none	false	true	false	0	none	moderate_burden
4,902	IRR-BUR-2018-04902	Burkina Faso	2,018	2.21	commercial	false	923	21.6	rare	4	none	none	none	none	0	2.21	0	0	0	na	0	0	false	0	false	0	678	0	0	0	0	0	0	0	0	none	none	fruits	0	1	0	0	0	false	false	false	0	na	none	false	false	false	0	none	moderate_burden
4,903	IRR-NIG-2020-04903	Nigeria	2,020	1.1	subsistence	false	637	15.7	occasional	6	none	none	none	none	0	1.1	0	0	0	na	0	0	false	0	false	0	592	0	0	0	0	0	0	0	0	none	none	rice	0	1	0	0	0	false	false	false	0	na	none	false	false	false	0	none	moderate_burden
4,904	IRR-GHA-2022-04904	Ghana	2,022	2.08	subsistence	true	923	28.9	rare	5	flood	rainwater_harvesting	diesel	shared	0.64	1.44	30.8	31	14	fair	256	26	false	0	false	618	612	43.3	268	1.49	72.9	66.7	21.1	149	26	weekly	calendar	sugarcane	29.3	1.66	1	3,953	6,182	true	false	false	20.4	poor	low	false	false	false	0.8	traditional	moderate_burden
4,905	IRR-UGA-2025-04905	Uganda	2,025	4.86	semi-commercial	false	1,077	22.6	frequent	4	none	none	none	none	0	4.86	0	0	0	na	0	0	false	0	false	0	533	0	0	0	0	0	0	0	0	none	none	rice	0	1	0	0	0	false	false	false	0	na	none	false	true	false	0	none	moderate_burden
4,906	IRR-TAN-2023-04906	Tanzania	2,023	1.32	semi-commercial	false	814	32.2	occasional	5	none	none	none	none	0	1.32	0	0	0	na	0	0	false	0	false	0	566	0	0	0	0	0	0	0	0	none	none	maize	0	1	0	0	0	false	false	false	0	na	none	false	false	false	0	none	moderate_burden
4,907	IRR-MAL-2020-04907	Malawi	2,020	1.02	subsistence	false	1,334	21.6	rare	2	none	none	none	none	0	1.02	0	0	0	na	0	0	false	0	false	0	543	0	0	0	0	0	0	0	0	none	none	horticulture	0	1	0	0	0	false	false	false	0	na	none	false	false	false	0	none	moderate_burden
4,908	IRR-ZAM-2023-04908	Zambia	2,023	1.58	semi-commercial	false	1,108	15.5	occasional	5	none	none	none	none	0	1.58	0	0	0	na	0	0	false	0	false	0	541	0	0	0	0	0	0	0	0	none	none	horticulture	0	1	0	0	0	false	false	false	0	na	none	false	false	false	0	none	moderate_burden
4,909	IRR-BUR-2021-04909	Burkina Faso	2,021	3.45	subsistence	false	609	25.3	rare	4	none	none	none	none	0	3.45	0	0	0	na	0	0	false	0	false	0	681	0	0	0	0	0	0	0	0	none	none	rice	0	1	0	0	0	false	false	false	0	na	none	false	false	false	0	none	moderate_burden
4,910	IRR-MAL-2022-04910	Mali	2,022	1.51	subsistence	false	855	19.2	occasional	5	none	none	none	none	0	1.51	0	0	0	na	0	0	false	0	false	0	423	0	0	0	0	0	0	0	0	none	none	fruits	0	1	0	0	0	false	false	false	0	na	none	false	false	false	0	none	moderate_burden
4,911	IRR-NIG-2020-04911	Nigeria	2,020	0.69	subsistence	true	400	27	occasional	5	sprinkler	lake	diesel	shared	0.62	0.07	89.8	36	19	poor	935	131	true	353	false	555	591	72.9	404	2.49	93.4	60.6	41.3	87	12	daily	soil_moisture	fruits	35.8	2.42	2	3,458	5,548	false	true	false	5.5	poor	medium	true	false	false	7.5	modern	moderate_burden
4,912	IRR-MAL-2019-04912	Malawi	2,019	0.48	subsistence	false	859	17.5	frequent	7	none	none	none	none	0	0.48	0	0	0	na	0	0	false	0	false	0	520	0	0	0	0	0	0	0	0	none	none	fruits	0	1	0	0	0	false	false	false	0	na	none	false	true	false	0	none	moderate_burden
4,913	IRR-ZAM-2021-04913	Zambia	2,021	3.76	subsistence	false	1,190	33.8	occasional	7	none	none	none	none	0	3.76	0	0	0	na	0	0	false	0	false	0	668	0	0	0	0	0	0	0	0	none	none	rice	0	1	0	0	0	false	false	false	0	na	none	false	false	false	0	none	moderate_burden
4,914	IRR-UGA-2022-04914	Uganda	2,022	1.05	semi-commercial	false	934	18.2	rare	2	none	none	none	none	0	1.05	0	0	0	na	0	0	false	0	false	0	647	0	0	0	0	0	0	0	0	none	none	horticulture	0	1	0	0	0	false	false	false	0	na	none	false	false	false	0	none	moderate_burden
4,915	IRR-MAL-2019-04915	Mali	2,019	2.65	semi-commercial	false	1,369	33.7	occasional	5	none	none	none	none	0	2.65	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	na	none	false	false	false	0	none	moderate_burden
4,916	IRR-BUR-2023-04916	Burkina Faso	2,023	3.14	subsistence	true	1,183	23.9	rare	4	flood	river	electric	government	2.91	0.24	92.5	119	2	good	1,163	152	true	494	false	646	677	48.8	315	2.08	79.7	65.1	25.4	302	116	weekly	calendar	maize	30.3	1.7	1	18,769	6,456	true	true	false	13.7	good	low	true	false	false	2.4	traditional	moderate_burden
4,917	IRR-NIG-2025-04917	Nigeria	2,025	2.04	subsistence	false	998	29.7	frequent	5	none	none	none	none	0	2.04	0	0	0	na	0	0	false	0	false	0	468	0	0	0	0	0	0	0	0	none	none	rice	0	1	0	0	0	false	false	false	0	na	none	false	true	false	0	none	moderate_burden
4,918	IRR-BUR-2020-04918	Burkina Faso	2,020	1.49	subsistence	false	1,073	33	frequent	3	none	none	none	none	0	1.49	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	na	none	false	true	false	0	none	moderate_burden
4,919	IRR-ZAM-2024-04919	Zambia	2,024	0.51	subsistence	true	949	34.9	occasional	7	flood	wetland	solar	individual	0.28	0.24	53.8	12	10	fair	110	6	false	0	false	598	523	44.5	266	1.58	80	70.4	25	0	11	weekly	weather_based	rice	29.9	1.84	2	1,651	5,981	false	true	false	5.9	poor	low	false	false	false	1.4	traditional	moderate_burden
4,920	IRR-ZAM-2021-04920	Zambia	2,021	0.54	semi-commercial	false	846	34.3	rare	4	none	none	none	none	0	0.54	0	0	0	na	0	0	false	0	false	0	430	0	0	0	0	0	0	0	0	none	none	vegetables	0	1	0	0	0	false	false	false	0	na	none	false	false	false	0	none	moderate_burden
4,921	IRR-ETH-2021-04921	Ethiopia	2,021	1.57	subsistence	false	1,339	28.5	occasional	6	none	none	none	none	0	1.57	0	0	0	na	0	0	false	0	false	0	508	0	0	0	0	0	0	0	0	none	none	maize	0	1	0	0	0	false	false	false	0	na	none	false	false	false	0	none	moderate_burden
4,922	IRR-TAN-2023-04922	Tanzania	2,023	1.26	semi-commercial	false	542	34.5	frequent	4	none	none	none	none	0	1.26	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	na	none	false	true	false	0	none	moderate_burden
4,923	IRR-MAL-2020-04923	Mali	2,020	3.26	subsistence	false	1,177	18.4	frequent	4	none	none	none	none	0	3.26	0	0	0	na	0	0	false	0	false	0	577	0	0	0	0	0	0	0	0	none	none	maize	0	1	0	0	0	false	false	false	0	na	none	false	true	false	0	none	moderate_burden
4,924	IRR-NIG-2021-04924	Nigeria	2,021	0.8	semi-commercial	false	966	26.3	rare	5	none	none	none	none	0	0.8	0	0	0	na	0	0	false	0	false	0	577	0	0	0	0	0	0	0	0	none	none	cotton	0	1	0	0	0	false	false	false	0	na	none	false	false	false	0	none	moderate_burden
4,925	IRR-KEN-2023-04925	Kenya	2,023	1	subsistence	true	794	30.7	occasional	2	manual	lake	gravity	cooperative	0.33	0.67	33.2	18	3	good	66	6	false	0	true	750	424	51.8	388	2.28	90.2	63.9	29.8	0	26	as_needed	visual	cotton	29.9	1.48	1	2,480	7,499	false	false	false	0	good	low	false	false	false	0.4	traditional	moderate_burden
4,926	IRR-TAN-2020-04926	Tanzania	2,020	1.13	subsistence	false	1,208	31.7	frequent	2	none	none	none	none	0	1.13	0	0	0	na	0	0	false	0	false	0	573	0	0	0	0	0	0	0	0	none	none	rice	0	1	0	0	0	false	false	false	0	na	none	false	true	false	0	none	moderate_burden
4,927	IRR-MAL-2025-04927	Malawi	2,025	3.7	semi-commercial	false	1,135	20.3	occasional	4	none	none	none	none	0	3.7	0	0	0	na	0	0	false	0	false	0	479	0	0	0	0	0	0	0	0	none	none	horticulture	0	1	0	0	0	false	false	false	0	na	none	false	false	false	0	none	moderate_burden
4,928	IRR-BUR-2025-04928	Burkina Faso	2,025	1.29	commercial	false	732	15.1	rare	7	none	none	none	none	0	1.29	0	0	0	na	0	0	false	0	false	0	499	0	0	0	0	0	0	0	0	none	none	vegetables	0	1	0	0	0	false	false	false	0	na	none	false	false	false	0	none	moderate_burden
4,929	IRR-TAN-2022-04929	Tanzania	2,022	1.74	subsistence	false	899	16.1	rare	4	none	none	none	none	0	1.74	0	0	0	na	0	0	false	0	false	0	695	0	0	0	0	0	0	0	0	none	none	vegetables	0	1	0	0	0	false	false	false	0	na	none	false	false	false	0	none	moderate_burden
4,930	IRR-ZAM-2019-04930	Zambia	2,019	0.87	semi-commercial	false	618	17	rare	5	none	none	none	none	0	0.87	0	0	0	na	0	0	false	0	false	0	434	0	0	0	0	0	0	0	0	none	none	fruits	0	1	0	0	0	false	false	false	0	na	none	false	false	false	0	none	moderate_burden
4,931	IRR-NIG-2023-04931	Nigeria	2,023	2.57	semi-commercial	true	1,474	32.7	frequent	3	flood	rainwater_harvesting	solar	shared	2	0.57	77.8	106	9	good	799	102	false	0	false	318	585	49.3	157	1.88	78.7	75.2	29.2	0	80	biweekly	visual	vegetables	34.2	1.89	1	6,359	3,182	false	false	false	15.7	good	low	false	true	false	1.8	traditional	moderate_burden
4,932	IRR-ZAM-2023-04932	Zambia	2,023	0.95	semi-commercial	false	1,001	20.6	occasional	4	none	none	none	none	0	0.95	0	0	0	na	0	0	false	0	false	0	580	0	0	0	0	0	0	0	0	none	none	vegetables	0	1	0	0	0	false	false	false	0	na	none	false	false	false	0	none	moderate_burden
4,933	IRR-KEN-2021-04933	Kenya	2,021	3.2	subsistence	false	1,011	20.8	occasional	4	none	none	none	none	0	3.2	0	0	0	na	0	0	false	0	false	0	537	0	0	0	0	0	0	0	0	none	none	maize	0	1	0	0	0	false	false	false	0	na	none	false	false	false	0	none	moderate_burden
4,934	IRR-MAL-2019-04934	Mali	2,019	2.03	subsistence	false	1,107	29	rare	7	none	none	none	none	0	2.03	0	0	0	na	0	0	false	0	false	0	640	0	0	0	0	0	0	0	0	none	none	fruits	0	1	0	0	0	false	false	false	0	na	none	false	false	false	0	none	moderate_burden
4,935	IRR-MAL-2021-04935	Mali	2,021	2.3	semi-commercial	true	505	32	frequent	5	flood	reservoir	gravity	cooperative	1.55	0.75	67.3	86	1	poor	619	70	false	0	false	399	532	39.8	159	2.08	92.4	89.2	32.8	0	62	weekly	calendar	rice	37	2.33	2	6,168	3,986	false	true	false	0	poor	low	false	true	false	1.5	traditional	moderate_burden
4,936	IRR-BUR-2022-04936	Burkina Faso	2,022	2.22	semi-commercial	false	691	31.2	occasional	6	none	none	none	none	0	2.22	0	0	0	na	0	0	false	0	false	0	619	0	0	0	0	0	0	0	0	none	none	rice	0	1	0	0	0	false	false	false	0	na	none	false	false	false	0	none	moderate_burden
4,937	IRR-MAL-2019-04937	Malawi	2,019	1.81	subsistence	false	1,119	18.8	frequent	7	none	none	none	none	0	1.81	0	0	0	na	0	0	false	0	false	0	634	0	0	0	0	0	0	0	0	none	none	rice	0	1	0	0	0	false	false	false	0	na	none	false	true	false	0	none	moderate_burden
4,938	IRR-TAN-2022-04938	Tanzania	2,022	1.15	subsistence	false	563	26.2	occasional	6	none	none	none	none	0	1.15	0	0	0	na	0	0	false	0	false	0	473	0	0	0	0	0	0	0	0	none	none	cotton	0	1	0	0	0	false	false	false	0	na	none	false	false	false	0	none	moderate_burden
4,939	IRR-BUR-2025-04939	Burkina Faso	2,025	0.33	subsistence	false	961	20.7	occasional	3	none	none	none	none	0	0.33	0	0	0	na	0	0	false	0	false	0	655	0	0	0	0	0	0	0	0	none	none	rice	0	1	0	0	0	false	false	false	0	na	none	false	false	false	0	none	moderate_burden
4,940	IRR-ZAM-2018-04940	Zambia	2,018	1.32	semi-commercial	false	1,153	17.7	rare	7	none	none	none	none	0	1.32	0	0	0	na	0	0	false	0	false	0	692	0	0	0	0	0	0	0	0	none	none	vegetables	0	1	0	0	0	false	false	false	0	na	none	false	false	false	0	none	moderate_burden
4,941	IRR-TAN-2024-04941	Tanzania	2,024	3.5	subsistence	false	761	31.2	frequent	3	none	none	none	none	0	3.5	0	0	0	na	0	0	false	0	false	0	487	0	0	0	0	0	0	0	0	none	none	rice	0	1	0	0	0	false	false	false	0	na	none	false	true	false	0	none	moderate_burden
4,942	IRR-UGA-2025-04942	Uganda	2,025	1.12	commercial	false	974	15.1	rare	6	none	none	none	none	0	1.12	0	0	0	na	0	0	false	0	false	0	440	0	0	0	0	0	0	0	0	none	none	rice	0	1	0	0	0	false	false	false	0	na	none	false	false	false	0	none	moderate_burden
4,943	IRR-ETH-2023-04943	Ethiopia	2,023	2.19	semi-commercial	false	976	26.6	rare	2	none	none	none	none	0	2.19	0	0	0	na	0	0	false	0	false	0	547	0	0	0	0	0	0	0	0	none	none	maize	0	1	0	0	0	false	false	false	0	na	none	false	false	false	0	none	moderate_burden
4,944	IRR-MAL-2024-04944	Mali	2,024	0.7	semi-commercial	false	1,045	15.2	rare	6	none	none	none	none	0	0.7	0	0	0	na	0	0	false	0	false	0	615	0	0	0	0	0	0	0	0	none	none	rice	0	1	0	0	0	false	false	false	0	na	none	false	false	false	0	none	moderate_burden
4,945	IRR-GHA-2022-04945	Ghana	2,022	0.5	semi-commercial	false	848	25.7	occasional	3	none	none	none	none	0	0.5	0	0	0	na	0	0	false	0	false	0	682	0	0	0	0	0	0	0	0	none	none	maize	0	1	0	0	0	false	false	false	0	na	none	false	false	false	0	none	moderate_burden
4,946	IRR-BUR-2025-04946	Burkina Faso	2,025	1.34	semi-commercial	false	1,110	16.6	occasional	3	none	none	none	none	0	1.34	0	0	0	na	0	0	false	0	false	0	496	0	0	0	0	0	0	0	0	none	none	fruits	0	1	0	0	0	false	false	false	0	na	none	false	false	false	0	none	moderate_burden
4,947	IRR-TAN-2019-04947	Tanzania	2,019	1.5	semi-commercial	false	962	34.6	occasional	4	none	none	none	none	0	1.5	0	0	0	na	0	0	false	0	false	0	475	0	0	0	0	0	0	0	0	none	none	rice	0	1	0	0	0	false	false	false	0	na	none	false	false	false	0	none	moderate_burden
4,948	IRR-ETH-2021-04948	Ethiopia	2,021	0.64	commercial	false	1,122	28.6	occasional	3	none	none	none	none	0	0.64	0	0	0	na	0	0	false	0	false	0	453	0	0	0	0	0	0	0	0	none	none	maize	0	1	0	0	0	false	false	false	0	na	none	false	false	false	0	none	moderate_burden
4,949	IRR-UGA-2022-04949	Uganda	2,022	1.86	commercial	false	1,133	31.1	occasional	7	none	none	none	none	0	1.86	0	0	0	na	0	0	false	0	false	0	596	0	0	0	0	0	0	0	0	none	none	vegetables	0	1	0	0	0	false	false	false	0	na	none	false	false	false	0	none	moderate_burden
4,950	IRR-NIG-2020-04950	Nigeria	2,020	0.6	subsistence	false	799	27.7	rare	3	none	none	none	none	0	0.6	0	0	0	na	0	0	false	0	false	0	507	0	0	0	0	0	0	0	0	none	none	fruits	0	1	0	0	0	false	false	false	0	na	none	false	false	false	0	none	moderate_burden
4,951	IRR-ETH-2018-04951	Ethiopia	2,018	1.32	subsistence	false	686	33	rare	2	none	none	none	none	0	1.32	0	0	0	na	0	0	false	0	false	0	468	0	0	0	0	0	0	0	0	none	none	maize	0	1	0	0	0	false	false	false	0	na	none	false	false	false	0	none	moderate_burden
4,952	IRR-ETH-2022-04952	Ethiopia	2,022	0.91	commercial	false	532	24.4	rare	3	none	none	none	none	0	0.91	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	na	none	false	false	false	0	none	moderate_burden
4,953	IRR-TAN-2020-04953	Tanzania	2,020	2.11	semi-commercial	false	620	26.1	occasional	3	none	none	none	none	0	2.11	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	na	none	false	false	false	0	none	moderate_burden
4,954	IRR-MAL-2022-04954	Malawi	2,022	0.83	commercial	false	1,008	32.2	occasional	6	none	none	none	none	0	0.83	0	0	0	na	0	0	false	0	false	0	425	0	0	0	0	0	0	0	0	none	none	fruits	0	1	0	0	0	false	false	false	0	na	none	false	false	false	0	none	moderate_burden
4,955	IRR-ETH-2022-04955	Ethiopia	2,022	4	subsistence	false	1,096	32.9	rare	2	none	none	none	none	0	4	0	0	0	na	0	0	false	0	false	0	546	0	0	0	0	0	0	0	0	none	none	rice	0	1	0	0	0	false	false	false	0	na	none	false	false	false	0	none	moderate_burden
4,956	IRR-GHA-2022-04956	Ghana	2,022	0.2	semi-commercial	true	1,066	33.6	occasional	7	drip	river	solar	shared	0.19	0.01	92.9	11	11	fair	465	27	false	0	false	553	504	93.8	518	2	70.4	90.5	59.7	0	3	weekly	visual	maize	33.5	1.83	1	1,028	5,528	false	false	false	11.9	poor	high	false	false	false	13.9	modern	moderate_burden
4,957	IRR-ZAM-2024-04957	Zambia	2,024	0.98	subsistence	false	830	22.4	occasional	2	none	none	none	none	0	0.98	0	0	0	na	0	0	false	0	false	0	664	0	0	0	0	0	0	0	0	none	none	horticulture	0	1	0	0	0	false	false	false	0	na	none	false	false	false	0	none	moderate_burden
4,958	IRR-BUR-2024-04958	Burkina Faso	2,024	2.57	subsistence	false	945	31.3	rare	2	none	none	none	none	0	2.57	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	na	none	false	false	false	0	none	moderate_burden
4,959	IRR-MAL-2020-04959	Malawi	2,020	2.61	semi-commercial	false	931	31.4	rare	5	none	none	none	none	0	2.61	0	0	0	na	0	0	false	0	false	0	522	0	0	0	0	0	0	0	0	none	none	rice	0	1	0	0	0	false	false	false	0	na	none	false	false	false	0	none	moderate_burden
4,960	IRR-ZAM-2018-04960	Zambia	2,018	3.68	subsistence	false	880	32.9	frequent	2	none	none	none	none	0	3.68	0	0	0	na	0	0	false	0	false	0	465	0	0	0	0	0	0	0	0	none	none	rice	0	1	0	0	0	false	false	false	0	na	none	false	true	false	0	none	moderate_burden
4,961	IRR-MAL-2024-04961	Mali	2,024	1.53	subsistence	false	571	32.8	frequent	2	none	none	none	none	0	1.53	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	na	none	false	true	false	0	none	moderate_burden
4,962	IRR-MAL-2022-04962	Malawi	2,022	0.68	semi-commercial	false	804	30.4	occasional	5	none	none	none	none	0	0.68	0	0	0	na	0	0	false	0	false	0	619	0	0	0	0	0	0	0	0	none	none	sugarcane	0	1	0	0	0	false	false	false	0	na	none	false	false	false	0	none	moderate_burden
4,963	IRR-BUR-2021-04963	Burkina Faso	2,021	3.83	semi-commercial	false	686	33.7	rare	2	none	none	none	none	0	3.83	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	na	none	false	false	false	0	none	moderate_burden
4,964	IRR-MAL-2024-04964	Mali	2,024	3.47	semi-commercial	false	1,202	32.2	occasional	5	none	none	none	none	0	3.47	0	0	0	na	0	0	false	0	false	0	407	0	0	0	0	0	0	0	0	none	none	vegetables	0	1	0	0	0	false	false	false	0	na	none	false	false	false	0	none	moderate_burden
4,965	IRR-GHA-2021-04965	Ghana	2,021	1.44	semi-commercial	false	856	17.9	frequent	6	none	none	none	none	0	1.44	0	0	0	na	0	0	false	0	false	0	496	0	0	0	0	0	0	0	0	none	none	fruits	0	1	0	0	0	false	false	false	0	na	none	false	true	false	0	none	moderate_burden
4,966	IRR-TAN-2018-04966	Tanzania	2,018	0.63	subsistence	false	1,239	27	frequent	2	none	none	none	none	0	0.63	0	0	0	na	0	0	false	0	false	0	513	0	0	0	0	0	0	0	0	none	none	vegetables	0	1	0	0	0	false	false	false	0	na	none	false	true	false	0	none	moderate_burden
4,967	IRR-BUR-2018-04967	Burkina Faso	2,018	1.68	subsistence	false	1,173	25.1	frequent	6	none	none	none	none	0	1.68	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	na	none	false	true	false	0	none	moderate_burden
4,968	IRR-BUR-2020-04968	Burkina Faso	2,020	1.34	semi-commercial	false	639	18.3	frequent	2	none	none	none	none	0	1.34	0	0	0	na	0	0	false	0	false	0	616	0	0	0	0	0	0	0	0	none	none	vegetables	0	1	0	0	0	false	false	false	0	na	none	false	true	false	0	none	moderate_burden
4,969	IRR-MAL-2022-04969	Mali	2,022	6.05	subsistence	false	979	31.2	rare	7	none	none	none	none	0	6.05	0	0	0	na	0	0	false	0	false	0	497	0	0	0	0	0	0	0	0	none	none	vegetables	0	1	0	0	0	false	false	false	0	na	none	false	false	false	0	none	moderate_burden
4,970	IRR-MAL-2019-04970	Mali	2,019	0.84	semi-commercial	false	996	33.1	occasional	2	none	none	none	none	0	0.84	0	0	0	na	0	0	false	0	false	0	468	0	0	0	0	0	0	0	0	none	none	maize	0	1	0	0	0	false	false	false	0	na	none	false	false	false	0	none	moderate_burden
4,971	IRR-MAL-2018-04971	Malawi	2,018	1.5	subsistence	false	810	30.1	occasional	7	none	none	none	none	0	1.5	0	0	0	na	0	0	false	0	false	0	421	0	0	0	0	0	0	0	0	none	none	fruits	0	1	0	0	0	false	false	false	0	na	none	false	false	false	0	none	moderate_burden
4,972	IRR-UGA-2024-04972	Uganda	2,024	0.76	subsistence	false	966	19.6	rare	7	none	none	none	none	0	0.76	0	0	0	na	0	0	false	0	false	0	481	0	0	0	0	0	0	0	0	none	none	vegetables	0	1	0	0	0	false	false	false	0	na	none	false	false	false	0	none	moderate_burden
4,973	IRR-MAL-2025-04973	Malawi	2,025	1.15	subsistence	true	821	27.8	occasional	7	drip	rainwater_harvesting	diesel	cooperative	0.81	0.34	70.8	34	16	good	2,033	239	false	0	false	509	502	92.2	470	1.35	93.1	75.8	65.1	155	12	biweekly	visual	maize	27.1	1.27	2	4,144	5,095	true	false	false	3.6	good	high	false	false	false	13.1	modern	moderate_burden
4,974	IRR-BUR-2019-04974	Burkina Faso	2,019	3.53	commercial	false	1,076	20.3	frequent	2	none	none	none	none	0	3.53	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	na	none	false	true	false	0	none	moderate_burden
4,975	IRR-ZAM-2022-04975	Zambia	2,022	0.88	semi-commercial	false	825	19.1	occasional	5	none	none	none	none	0	0.88	0	0	0	na	0	0	false	0	false	0	538	0	0	0	0	0	0	0	0	none	none	maize	0	1	0	0	0	false	false	false	0	na	none	false	false	false	0	none	moderate_burden
4,976	IRR-MAL-2018-04976	Mali	2,018	0.48	subsistence	false	653	25.2	occasional	3	none	none	none	none	0	0.48	0	0	0	na	0	0	false	0	false	0	687	0	0	0	0	0	0	0	0	none	none	cotton	0	1	0	0	0	false	false	false	0	na	none	false	false	false	0	none	moderate_burden
4,977	IRR-KEN-2023-04977	Kenya	2,023	0.74	subsistence	false	1,209	15.3	rare	7	none	none	none	none	0	0.74	0	0	0	na	0	0	false	0	false	0	678	0	0	0	0	0	0	0	0	none	none	rice	0	1	0	0	0	false	false	false	0	na	none	false	false	false	0	none	moderate_burden
4,978	IRR-MAL-2021-04978	Malawi	2,021	0.66	subsistence	false	567	23	occasional	3	none	none	none	none	0	0.66	0	0	0	na	0	0	false	0	false	0	657	0	0	0	0	0	0	0	0	none	none	maize	0	1	0	0	0	false	false	false	0	na	none	false	false	false	0	none	moderate_burden
4,979	IRR-UGA-2023-04979	Uganda	2,023	2.98	subsistence	false	1,080	34.4	rare	7	none	none	none	none	0	2.98	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	na	none	false	false	false	0	none	moderate_burden
4,980	IRR-BUR-2022-04980	Burkina Faso	2,022	0.49	subsistence	false	988	31.7	rare	3	none	none	none	none	0	0.49	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	na	none	false	false	false	0	none	moderate_burden
4,981	IRR-MAL-2018-04981	Malawi	2,018	0.37	semi-commercial	false	1,658	29.3	occasional	3	none	none	none	none	0	0.37	0	0	0	na	0	0	false	0	false	0	660	0	0	0	0	0	0	0	0	none	none	horticulture	0	1	0	0	0	false	false	false	0	na	none	false	false	false	0	none	moderate_burden
4,982	IRR-GHA-2023-04982	Ghana	2,023	1.77	semi-commercial	false	467	21.4	occasional	6	none	none	none	none	0	1.77	0	0	0	na	0	0	false	0	false	0	403	0	0	0	0	0	0	0	0	none	none	sugarcane	0	1	0	0	0	false	false	false	0	na	none	false	false	false	0	none	moderate_burden
4,983	IRR-MAL-2021-04983	Mali	2,021	0.92	subsistence	false	654	16.9	occasional	6	none	none	none	none	0	0.92	0	0	0	na	0	0	false	0	false	0	595	0	0	0	0	0	0	0	0	none	none	maize	0	1	0	0	0	false	false	false	0	na	none	false	false	false	0	none	moderate_burden
4,984	IRR-MAL-2020-04984	Malawi	2,020	3.23	subsistence	false	858	25.6	frequent	7	none	none	none	none	0	3.23	0	0	0	na	0	0	false	0	false	0	589	0	0	0	0	0	0	0	0	none	none	vegetables	0	1	0	0	0	false	false	false	0	na	none	false	true	false	0	none	moderate_burden
4,985	IRR-ZAM-2019-04985	Zambia	2,019	0.69	semi-commercial	true	472	30.8	occasional	3	drip	lake	gravity	individual	0.67	0.02	97.2	23	3	fair	1,677	201	true	572	false	445	467	93	413	2.36	71.8	86.3	57.6	0	10	daily	calendar	horticulture	41	1.29	2	2,983	4,446	false	false	false	0	poor	high	false	false	false	11.8	modern	moderate_burden
4,986	IRR-MAL-2023-04986	Malawi	2,023	0.42	subsistence	false	1,218	32.8	frequent	7	none	none	none	none	0	0.42	0	0	0	na	0	0	false	0	false	0	620	0	0	0	0	0	0	0	0	none	none	rice	0	1	0	0	0	false	false	false	0	na	none	false	true	false	0	none	moderate_burden
4,987	IRR-ETH-2021-04987	Ethiopia	2,021	1.39	subsistence	false	675	24.8	occasional	3	none	none	none	none	0	1.39	0	0	0	na	0	0	false	0	false	0	479	0	0	0	0	0	0	0	0	none	none	vegetables	0	1	0	0	0	false	false	false	0	na	none	false	false	false	0	none	moderate_burden
4,988	IRR-BUR-2022-04988	Burkina Faso	2,022	1.04	subsistence	false	639	29.8	rare	7	none	none	none	none	0	1.04	0	0	0	na	0	0	false	0	false	0	504	0	0	0	0	0	0	0	0	none	none	rice	0	1	0	0	0	false	false	false	0	na	none	false	false	false	0	none	moderate_burden
4,989	IRR-TAN-2024-04989	Tanzania	2,024	0.31	subsistence	false	1,043	34.3	rare	4	none	none	none	none	0	0.31	0	0	0	na	0	0	false	0	false	0	643	0	0	0	0	0	0	0	0	none	none	cotton	0	1	0	0	0	false	false	false	0	na	none	false	false	false	0	none	moderate_burden
4,990	IRR-KEN-2021-04990	Kenya	2,021	0.66	subsistence	false	1,055	15.1	occasional	6	none	none	none	none	0	0.66	0	0	0	na	0	0	false	0	false	0	686	0	0	0	0	0	0	0	0	none	none	maize	0	1	0	0	0	false	false	false	0	na	none	false	false	false	0	none	moderate_burden
4,991	IRR-ETH-2022-04991	Ethiopia	2,022	2	subsistence	false	662	15.4	occasional	3	none	none	none	none	0	2	0	0	0	na	0	0	false	0	false	0	635	0	0	0	0	0	0	0	0	none	none	vegetables	0	1	0	0	0	false	false	false	0	na	none	false	false	false	0	none	moderate_burden
4,992	IRR-MAL-2023-04992	Mali	2,023	1.23	subsistence	false	843	21.2	frequent	2	none	none	none	none	0	1.23	0	0	0	na	0	0	false	0	false	0	697	0	0	0	0	0	0	0	0	none	none	rice	0	1	0	0	0	false	false	false	0	na	none	false	true	false	0	none	moderate_burden
4,993	IRR-NIG-2018-04993	Nigeria	2,018	1.78	commercial	false	759	28.3	occasional	3	none	none	none	none	0	1.78	0	0	0	na	0	0	false	0	false	0	445	0	0	0	0	0	0	0	0	none	none	vegetables	0	1	0	0	0	false	false	false	0	na	none	false	false	false	0	none	moderate_burden
4,994	IRR-BUR-2018-04994	Burkina Faso	2,018	2.12	semi-commercial	false	927	18	frequent	2	none	none	none	none	0	2.12	0	0	0	na	0	0	false	0	false	0	403	0	0	0	0	0	0	0	0	none	none	maize	0	1	0	0	0	false	false	false	0	na	none	false	true	false	0	none	moderate_burden
4,995	IRR-MAL-2022-04995	Malawi	2,022	1.43	subsistence	false	721	18.5	occasional	2	none	none	none	none	0	1.43	0	0	0	na	0	0	false	0	false	0	642	0	0	0	0	0	0	0	0	none	none	horticulture	0	1	0	0	0	false	false	false	0	na	none	false	false	false	0	none	moderate_burden
4,996	IRR-MAL-2022-04996	Mali	2,022	0.59	subsistence	false	651	29.6	occasional	7	none	none	none	none	0	0.59	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	na	none	false	false	false	0	none	moderate_burden
4,997	IRR-ETH-2022-04997	Ethiopia	2,022	1.41	subsistence	false	949	16.7	occasional	7	none	none	none	none	0	1.41	0	0	0	na	0	0	false	0	false	0	455	0	0	0	0	0	0	0	0	none	none	horticulture	0	1	0	0	0	false	false	false	0	na	none	false	false	false	0	none	moderate_burden
4,998	IRR-NIG-2025-04998	Nigeria	2,025	1.21	subsistence	false	940	31.6	rare	7	none	none	none	none	0	1.21	0	0	0	na	0	0	false	0	false	0	514	0	0	0	0	0	0	0	0	none	none	vegetables	0	1	0	0	0	false	false	false	0	na	none	false	false	false	0	none	moderate_burden
4,999	IRR-MAL-2019-04999	Mali	2,019	2.98	commercial	false	1,169	30.7	occasional	4	none	none	none	none	0	2.98	0	0	0	na	0	0	false	0	false	0	694	0	0	0	0	0	0	0	0	none	none	fruits	0	1	0	0	0	false	false	false	0	na	none	false	false	false	0	none	moderate_burden
5,000	IRR-ZAM-2021-05000	Zambia	2,021	0.47	subsistence	false	941	31.4	rare	4	none	none	none	none	0	0.47	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	na	none	false	false	false	0	none	moderate_burden

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