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
4,801	IRR-BUR-2018-04801	Burkina Faso	2,018	2.37	subsistence	false	794	34.7	frequent	4	none	none	none	none	0	2.37	0	0	0	na	0	0	false	0	false	0	695	0	0	0	0	0	0	0	0	none	none	cotton	0	1	0	0	0	false	false	false	0	0	na	none	false	true	false	0	none	moderate_burden
4,802	IRR-ETH-2022-04802	Ethiopia	2,022	1.45	subsistence	true	903	17.4	rare	2	surface	lake	solar	individual	1.33	0.11	92.2	76	15	good	1,068	158	false	0	false	444	611	58.2	258	1.41	70.9	63.9	26.4	0	40	daily	calendar	maize	56.2	1.74	2	5,923	4,437	true	false	false	0	24.9	good	low	false	false	false	2.6	traditional	moderate_burden
4,803	IRR-MAL-2021-04803	Malawi	2,021	1.42	commercial	false	842	20.7	frequent	4	none	none	none	none	0	1.42	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	true	false	0	none	moderate_burden
4,804	IRR-TAN-2018-04804	Tanzania	2,018	5.58	commercial	false	894	22	occasional	3	none	none	none	none	0	5.58	0	0	0	na	0	0	false	0	false	0	510	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
4,805	IRR-ZAM-2022-04805	Zambia	2,022	1.2	semi-commercial	false	1,431	30.6	occasional	7	none	none	none	none	0	1.2	0	0	0	na	0	0	false	0	false	0	406	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
4,806	IRR-UGA-2025-04806	Uganda	2,025	0.7	commercial	true	709	19.2	frequent	7	drip	reservoir	gravity	government	0.35	0.34	50.8	15	2	fair	885	127	false	0	false	309	640	94.1	291	2.44	73.6	82.6	57.2	0	5	biweekly	calendar	maize	51.7	2.27	2	1,095	3,094	true	false	false	0	0	poor	high	false	true	false	4.9	modern	moderate_burden
4,807	IRR-MAL-2022-04807	Malawi	2,022	0.4	subsistence	false	460	26.2	frequent	6	none	none	none	none	0	0.4	0	0	0	na	0	0	false	0	false	0	632	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
4,808	IRR-MAL-2019-04808	Malawi	2,019	1.31	subsistence	false	940	29.2	frequent	5	none	none	none	none	0	1.31	0	0	0	na	0	0	false	0	false	0	575	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
4,809	IRR-MAL-2021-04809	Mali	2,021	2.42	semi-commercial	false	1,139	30.1	rare	6	none	none	none	none	0	2.42	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
4,810	IRR-MAL-2019-04810	Mali	2,019	1.84	semi-commercial	false	1,133	31	frequent	5	none	none	none	none	0	1.84	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	true	false	0	none	moderate_burden
4,811	IRR-TAN-2022-04811	Tanzania	2,022	1.25	subsistence	false	453	21.9	rare	6	none	none	none	none	0	1.25	0	0	0	na	0	0	false	0	false	0	549	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
4,812	IRR-ZAM-2021-04812	Zambia	2,021	1.28	semi-commercial	false	542	19.3	frequent	4	none	none	none	none	0	1.28	0	0	0	na	0	0	false	0	false	0	645	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
4,813	IRR-NIG-2018-04813	Nigeria	2,018	5.75	semi-commercial	false	970	23.2	occasional	4	none	none	none	none	0	5.75	0	0	0	na	0	0	false	0	false	0	505	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
4,814	IRR-UGA-2023-04814	Uganda	2,023	1.1	semi-commercial	false	831	28.6	occasional	4	none	none	none	none	0	1.1	0	0	0	na	0	0	false	0	false	0	534	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
4,815	IRR-ETH-2021-04815	Ethiopia	2,021	3.7	semi-commercial	false	900	18.4	frequent	4	none	none	none	none	0	3.7	0	0	0	na	0	0	false	0	false	0	594	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
4,816	IRR-NIG-2021-04816	Nigeria	2,021	2.65	semi-commercial	true	1,134	28.6	occasional	5	flood	reservoir	gravity	individual	1.23	1.42	46.3	55	15	fair	491	41	false	0	false	315	691	46.6	146	1.69	91.3	66	28.1	0	49	weekly	visual	sugarcane	42.6	2.38	1	3,862	3,147	false	true	false	0	0	poor	low	true	false	false	0.9	traditional	moderate_burden
4,817	IRR-MAL-2020-04817	Mali	2,020	2.18	subsistence	false	768	28.1	occasional	4	none	none	none	none	0	2.18	0	0	0	na	0	0	false	0	false	0	635	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
4,818	IRR-ZAM-2019-04818	Zambia	2,019	0.43	subsistence	false	730	26.8	occasional	6	none	none	none	none	0	0.43	0	0	0	na	0	0	false	0	false	0	496	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
4,819	IRR-BUR-2018-04819	Burkina Faso	2,018	0.6	subsistence	false	806	28.4	occasional	7	none	none	none	none	0	0.6	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	moderate_burden
4,820	IRR-GHA-2021-04820	Ghana	2,021	0.76	subsistence	false	620	31.7	occasional	3	none	none	none	none	0	0.76	0	0	0	na	0	0	false	0	false	0	660	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
4,821	IRR-KEN-2021-04821	Kenya	2,021	2.01	subsistence	false	1,483	29.9	occasional	2	none	none	none	none	0	2.01	0	0	0	na	0	0	false	0	false	0	448	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
4,822	IRR-ETH-2022-04822	Ethiopia	2,022	2.41	semi-commercial	false	469	28.2	rare	7	none	none	none	none	0	2.41	0	0	0	na	0	0	false	0	false	0	586	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
4,823	IRR-BUR-2022-04823	Burkina Faso	2,022	4.26	semi-commercial	false	400	23.3	frequent	2	none	none	none	none	0	4.26	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	true	false	0	none	moderate_burden
4,824	IRR-GHA-2023-04824	Ghana	2,023	2.15	semi-commercial	false	610	31	occasional	5	none	none	none	none	0	2.15	0	0	0	na	0	0	false	0	false	0	576	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
4,825	IRR-UGA-2021-04825	Uganda	2,021	0.57	subsistence	false	1,025	15	occasional	6	none	none	none	none	0	0.57	0	0	0	na	0	0	false	0	false	0	498	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
4,826	IRR-MAL-2023-04826	Malawi	2,023	1.51	subsistence	false	1,162	23.8	occasional	7	none	none	none	none	0	1.51	0	0	0	na	0	0	false	0	false	0	665	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
4,827	IRR-GHA-2024-04827	Ghana	2,024	0.28	semi-commercial	false	1,237	31.8	occasional	5	none	none	none	none	0	0.28	0	0	0	na	0	0	false	0	false	0	627	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
4,828	IRR-MAL-2020-04828	Mali	2,020	2.05	commercial	false	400	31.8	occasional	6	none	none	none	none	0	2.05	0	0	0	na	0	0	false	0	false	0	459	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
4,829	IRR-BUR-2023-04829	Burkina Faso	2,023	0.96	semi-commercial	false	787	27.9	rare	7	none	none	none	none	0	0.96	0	0	0	na	0	0	false	0	false	0	592	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
4,830	IRR-BUR-2025-04830	Burkina Faso	2,025	3.67	semi-commercial	false	646	19.1	occasional	6	none	none	none	none	0	3.67	0	0	0	na	0	0	false	0	false	0	496	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
4,831	IRR-UGA-2020-04831	Uganda	2,020	0.91	commercial	false	1,367	17.5	occasional	5	none	none	none	none	0	0.91	0	0	0	na	0	0	false	0	false	0	561	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
4,832	IRR-MAL-2019-04832	Mali	2,019	1.46	subsistence	false	1,049	16.6	occasional	6	none	none	none	none	0	1.46	0	0	0	na	0	0	false	0	false	0	622	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
4,833	IRR-BUR-2018-04833	Burkina Faso	2,018	0.36	subsistence	false	676	33.1	rare	4	none	none	none	none	0	0.36	0	0	0	na	0	0	false	0	false	0	509	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
4,834	IRR-UGA-2021-04834	Uganda	2,021	1.89	subsistence	false	840	32.7	frequent	7	none	none	none	none	0	1.89	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	0	na	none	false	true	false	0	none	moderate_burden
4,835	IRR-ZAM-2020-04835	Zambia	2,020	0.38	commercial	false	780	21.6	rare	2	none	none	none	none	0	0.38	0	0	0	na	0	0	false	0	false	0	610	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
4,836	IRR-TAN-2019-04836	Tanzania	2,019	1.2	semi-commercial	false	754	25.9	frequent	7	none	none	none	none	0	1.2	0	0	0	na	0	0	false	0	false	0	527	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
4,837	IRR-BUR-2018-04837	Burkina Faso	2,018	3.34	subsistence	false	1,259	29.9	occasional	6	none	none	none	none	0	3.34	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	false	false	0	none	moderate_burden
4,838	IRR-ETH-2018-04838	Ethiopia	2,018	2.62	semi-commercial	false	746	16.6	occasional	3	none	none	none	none	0	2.62	0	0	0	na	0	0	false	0	false	0	517	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
4,839	IRR-BUR-2023-04839	Burkina Faso	2,023	5.84	subsistence	false	1,305	34.4	occasional	7	none	none	none	none	0	5.84	0	0	0	na	0	0	false	0	false	0	516	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
4,840	IRR-KEN-2020-04840	Kenya	2,020	2.37	subsistence	false	748	30.2	frequent	4	none	none	none	none	0	2.37	0	0	0	na	0	0	false	0	false	0	583	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
4,841	IRR-GHA-2025-04841	Ghana	2,025	2.14	subsistence	false	917	19.8	occasional	5	none	none	none	none	0	2.14	0	0	0	na	0	0	false	0	false	0	463	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
4,842	IRR-MAL-2024-04842	Malawi	2,024	10.79	semi-commercial	false	938	29.7	frequent	3	none	none	none	none	0	10.79	0	0	0	na	0	0	false	0	false	0	561	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
4,843	IRR-UGA-2020-04843	Uganda	2,020	0.65	semi-commercial	false	891	20.9	frequent	3	none	none	none	none	0	0.65	0	0	0	na	0	0	false	0	false	0	460	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
4,844	IRR-ZAM-2023-04844	Zambia	2,023	0.57	commercial	false	1,279	30.6	frequent	4	none	none	none	none	0	0.57	0	0	0	na	0	0	false	0	false	0	578	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
4,845	IRR-UGA-2025-04845	Uganda	2,025	1.39	subsistence	true	1,072	24.2	frequent	4	surface	river	gravity	individual	0.92	0.47	66.1	41	3	fair	737	53	false	0	false	549	587	57.6	316	1.55	87.4	77.6	39	0	28	daily	weather_based	fruits	44.3	1.9	2	5,060	5,494	false	true	false	0	0	poor	low	true	true	false	2.4	traditional	moderate_burden
4,846	IRR-NIG-2025-04846	Nigeria	2,025	9.61	semi-commercial	true	955	28.4	occasional	6	drip	river	solar	individual	5.78	3.83	60.2	189	2	good	14,460	1,645	false	0	false	611	656	95	581	2.23	77.1	75.1	55	0	87	weekly	calendar	rice	45.3	1.96	1	35,361	6,113	true	false	false	0	17.6	good	high	false	false	false	6.6	modern	moderate_burden
4,847	IRR-GHA-2022-04847	Ghana	2,022	1.65	subsistence	false	984	30.5	frequent	5	none	none	none	none	0	1.65	0	0	0	na	0	0	false	0	false	0	418	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
4,848	IRR-KEN-2024-04848	Kenya	2,024	0.9	subsistence	true	695	19.3	rare	5	sprinkler	river	solar	cooperative	0.53	0.38	58.3	20	4	good	791	54	false	0	false	460	667	69.1	318	2.21	87.1	65.8	39.6	0	11	biweekly	visual	maize	22.9	2.2	1	2,427	4,603	false	false	false	0	16.9	good	medium	false	false	false	7.6	modern	moderate_burden
4,849	IRR-MAL-2023-04849	Malawi	2,023	1.15	semi-commercial	false	763	26.7	occasional	5	none	none	none	none	0	1.15	0	0	0	na	0	0	false	0	false	0	626	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
4,850	IRR-GHA-2018-04850	Ghana	2,018	0.42	semi-commercial	false	914	24.7	occasional	3	none	none	none	none	0	0.42	0	0	0	na	0	0	false	0	false	0	541	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
4,851	IRR-ZAM-2024-04851	Zambia	2,024	2.15	subsistence	false	968	17.1	frequent	7	none	none	none	none	0	2.15	0	0	0	na	0	0	false	0	false	0	454	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
4,852	IRR-BUR-2023-04852	Burkina Faso	2,023	0.33	subsistence	false	1,227	24.1	occasional	4	none	none	none	none	0	0.33	0	0	0	na	0	0	false	0	false	0	455	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
4,853	IRR-MAL-2021-04853	Mali	2,021	0.86	semi-commercial	false	1,122	17.3	occasional	6	none	none	none	none	0	0.86	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	moderate_burden
4,854	IRR-KEN-2024-04854	Kenya	2,024	0.44	semi-commercial	false	1,108	22.6	occasional	5	none	none	none	none	0	0.44	0	0	0	na	0	0	false	0	false	0	523	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
4,855	IRR-KEN-2018-04855	Kenya	2,018	2.29	subsistence	false	400	18.5	rare	4	none	none	none	none	0	2.29	0	0	0	na	0	0	false	0	false	0	571	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
4,856	IRR-MAL-2022-04856	Mali	2,022	1.5	semi-commercial	false	855	16.8	occasional	5	none	none	none	none	0	1.5	0	0	0	na	0	0	false	0	false	0	655	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
4,857	IRR-NIG-2022-04857	Nigeria	2,022	0.79	semi-commercial	false	962	29.5	occasional	5	none	none	none	none	0	0.79	0	0	0	na	0	0	false	0	false	0	555	0	0	0	0	0	0	0	0	none	none	vegetables	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	moderate_burden
4,858	IRR-UGA-2018-04858	Uganda	2,018	0.56	commercial	false	975	28.7	occasional	5	none	none	none	none	0	0.56	0	0	0	na	0	0	false	0	false	0	514	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
4,859	IRR-KEN-2024-04859	Kenya	2,024	2.73	subsistence	false	1,160	23.5	occasional	2	none	none	none	none	0	2.73	0	0	0	na	0	0	false	0	false	0	666	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
4,860	IRR-TAN-2018-04860	Tanzania	2,018	1.02	commercial	false	815	23.5	frequent	3	none	none	none	none	0	1.02	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	moderate_burden
4,861	IRR-MAL-2025-04861	Malawi	2,025	1.04	commercial	false	892	21.3	occasional	7	none	none	none	none	0	1.04	0	0	0	na	0	0	false	0	false	0	607	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
4,862	IRR-ZAM-2018-04862	Zambia	2,018	1.45	subsistence	false	722	19.2	occasional	5	none	none	none	none	0	1.45	0	0	0	na	0	0	false	0	false	0	623	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
4,863	IRR-TAN-2023-04863	Tanzania	2,023	1.31	semi-commercial	false	400	30.3	occasional	3	none	none	none	none	0	1.31	0	0	0	na	0	0	false	0	false	0	480	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
4,864	IRR-UGA-2023-04864	Uganda	2,023	0.94	subsistence	false	721	33.4	occasional	4	none	none	none	none	0	0.94	0	0	0	na	0	0	false	0	false	0	644	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
4,865	IRR-ZAM-2023-04865	Zambia	2,023	0.96	semi-commercial	false	740	24.1	occasional	6	none	none	none	none	0	0.96	0	0	0	na	0	0	false	0	false	0	498	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
4,866	IRR-ETH-2023-04866	Ethiopia	2,023	0.49	semi-commercial	false	1,166	25	rare	6	none	none	none	none	0	0.49	0	0	0	na	0	0	false	0	false	0	473	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
4,867	IRR-KEN-2018-04867	Kenya	2,018	1.6	subsistence	false	1,178	22.8	rare	7	none	none	none	none	0	1.6	0	0	0	na	0	0	false	0	false	0	487	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
4,868	IRR-NIG-2018-04868	Nigeria	2,018	0.37	semi-commercial	false	775	22.1	rare	5	none	none	none	none	0	0.37	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	moderate_burden
4,869	IRR-NIG-2021-04869	Nigeria	2,021	2.12	semi-commercial	true	929	26.5	rare	5	flood	rainwater_harvesting	diesel	cooperative	1.84	0.27	87.1	70	14	good	738	77	false	0	false	363	435	41.3	150	1.1	87.8	74	26.8	194	74	biweekly	visual	rice	59.6	1.78	2	6,691	3,627	false	false	false	0	6.9	good	low	false	false	false	1.2	traditional	moderate_burden
4,870	IRR-BUR-2023-04870	Burkina Faso	2,023	5.87	subsistence	false	767	23.9	rare	6	none	none	none	none	0	5.87	0	0	0	na	0	0	false	0	false	0	464	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
4,871	IRR-TAN-2019-04871	Tanzania	2,019	1.48	subsistence	false	964	21.3	rare	2	none	none	none	none	0	1.48	0	0	0	na	0	0	false	0	false	0	466	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
4,872	IRR-ETH-2024-04872	Ethiopia	2,024	1.03	semi-commercial	false	463	29.7	occasional	2	none	none	none	none	0	1.03	0	0	0	na	0	0	false	0	false	0	436	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
4,873	IRR-MAL-2023-04873	Mali	2,023	1.93	semi-commercial	false	856	33.7	frequent	4	none	none	none	none	0	1.93	0	0	0	na	0	0	false	0	false	0	422	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
4,874	IRR-ETH-2022-04874	Ethiopia	2,022	1.49	subsistence	false	713	29.4	frequent	5	none	none	none	none	0	1.49	0	0	0	na	0	0	false	0	false	0	427	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
4,875	IRR-NIG-2024-04875	Nigeria	2,024	1.1	commercial	false	1,313	26.9	occasional	5	none	none	none	none	0	1.1	0	0	0	na	0	0	false	0	false	0	422	0	0	0	0	0	0	0	0	none	none	vegetables	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	moderate_burden
4,876	IRR-GHA-2020-04876	Ghana	2,020	2.45	semi-commercial	false	1,068	21.3	occasional	3	none	none	none	none	0	2.45	0	0	0	na	0	0	false	0	false	0	428	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
4,877	IRR-NIG-2022-04877	Nigeria	2,022	1.08	subsistence	false	994	21.9	occasional	5	none	none	none	none	0	1.08	0	0	0	na	0	0	false	0	false	0	656	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
4,878	IRR-NIG-2025-04878	Nigeria	2,025	1.18	semi-commercial	false	1,323	24.7	rare	6	none	none	none	none	0	1.18	0	0	0	na	0	0	false	0	false	0	455	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
4,879	IRR-NIG-2018-04879	Nigeria	2,018	4.66	subsistence	false	1,251	24.5	frequent	5	none	none	none	none	0	4.66	0	0	0	na	0	0	false	0	false	0	480	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
4,880	IRR-UGA-2025-04880	Uganda	2,025	1.28	subsistence	false	821	29.2	rare	4	none	none	none	none	0	1.28	0	0	0	na	0	0	false	0	false	0	559	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
4,881	IRR-MAL-2024-04881	Malawi	2,024	0.32	subsistence	false	1,070	21.3	rare	6	none	none	none	none	0	0.32	0	0	0	na	0	0	false	0	false	0	421	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
4,882	IRR-KEN-2025-04882	Kenya	2,025	0.6	subsistence	true	492	23.5	rare	4	manual	river	wind	government	0.4	0.21	65.6	15	18	good	79	4	true	42	true	484	575	57.3	277	1.74	80.6	85.5	39.5	0	32	weekly	calendar	cotton	36.4	2.11	3	1,911	4,835	false	true	false	0	0	good	low	false	false	false	0.7	traditional	moderate_burden
4,883	IRR-ETH-2018-04883	Ethiopia	2,018	2.47	subsistence	false	937	19.3	occasional	2	none	none	none	none	0	2.47	0	0	0	na	0	0	false	0	false	0	418	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
4,884	IRR-BUR-2023-04884	Burkina Faso	2,023	0.7	commercial	false	1,258	30.4	rare	6	none	none	none	none	0	0.7	0	0	0	na	0	0	false	0	false	0	638	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
4,885	IRR-BUR-2019-04885	Burkina Faso	2,019	0.98	semi-commercial	false	568	30.3	occasional	3	none	none	none	none	0	0.98	0	0	0	na	0	0	false	0	false	0	540	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
4,886	IRR-ZAM-2018-04886	Zambia	2,018	0.86	subsistence	false	514	23.5	occasional	5	none	none	none	none	0	0.86	0	0	0	na	0	0	false	0	false	0	563	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
4,887	IRR-TAN-2024-04887	Tanzania	2,024	2.3	subsistence	false	1,102	24.3	frequent	7	none	none	none	none	0	2.3	0	0	0	na	0	0	false	0	false	0	418	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
4,888	IRR-ZAM-2021-04888	Zambia	2,021	1.24	subsistence	true	400	23.4	rare	5	flood	river	solar	private_company	1.04	0.2	84	38	7	good	418	22	false	0	false	769	519	47.6	366	1.33	81.1	86	33.2	0	42	biweekly	visual	rice	50.3	1.68	2	8,034	7,689	true	false	true	0	5	good	low	true	false	false	1.3	traditional	moderate_burden
4,889	IRR-KEN-2021-04889	Kenya	2,021	1.14	semi-commercial	false	1,026	32.8	rare	6	none	none	none	none	0	1.14	0	0	0	na	0	0	false	0	false	0	501	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
4,890	IRR-MAL-2024-04890	Mali	2,024	0.32	semi-commercial	true	807	34.4	occasional	6	flood	river	gravity	cooperative	0.12	0.2	37.1	4	9	good	48	3	false	0	false	784	541	39.8	312	1.91	92.4	75.4	27.8	0	5	as_needed	visual	maize	26.2	1.62	3	939	7,837	false	false	false	0	0	good	low	true	false	false	1.1	traditional	moderate_burden
4,891	IRR-NIG-2025-04891	Nigeria	2,025	1.53	commercial	false	910	20.4	rare	3	none	none	none	none	0	1.53	0	0	0	na	0	0	false	0	false	0	499	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
4,892	IRR-ZAM-2018-04892	Zambia	2,018	2.69	subsistence	false	1,366	28	occasional	3	none	none	none	none	0	2.69	0	0	0	na	0	0	false	0	false	0	624	0	0	0	0	0	0	0	0	none	none	fruits	0	1	0	0	0	false	false	false	0	0	na	none	false	false	false	0	none	moderate_burden
4,893	IRR-KEN-2024-04893	Kenya	2,024	4.17	subsistence	true	932	15.8	occasional	6	sprinkler	groundwater	electric	individual	1.42	2.75	34.1	79	1	poor	2,137	278	false	0	false	473	545	75.4	357	2.2	74.4	63.5	35.6	186	28	as_needed	visual	maize	53.4	1.21	1	6,746	4,734	true	false	false	58.9	24.2	poor	medium	false	false	false	1.9	modern	moderate_burden
4,894	IRR-MAL-2020-04894	Malawi	2,020	0.82	subsistence	false	930	30.5	occasional	3	none	none	none	none	0	0.82	0	0	0	na	0	0	false	0	false	0	492	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
4,895	IRR-GHA-2022-04895	Ghana	2,022	1.22	subsistence	false	885	17.7	frequent	6	none	none	none	none	0	1.22	0	0	0	na	0	0	false	0	false	0	692	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
4,896	IRR-TAN-2022-04896	Tanzania	2,022	0.49	subsistence	false	1,385	31.3	occasional	2	none	none	none	none	0	0.49	0	0	0	na	0	0	false	0	false	0	627	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
4,897	IRR-MAL-2019-04897	Mali	2,019	1.57	semi-commercial	false	1,225	29.6	occasional	6	none	none	none	none	0	1.57	0	0	0	na	0	0	false	0	false	0	632	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
4,898	IRR-KEN-2020-04898	Kenya	2,020	1.42	semi-commercial	false	919	21.5	frequent	6	none	none	none	none	0	1.42	0	0	0	na	0	0	false	0	false	0	481	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
4,899	IRR-NIG-2021-04899	Nigeria	2,021	0.98	commercial	false	666	15.4	occasional	3	none	none	none	none	0	0.98	0	0	0	na	0	0	false	0	false	0	667	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
4,900	IRR-UGA-2022-04900	Uganda	2,022	0.79	commercial	false	747	18.4	frequent	2	none	none	none	none	0	0.79	0	0	0	na	0	0	false	0	false	0	653	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

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