record_id,irrigation_id,country,year,farm_size_ha,farm_type,has_irrigation,annual_rainfall_mm,rainfall_variability_pct,drought_frequency,water_stress_months,irrigation_type,water_source,energy_source,ownership,area_irrigated_ha,rainfed_area_ha,irrigation_pct,irrigation_capacity_m3_day,system_age_years,system_condition,installation_cost_usd,annual_maintenance_usd,subsidy_received,subsidy_amount_usd,financing_access,water_applied_mm,crop_water_requirement_mm,application_efficiency_pct,effective_water_mm,water_productivity_kg_m3,conveyance_efficiency_pct,distribution_uniformity_pct,irrigation_efficiency_index,energy_cost_usd_season,labor_hours_season,irrigation_frequency,scheduling_method,primary_crop,yield_increase_pct,cropping_intensity,seasons_irrigated,total_water_use_m3,water_withdrawal_m3_ha,water_user_association,permit_obtained,water_conflicts,groundwater_depth_m,pump_capacity_hp,maintenance_quality,technology_level,technical_support,water_scarcity_impact,expansion_potential,investment_return_years,irrigation_category,scenario
1,IRR-MAL-2018-00001,Malawi,2018,1.45,subsistence,False,1106.0,32.1,rare,2,none,none,none,none,0.0,1.45,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,603.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2,IRR-GHA-2021-00002,Ghana,2021,1.56,commercial,False,1077.0,15.4,frequent,7,none,none,none,none,0.0,1.56,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,670.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3,IRR-MAL-2019-00003,Mali,2019,2.24,semi-commercial,False,1051.0,19.1,occasional,7,none,none,none,none,0.0,2.24,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,483.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4,IRR-BUR-2020-00004,Burkina Faso,2020,1.09,subsistence,False,744.0,20.8,rare,6,none,none,none,none,0.0,1.09,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,695.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5,IRR-MAL-2022-00005,Mali,2022,2.36,commercial,False,1027.0,33.1,rare,7,none,none,none,none,0.0,2.36,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,668.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
6,IRR-BUR-2021-00006,Burkina Faso,2021,1.68,semi-commercial,False,1096.0,28.9,occasional,6,none,none,none,none,0.0,1.68,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,611.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
7,IRR-ETH-2020-00007,Ethiopia,2020,0.3,subsistence,False,1402.0,23.7,occasional,3,none,none,none,none,0.0,0.3,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,470.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
8,IRR-BUR-2019-00008,Burkina Faso,2019,1.7,semi-commercial,False,1167.0,20.5,occasional,4,none,none,none,none,0.0,1.7,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,467.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
9,IRR-KEN-2018-00009,Kenya,2018,1.63,semi-commercial,False,827.0,16.0,occasional,5,none,none,none,none,0.0,1.63,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,689.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
10,IRR-ETH-2024-00010,Ethiopia,2024,0.83,subsistence,False,731.0,18.7,occasional,2,none,none,none,none,0.0,0.83,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,641.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
11,IRR-NIG-2025-00011,Nigeria,2025,6.35,subsistence,False,981.0,17.4,rare,2,none,none,none,none,0.0,6.35,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,654.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
12,IRR-ZAM-2023-00012,Zambia,2023,0.56,subsistence,True,400.0,24.3,rare,6,flood,rainwater_harvesting,electric,government,0.49,0.07,87.7,19.0,7,good,195.0,12.0,True,117.0,False,400.0,425.0,40.8,163.0,2.43,92.7,84.7,32.0,66.0,20.0,as_needed,visual,cotton,43.2,1.69,1,1953.0,3999.0,True,False,False,0.0,18.3,good,low,True,False,False,1.6,traditional,high_burden
13,IRR-ETH-2019-00013,Ethiopia,2019,1.28,semi-commercial,False,1282.0,27.4,occasional,7,none,none,none,none,0.0,1.28,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,583.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
14,IRR-UGA-2020-00014,Uganda,2020,0.51,subsistence,False,869.0,29.8,rare,6,none,none,none,none,0.0,0.51,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,606.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
15,IRR-MAL-2022-00015,Mali,2022,1.76,subsistence,False,834.0,28.9,rare,2,none,none,none,none,0.0,1.76,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,560.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
16,IRR-ZAM-2024-00016,Zambia,2024,1.07,semi-commercial,False,568.0,25.9,rare,5,none,none,none,none,0.0,1.07,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,561.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
17,IRR-ZAM-2019-00017,Zambia,2019,3.72,semi-commercial,False,1164.0,24.0,occasional,3,none,none,none,none,0.0,3.72,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,652.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
18,IRR-MAL-2021-00018,Mali,2021,0.72,subsistence,False,887.0,16.2,frequent,7,none,none,none,none,0.0,0.72,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,644.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
19,IRR-MAL-2021-00019,Malawi,2021,4.26,subsistence,False,589.0,26.3,occasional,4,none,none,none,none,0.0,4.26,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,488.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
20,IRR-NIG-2023-00020,Nigeria,2023,1.96,semi-commercial,False,886.0,27.5,occasional,2,none,none,none,none,0.0,1.96,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,617.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
21,IRR-KEN-2020-00021,Kenya,2020,1.16,subsistence,False,1137.0,30.9,occasional,4,none,none,none,none,0.0,1.16,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,483.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
22,IRR-BUR-2020-00022,Burkina Faso,2020,2.31,subsistence,False,689.0,20.2,rare,3,none,none,none,none,0.0,2.31,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,519.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
23,IRR-GHA-2023-00023,Ghana,2023,1.39,commercial,False,934.0,16.0,frequent,4,none,none,none,none,0.0,1.39,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,534.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
24,IRR-GHA-2019-00024,Ghana,2019,3.16,semi-commercial,False,896.0,16.9,occasional,3,none,none,none,none,0.0,3.16,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,402.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
25,IRR-UGA-2024-00025,Uganda,2024,1.8,subsistence,False,1160.0,27.1,occasional,3,none,none,none,none,0.0,1.8,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,485.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
26,IRR-ZAM-2023-00026,Zambia,2023,0.57,subsistence,False,1237.0,15.3,rare,7,none,none,none,none,0.0,0.57,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,514.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
27,IRR-MAL-2020-00027,Mali,2020,1.45,semi-commercial,False,1068.0,19.3,frequent,4,none,none,none,none,0.0,1.45,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,653.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
28,IRR-ETH-2022-00028,Ethiopia,2022,1.47,semi-commercial,False,1352.0,22.2,occasional,6,none,none,none,none,0.0,1.47,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,557.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
29,IRR-MAL-2023-00029,Malawi,2023,2.36,semi-commercial,False,569.0,17.7,rare,3,none,none,none,none,0.0,2.36,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,524.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
30,IRR-GHA-2018-00030,Ghana,2018,3.95,subsistence,False,1319.0,32.0,rare,7,none,none,none,none,0.0,3.95,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,577.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
31,IRR-MAL-2025-00031,Mali,2025,1.39,subsistence,False,1277.0,24.1,rare,7,none,none,none,none,0.0,1.39,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,546.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
32,IRR-ETH-2022-00032,Ethiopia,2022,0.43,subsistence,False,658.0,18.7,rare,6,none,none,none,none,0.0,0.43,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,548.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
33,IRR-ETH-2019-00033,Ethiopia,2019,1.1,subsistence,False,870.0,28.6,occasional,2,none,none,none,none,0.0,1.1,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,612.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
34,IRR-NIG-2021-00034,Nigeria,2021,1.58,subsistence,False,975.0,15.7,occasional,4,none,none,none,none,0.0,1.58,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,538.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
35,IRR-NIG-2025-00035,Nigeria,2025,0.29,subsistence,False,676.0,31.6,frequent,7,none,none,none,none,0.0,0.29,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,534.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
36,IRR-NIG-2019-00036,Nigeria,2019,3.14,semi-commercial,False,951.0,21.2,occasional,6,none,none,none,none,0.0,3.14,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,558.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
37,IRR-UGA-2022-00037,Uganda,2022,1.68,subsistence,False,602.0,29.4,frequent,4,none,none,none,none,0.0,1.68,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,650.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
38,IRR-BUR-2021-00038,Burkina Faso,2021,2.75,subsistence,False,640.0,15.6,frequent,5,none,none,none,none,0.0,2.75,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,447.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
39,IRR-MAL-2025-00039,Mali,2025,3.64,semi-commercial,False,1071.0,23.0,occasional,6,none,none,none,none,0.0,3.64,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,530.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
40,IRR-ZAM-2025-00040,Zambia,2025,2.22,subsistence,False,762.0,19.7,frequent,4,none,none,none,none,0.0,2.22,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,695.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
41,IRR-KEN-2018-00041,Kenya,2018,3.94,semi-commercial,False,863.0,20.5,frequent,3,none,none,none,none,0.0,3.94,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,533.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
42,IRR-TAN-2021-00042,Tanzania,2021,2.0,subsistence,False,921.0,33.1,occasional,3,none,none,none,none,0.0,2.0,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,627.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
43,IRR-TAN-2018-00043,Tanzania,2018,2.05,subsistence,False,937.0,27.6,occasional,6,none,none,none,none,0.0,2.05,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,558.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
44,IRR-GHA-2019-00044,Ghana,2019,1.04,subsistence,False,913.0,22.1,occasional,6,none,none,none,none,0.0,1.04,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,535.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
45,IRR-UGA-2024-00045,Uganda,2024,2.34,semi-commercial,False,1258.0,22.2,occasional,5,none,none,none,none,0.0,2.34,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,695.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
46,IRR-GHA-2018-00046,Ghana,2018,0.49,semi-commercial,False,723.0,25.4,occasional,3,none,none,none,none,0.0,0.49,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,491.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
47,IRR-BUR-2024-00047,Burkina Faso,2024,0.95,subsistence,False,454.0,31.4,rare,2,none,none,none,none,0.0,0.95,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,503.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
48,IRR-KEN-2024-00048,Kenya,2024,0.4,semi-commercial,False,764.0,34.4,occasional,7,none,none,none,none,0.0,0.4,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,671.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
49,IRR-KEN-2025-00049,Kenya,2025,0.39,commercial,False,876.0,34.3,occasional,2,none,none,none,none,0.0,0.39,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,485.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
50,IRR-MAL-2019-00050,Malawi,2019,0.93,semi-commercial,False,915.0,34.8,occasional,7,none,none,none,none,0.0,0.93,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,470.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
51,IRR-KEN-2023-00051,Kenya,2023,0.59,commercial,False,699.0,15.5,frequent,5,none,none,none,none,0.0,0.59,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,591.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
52,IRR-MAL-2025-00052,Malawi,2025,0.86,semi-commercial,False,1078.0,31.9,frequent,5,none,none,none,none,0.0,0.86,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,562.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
53,IRR-NIG-2018-00053,Nigeria,2018,1.32,semi-commercial,False,1183.0,25.9,rare,2,none,none,none,none,0.0,1.32,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,474.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
54,IRR-BUR-2024-00054,Burkina Faso,2024,1.64,subsistence,True,1025.0,30.4,rare,5,sprinkler,rainwater_harvesting,electric,government,1.08,0.55,66.1,49.0,8,fair,1625.0,155.0,True,591.0,False,652.0,455.0,69.6,454.0,1.61,85.9,80.6,48.2,63.0,22.0,daily,weather_based,vegetables,53.5,1.36,1,7063.0,6519.0,True,False,False,0.0,14.9,poor,medium,False,False,False,3.7,modern,high_burden
55,IRR-NIG-2024-00055,Nigeria,2024,4.53,subsistence,False,761.0,15.1,occasional,6,none,none,none,none,0.0,4.53,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,673.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
56,IRR-ZAM-2024-00056,Zambia,2024,0.86,subsistence,True,784.0,15.3,rare,4,sprinkler,reservoir,manual,cooperative,0.74,0.12,86.1,29.0,2,fair,1111.0,66.0,False,0.0,True,705.0,515.0,67.8,478.0,1.07,93.4,68.4,43.4,0.0,15.0,biweekly,soil_moisture,fruits,57.4,1.99,1,5223.0,7049.0,True,True,False,0.0,0.0,poor,medium,False,False,False,4.5,modern,high_burden
57,IRR-ZAM-2018-00057,Zambia,2018,0.69,subsistence,False,1080.0,34.8,occasional,2,none,none,none,none,0.0,0.69,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,504.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
58,IRR-MAL-2018-00058,Malawi,2018,1.62,subsistence,False,1222.0,18.6,occasional,3,none,none,none,none,0.0,1.62,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,455.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
59,IRR-GHA-2025-00059,Ghana,2025,1.69,subsistence,False,601.0,21.0,frequent,5,none,none,none,none,0.0,1.69,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,501.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
60,IRR-TAN-2019-00060,Tanzania,2019,2.38,semi-commercial,False,827.0,30.2,occasional,7,none,none,none,none,0.0,2.38,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,621.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
61,IRR-GHA-2022-00061,Ghana,2022,3.58,subsistence,False,519.0,24.0,occasional,7,none,none,none,none,0.0,3.58,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,686.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
62,IRR-GHA-2023-00062,Ghana,2023,4.98,semi-commercial,False,400.0,33.0,frequent,2,none,none,none,none,0.0,4.98,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,667.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
63,IRR-NIG-2018-00063,Nigeria,2018,4.94,semi-commercial,False,1174.0,19.8,rare,5,none,none,none,none,0.0,4.94,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,619.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
64,IRR-GHA-2023-00064,Ghana,2023,1.98,subsistence,False,949.0,24.9,rare,7,none,none,none,none,0.0,1.98,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,594.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
65,IRR-UGA-2018-00065,Uganda,2018,1.07,semi-commercial,False,1242.0,24.6,frequent,4,none,none,none,none,0.0,1.07,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,480.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
66,IRR-BUR-2021-00066,Burkina Faso,2021,2.47,semi-commercial,True,1256.0,34.4,occasional,2,surface,river,diesel,individual,2.34,0.13,94.8,73.0,6,fair,1872.0,132.0,True,578.0,True,454.0,501.0,48.3,220.0,1.73,93.0,87.5,39.3,508.0,70.0,biweekly,calendar,maize,33.8,1.49,3,10632.0,4544.0,True,False,True,0.0,9.6,poor,low,False,False,False,4.5,traditional,high_burden
67,IRR-BUR-2018-00067,Burkina Faso,2018,0.81,commercial,False,1045.0,21.9,occasional,6,none,none,none,none,0.0,0.81,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,534.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
68,IRR-KEN-2018-00068,Kenya,2018,1.12,semi-commercial,False,1244.0,30.3,frequent,2,none,none,none,none,0.0,1.12,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,652.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
69,IRR-ZAM-2020-00069,Zambia,2020,0.86,subsistence,False,784.0,15.1,frequent,5,none,none,none,none,0.0,0.86,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,688.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
70,IRR-ETH-2022-00070,Ethiopia,2022,1.42,semi-commercial,False,761.0,21.7,occasional,5,none,none,none,none,0.0,1.42,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,456.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
71,IRR-NIG-2022-00071,Nigeria,2022,2.21,semi-commercial,True,863.0,28.2,rare,6,flood,river,electric,cooperative,0.81,1.4,36.6,30.0,17,good,323.0,28.0,False,0.0,True,309.0,519.0,44.0,136.0,1.35,76.5,64.3,21.6,103.0,32.0,biweekly,soil_moisture,cotton,29.0,1.92,2,2491.0,3086.0,False,False,False,0.0,3.9,good,low,True,False,False,1.0,traditional,high_burden
72,IRR-MAL-2023-00072,Malawi,2023,1.56,subsistence,False,693.0,27.2,frequent,7,none,none,none,none,0.0,1.56,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,692.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
73,IRR-UGA-2019-00073,Uganda,2019,1.15,semi-commercial,False,1188.0,32.8,frequent,3,none,none,none,none,0.0,1.15,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,647.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
74,IRR-TAN-2019-00074,Tanzania,2019,0.84,semi-commercial,False,879.0,25.1,frequent,4,none,none,none,none,0.0,0.84,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,633.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
75,IRR-TAN-2018-00075,Tanzania,2018,1.29,commercial,False,1214.0,28.6,occasional,6,none,none,none,none,0.0,1.29,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,515.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
76,IRR-ZAM-2018-00076,Zambia,2018,1.75,commercial,False,1232.0,25.1,frequent,5,none,none,none,none,0.0,1.75,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,515.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
77,IRR-MAL-2020-00077,Mali,2020,1.24,commercial,False,929.0,19.7,occasional,5,none,none,none,none,0.0,1.24,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,416.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
78,IRR-ETH-2020-00078,Ethiopia,2020,3.16,subsistence,True,400.0,17.5,rare,7,surface,river,electric,shared,3.07,0.08,97.3,147.0,5,fair,2456.0,319.0,True,1354.0,False,365.0,531.0,51.2,187.0,1.24,72.4,78.4,29.0,292.0,92.0,weekly,weather_based,rice,40.2,1.8,3,11214.0,3652.0,False,True,False,0.0,12.4,poor,low,False,False,False,3.9,traditional,high_burden
79,IRR-MAL-2022-00079,Malawi,2022,0.33,semi-commercial,False,1042.0,19.3,occasional,3,none,none,none,none,0.0,0.33,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,476.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
80,IRR-ZAM-2018-00080,Zambia,2018,2.81,commercial,False,820.0,17.8,rare,3,none,none,none,none,0.0,2.81,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,419.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
81,IRR-GHA-2020-00081,Ghana,2020,1.22,subsistence,False,877.0,32.1,occasional,7,none,none,none,none,0.0,1.22,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,462.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
82,IRR-UGA-2023-00082,Uganda,2023,0.39,semi-commercial,False,777.0,16.3,rare,4,none,none,none,none,0.0,0.39,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,662.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
83,IRR-ZAM-2018-00083,Zambia,2018,0.54,subsistence,False,1236.0,22.7,rare,2,none,none,none,none,0.0,0.54,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,672.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
84,IRR-KEN-2021-00084,Kenya,2021,0.9,subsistence,False,786.0,31.3,frequent,5,none,none,none,none,0.0,0.9,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,503.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
85,IRR-ZAM-2022-00085,Zambia,2022,3.21,semi-commercial,False,558.0,23.3,rare,7,none,none,none,none,0.0,3.21,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,624.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
86,IRR-TAN-2020-00086,Tanzania,2020,1.11,semi-commercial,False,1312.0,31.4,occasional,4,none,none,none,none,0.0,1.11,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,639.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
87,IRR-BUR-2025-00087,Burkina Faso,2025,2.56,semi-commercial,False,965.0,21.8,rare,3,none,none,none,none,0.0,2.56,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,513.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
88,IRR-KEN-2022-00088,Kenya,2022,2.43,semi-commercial,False,979.0,31.9,occasional,2,none,none,none,none,0.0,2.43,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,404.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
89,IRR-TAN-2023-00089,Tanzania,2023,0.64,subsistence,True,997.0,28.5,frequent,6,surface,lake,diesel,government,0.21,0.42,33.3,11.0,12,excellent,170.0,14.0,True,77.0,False,602.0,647.0,51.5,310.0,2.08,77.3,87.0,34.6,29.0,6.0,daily,visual,fruits,49.8,2.49,1,1278.0,6017.0,False,False,False,0.0,6.1,good,low,False,True,False,1.1,traditional,high_burden
90,IRR-NIG-2019-00090,Nigeria,2019,2.44,subsistence,False,1035.0,15.1,frequent,5,none,none,none,none,0.0,2.44,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,494.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
91,IRR-MAL-2022-00091,Mali,2022,0.77,subsistence,False,813.0,32.8,occasional,5,none,none,none,none,0.0,0.77,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,570.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
92,IRR-TAN-2018-00092,Tanzania,2018,0.63,subsistence,False,969.0,24.3,rare,5,none,none,none,none,0.0,0.63,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,414.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
93,IRR-GHA-2024-00093,Ghana,2024,1.7,subsistence,False,919.0,18.9,occasional,6,none,none,none,none,0.0,1.7,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,490.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
94,IRR-MAL-2024-00094,Malawi,2024,1.56,subsistence,False,1063.0,17.6,occasional,4,none,none,none,none,0.0,1.56,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,478.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
95,IRR-BUR-2021-00095,Burkina Faso,2021,0.75,semi-commercial,False,418.0,16.2,frequent,2,none,none,none,none,0.0,0.75,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,676.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
96,IRR-MAL-2019-00096,Mali,2019,1.43,semi-commercial,False,480.0,26.2,rare,7,none,none,none,none,0.0,1.43,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,685.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
97,IRR-BUR-2020-00097,Burkina Faso,2020,1.31,subsistence,False,677.0,17.6,occasional,4,none,none,none,none,0.0,1.31,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,588.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
98,IRR-MAL-2021-00098,Malawi,2021,2.84,semi-commercial,False,1326.0,20.1,occasional,7,none,none,none,none,0.0,2.84,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,501.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
99,IRR-MAL-2019-00099,Mali,2019,0.44,subsistence,False,1011.0,25.4,rare,7,none,none,none,none,0.0,0.44,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,663.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
100,IRR-UGA-2022-00100,Uganda,2022,0.77,subsistence,False,558.0,23.5,occasional,4,none,none,none,none,0.0,0.77,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,679.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
101,IRR-GHA-2022-00101,Ghana,2022,3.15,semi-commercial,True,871.0,33.5,occasional,3,drip,rainwater_harvesting,electric,cooperative,1.47,1.68,46.7,65.0,11,good,3686.0,468.0,False,0.0,True,427.0,608.0,86.8,371.0,1.35,72.5,89.0,56.0,140.0,22.0,daily,visual,maize,31.0,1.77,1,6301.0,4273.0,False,False,False,0.0,20.7,good,high,True,False,False,7.5,modern,high_burden
102,IRR-BUR-2023-00102,Burkina Faso,2023,1.22,subsistence,False,1104.0,30.0,frequent,5,none,none,none,none,0.0,1.22,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,473.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
103,IRR-ETH-2019-00103,Ethiopia,2019,1.33,subsistence,False,1094.0,21.1,frequent,3,none,none,none,none,0.0,1.33,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,562.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
104,IRR-BUR-2024-00104,Burkina Faso,2024,0.94,subsistence,False,757.0,34.9,occasional,5,none,none,none,none,0.0,0.94,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,423.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
105,IRR-NIG-2024-00105,Nigeria,2024,0.54,subsistence,False,681.0,33.0,frequent,5,none,none,none,none,0.0,0.54,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,640.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
106,IRR-ZAM-2023-00106,Zambia,2023,2.45,semi-commercial,False,1146.0,34.4,frequent,5,none,none,none,none,0.0,2.45,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,466.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
107,IRR-ETH-2020-00107,Ethiopia,2020,1.07,semi-commercial,False,865.0,26.8,frequent,6,none,none,none,none,0.0,1.07,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,445.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
108,IRR-KEN-2022-00108,Kenya,2022,1.55,semi-commercial,False,528.0,26.0,frequent,5,none,none,none,none,0.0,1.55,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,661.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
109,IRR-BUR-2023-00109,Burkina Faso,2023,1.55,semi-commercial,False,1277.0,25.5,occasional,2,none,none,none,none,0.0,1.55,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,632.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
110,IRR-BUR-2025-00110,Burkina Faso,2025,1.29,commercial,False,1156.0,18.6,occasional,4,none,none,none,none,0.0,1.29,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,604.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
111,IRR-MAL-2019-00111,Mali,2019,2.25,semi-commercial,False,1186.0,21.0,rare,6,none,none,none,none,0.0,2.25,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,584.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
112,IRR-MAL-2025-00112,Mali,2025,1.43,subsistence,False,1098.0,22.6,occasional,6,none,none,none,none,0.0,1.43,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,592.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
113,IRR-GHA-2025-00113,Ghana,2025,3.55,subsistence,False,400.0,15.5,occasional,4,none,none,none,none,0.0,3.55,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,654.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
114,IRR-ETH-2022-00114,Ethiopia,2022,1.12,subsistence,False,619.0,21.9,rare,5,none,none,none,none,0.0,1.12,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,499.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
115,IRR-TAN-2021-00115,Tanzania,2021,0.97,semi-commercial,False,1022.0,19.4,occasional,6,none,none,none,none,0.0,0.97,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,506.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
116,IRR-MAL-2025-00116,Mali,2025,0.54,subsistence,False,1071.0,21.4,occasional,2,none,none,none,none,0.0,0.54,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,423.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
117,IRR-KEN-2019-00117,Kenya,2019,3.4,semi-commercial,False,690.0,20.7,rare,3,none,none,none,none,0.0,3.4,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,631.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
118,IRR-MAL-2020-00118,Malawi,2020,4.72,subsistence,False,1311.0,18.8,frequent,5,none,none,none,none,0.0,4.72,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,667.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
119,IRR-NIG-2025-00119,Nigeria,2025,0.65,semi-commercial,False,1212.0,33.5,occasional,6,none,none,none,none,0.0,0.65,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,560.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
120,IRR-TAN-2025-00120,Tanzania,2025,3.88,semi-commercial,False,762.0,34.3,frequent,2,none,none,none,none,0.0,3.88,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,630.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
121,IRR-MAL-2018-00121,Mali,2018,0.34,subsistence,False,1016.0,34.2,rare,3,none,none,none,none,0.0,0.34,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,556.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
122,IRR-KEN-2019-00122,Kenya,2019,1.36,semi-commercial,False,653.0,27.6,rare,7,none,none,none,none,0.0,1.36,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,442.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
123,IRR-BUR-2018-00123,Burkina Faso,2018,0.73,semi-commercial,False,827.0,27.4,occasional,7,none,none,none,none,0.0,0.73,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,693.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
124,IRR-ETH-2021-00124,Ethiopia,2021,0.54,subsistence,False,471.0,15.3,occasional,2,none,none,none,none,0.0,0.54,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,483.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
125,IRR-MAL-2019-00125,Mali,2019,2.21,semi-commercial,False,1089.0,30.8,rare,4,none,none,none,none,0.0,2.21,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,629.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
126,IRR-TAN-2024-00126,Tanzania,2024,3.15,subsistence,True,546.0,21.8,rare,5,sprinkler,reservoir,gravity,individual,2.94,0.21,93.4,94.0,16,excellent,4412.0,642.0,True,1387.0,False,783.0,607.0,82.0,642.0,1.05,82.1,86.5,58.3,0.0,59.0,as_needed,visual,fruits,56.0,2.27,2,23014.0,7825.0,False,False,False,0.0,0.0,good,medium,False,False,True,5.0,modern,high_burden
127,IRR-MAL-2020-00127,Mali,2020,1.13,semi-commercial,True,1188.0,30.5,occasional,7,sprinkler,groundwater,diesel,government,0.45,0.68,40.0,24.0,13,fair,678.0,101.0,False,0.0,False,629.0,675.0,78.0,490.0,2.25,80.5,79.0,49.6,79.0,9.0,biweekly,visual,vegetables,31.0,2.42,2,2844.0,6290.0,False,True,False,75.1,16.9,poor,medium,True,False,False,3.9,modern,high_burden
128,IRR-MAL-2018-00128,Mali,2018,0.99,semi-commercial,False,650.0,29.8,frequent,7,none,none,none,none,0.0,0.99,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,616.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
129,IRR-MAL-2021-00129,Malawi,2021,1.1,commercial,False,496.0,25.0,rare,5,none,none,none,none,0.0,1.1,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,672.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
130,IRR-NIG-2019-00130,Nigeria,2019,0.86,subsistence,False,525.0,29.2,occasional,4,none,none,none,none,0.0,0.86,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,567.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
131,IRR-ETH-2022-00131,Ethiopia,2022,4.31,semi-commercial,False,1097.0,19.4,frequent,5,none,none,none,none,0.0,4.31,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,619.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
132,IRR-KEN-2024-00132,Kenya,2024,2.1,subsistence,True,414.0,27.6,rare,5,flood,rainwater_harvesting,manual,shared,1.75,0.34,83.6,105.0,2,poor,701.0,51.0,False,0.0,False,553.0,506.0,43.2,239.0,1.47,72.8,81.8,25.8,0.0,70.0,biweekly,visual,cotton,34.0,2.49,3,9687.0,5526.0,False,False,False,0.0,0.0,poor,low,False,False,False,2.0,traditional,high_burden
133,IRR-TAN-2019-00133,Tanzania,2019,1.3,semi-commercial,False,1155.0,22.7,frequent,7,none,none,none,none,0.0,1.3,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,659.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
134,IRR-GHA-2025-00134,Ghana,2025,4.48,subsistence,False,768.0,21.3,rare,5,none,none,none,none,0.0,4.48,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,517.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
135,IRR-GHA-2018-00135,Ghana,2018,1.63,subsistence,False,529.0,19.5,rare,3,none,none,none,none,0.0,1.63,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,404.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
136,IRR-BUR-2018-00136,Burkina Faso,2018,1.59,semi-commercial,False,589.0,23.1,frequent,6,none,none,none,none,0.0,1.59,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,570.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
137,IRR-ZAM-2019-00137,Zambia,2019,1.35,semi-commercial,True,900.0,27.1,frequent,4,manual,reservoir,diesel,private_company,1.24,0.11,91.7,65.0,4,good,248.0,33.0,False,0.0,True,546.0,414.0,53.6,293.0,1.71,86.2,71.6,33.0,199.0,99.0,biweekly,soil_moisture,vegetables,41.5,1.51,2,6771.0,5464.0,False,False,False,0.0,21.2,good,low,False,True,True,0.9,traditional,high_burden
138,IRR-ZAM-2021-00138,Zambia,2021,0.26,semi-commercial,False,1147.0,33.0,frequent,3,none,none,none,none,0.0,0.26,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,574.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
139,IRR-BUR-2019-00139,Burkina Faso,2019,1.24,semi-commercial,False,615.0,32.9,rare,6,none,none,none,none,0.0,1.24,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,420.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
140,IRR-KEN-2019-00140,Kenya,2019,0.75,semi-commercial,False,735.0,23.2,occasional,6,none,none,none,none,0.0,0.75,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,417.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
141,IRR-ZAM-2018-00141,Zambia,2018,1.49,subsistence,False,924.0,25.7,frequent,4,none,none,none,none,0.0,1.49,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,489.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
142,IRR-BUR-2020-00142,Burkina Faso,2020,0.54,semi-commercial,False,993.0,27.1,occasional,5,none,none,none,none,0.0,0.54,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,633.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
143,IRR-UGA-2023-00143,Uganda,2023,0.76,subsistence,False,926.0,26.4,occasional,5,none,none,none,none,0.0,0.76,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,500.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
144,IRR-BUR-2025-00144,Burkina Faso,2025,0.34,subsistence,False,845.0,27.5,occasional,4,none,none,none,none,0.0,0.34,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,615.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
145,IRR-KEN-2023-00145,Kenya,2023,1.0,subsistence,False,910.0,28.3,occasional,4,none,none,none,none,0.0,1.0,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,471.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
146,IRR-BUR-2021-00146,Burkina Faso,2021,0.64,semi-commercial,False,840.0,26.5,rare,2,none,none,none,none,0.0,0.64,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,474.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
147,IRR-BUR-2023-00147,Burkina Faso,2023,1.15,subsistence,False,1047.0,15.6,occasional,7,none,none,none,none,0.0,1.15,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,483.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
148,IRR-BUR-2020-00148,Burkina Faso,2020,2.75,commercial,False,935.0,15.8,rare,3,none,none,none,none,0.0,2.75,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,592.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
149,IRR-GHA-2020-00149,Ghana,2020,3.52,semi-commercial,False,1070.0,17.4,occasional,5,none,none,none,none,0.0,3.52,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,630.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
150,IRR-GHA-2018-00150,Ghana,2018,1.83,subsistence,False,592.0,29.7,occasional,4,none,none,none,none,0.0,1.83,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,680.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
151,IRR-ETH-2023-00151,Ethiopia,2023,0.67,subsistence,False,787.0,23.8,occasional,4,none,none,none,none,0.0,0.67,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,580.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
152,IRR-TAN-2023-00152,Tanzania,2023,2.51,subsistence,True,912.0,27.7,occasional,3,drip,lake,solar,individual,1.09,1.42,43.4,43.0,9,excellent,2724.0,139.0,False,0.0,False,704.0,566.0,83.7,589.0,1.61,94.3,72.3,57.0,0.0,16.0,weekly,calendar,vegetables,24.1,1.36,1,7670.0,7040.0,False,True,False,0.0,23.1,good,high,False,False,False,9.0,modern,high_burden
153,IRR-MAL-2020-00153,Malawi,2020,0.74,subsistence,True,852.0,21.0,occasional,4,flood,groundwater,gravity,cooperative,0.57,0.17,76.6,32.0,14,fair,228.0,29.0,True,125.0,False,774.0,674.0,40.6,314.0,1.68,85.7,86.9,30.2,0.0,23.0,weekly,calendar,rice,52.3,1.62,1,4410.0,7737.0,True,False,True,77.4,0.0,poor,low,False,False,False,1.2,traditional,high_burden
154,IRR-ETH-2022-00154,Ethiopia,2022,1.0,semi-commercial,False,1401.0,19.1,rare,5,none,none,none,none,0.0,1.0,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,673.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
155,IRR-TAN-2024-00155,Tanzania,2024,3.06,subsistence,False,639.0,27.5,frequent,2,none,none,none,none,0.0,3.06,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,484.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
156,IRR-UGA-2024-00156,Uganda,2024,2.62,subsistence,True,1300.0,31.2,occasional,6,manual,river,gravity,shared,2.1,0.52,80.3,64.0,4,good,421.0,46.0,False,0.0,False,589.0,563.0,51.2,302.0,1.76,89.8,77.6,35.7,0.0,168.0,biweekly,weather_based,rice,58.0,2.11,1,12400.0,5892.0,False,False,False,0.0,0.0,good,low,True,False,False,0.6,traditional,high_burden
157,IRR-NIG-2018-00157,Nigeria,2018,1.69,semi-commercial,False,710.0,31.9,occasional,5,none,none,none,none,0.0,1.69,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,629.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
158,IRR-KEN-2025-00158,Kenya,2025,4.66,subsistence,True,708.0,18.5,occasional,4,drip,reservoir,diesel,shared,3.15,1.52,67.5,149.0,17,good,7871.0,791.0,False,0.0,False,694.0,600.0,90.4,627.0,1.01,79.8,95.0,68.5,510.0,47.0,as_needed,soil_moisture,vegetables,51.9,1.86,2,21853.0,6941.0,False,False,False,0.0,24.6,good,high,False,False,True,6.5,modern,high_burden
159,IRR-MAL-2019-00159,Mali,2019,2.43,semi-commercial,False,930.0,28.8,frequent,4,none,none,none,none,0.0,2.43,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,575.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
160,IRR-ZAM-2019-00160,Zambia,2019,2.41,semi-commercial,True,1195.0,31.2,occasional,5,sprinkler,rainwater_harvesting,solar,government,1.48,0.92,61.7,83.0,15,poor,2225.0,204.0,True,1061.0,False,384.0,648.0,81.0,311.0,2.39,77.0,80.2,50.0,0.0,30.0,weekly,calendar,cotton,41.7,2.43,1,5690.0,3836.0,True,False,False,0.0,20.5,poor,medium,True,False,False,4.4,modern,high_burden
161,IRR-GHA-2022-00161,Ghana,2022,0.91,subsistence,False,428.0,19.9,occasional,3,none,none,none,none,0.0,0.91,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,520.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
162,IRR-UGA-2020-00162,Uganda,2020,0.64,subsistence,False,882.0,21.4,occasional,3,none,none,none,none,0.0,0.64,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,534.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
163,IRR-BUR-2025-00163,Burkina Faso,2025,1.37,semi-commercial,False,950.0,16.8,frequent,7,none,none,none,none,0.0,1.37,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,410.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
164,IRR-ZAM-2020-00164,Zambia,2020,1.66,subsistence,False,502.0,31.3,occasional,2,none,none,none,none,0.0,1.66,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,627.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
165,IRR-NIG-2025-00165,Nigeria,2025,1.22,semi-commercial,False,1065.0,26.5,occasional,4,none,none,none,none,0.0,1.22,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,502.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
166,IRR-UGA-2021-00166,Uganda,2021,0.96,subsistence,False,814.0,23.5,rare,4,none,none,none,none,0.0,0.96,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,665.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
167,IRR-ETH-2025-00167,Ethiopia,2025,1.15,semi-commercial,False,1022.0,28.4,occasional,4,none,none,none,none,0.0,1.15,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,424.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
168,IRR-ZAM-2023-00168,Zambia,2023,0.61,semi-commercial,False,1091.0,19.0,occasional,4,none,none,none,none,0.0,0.61,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,438.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
169,IRR-ETH-2020-00169,Ethiopia,2020,2.14,subsistence,False,835.0,33.1,frequent,2,none,none,none,none,0.0,2.14,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,426.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
170,IRR-ETH-2025-00170,Ethiopia,2025,4.65,semi-commercial,False,686.0,26.3,frequent,5,none,none,none,none,0.0,4.65,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,570.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
171,IRR-BUR-2022-00171,Burkina Faso,2022,1.94,semi-commercial,False,918.0,25.4,occasional,4,none,none,none,none,0.0,1.94,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,522.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
172,IRR-TAN-2018-00172,Tanzania,2018,1.88,subsistence,False,814.0,20.5,occasional,6,none,none,none,none,0.0,1.88,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,564.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
173,IRR-GHA-2024-00173,Ghana,2024,0.41,semi-commercial,False,692.0,24.8,occasional,2,none,none,none,none,0.0,0.41,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,414.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
174,IRR-GHA-2019-00174,Ghana,2019,3.27,commercial,False,608.0,22.8,frequent,4,none,none,none,none,0.0,3.27,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,521.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
175,IRR-MAL-2020-00175,Mali,2020,0.71,subsistence,True,1340.0,34.0,occasional,4,flood,reservoir,electric,shared,0.24,0.47,33.9,14.0,14,poor,96.0,7.0,True,56.0,False,412.0,621.0,49.5,204.0,1.76,84.8,71.6,30.0,26.0,10.0,weekly,calendar,vegetables,45.4,1.35,1,989.0,4118.0,False,False,False,0.0,3.9,poor,low,True,False,False,0.6,traditional,high_burden
176,IRR-NIG-2019-00176,Nigeria,2019,0.62,semi-commercial,False,815.0,15.9,rare,3,none,none,none,none,0.0,0.62,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,487.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
177,IRR-UGA-2020-00177,Uganda,2020,1.69,semi-commercial,False,549.0,29.8,rare,6,none,none,none,none,0.0,1.69,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,658.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
178,IRR-UGA-2025-00178,Uganda,2025,1.16,subsistence,False,743.0,34.3,frequent,5,none,none,none,none,0.0,1.16,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,476.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
179,IRR-MAL-2023-00179,Mali,2023,5.63,subsistence,False,722.0,29.9,rare,3,none,none,none,none,0.0,5.63,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,618.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
180,IRR-TAN-2024-00180,Tanzania,2024,0.8,semi-commercial,False,1011.0,31.2,occasional,2,none,none,none,none,0.0,0.8,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,433.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
181,IRR-GHA-2019-00181,Ghana,2019,0.82,commercial,False,838.0,20.9,occasional,5,none,none,none,none,0.0,0.82,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,446.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
182,IRR-BUR-2024-00182,Burkina Faso,2024,0.59,semi-commercial,False,880.0,24.1,occasional,4,none,none,none,none,0.0,0.59,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,623.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
183,IRR-KEN-2023-00183,Kenya,2023,0.76,semi-commercial,False,1153.0,24.8,frequent,2,none,none,none,none,0.0,0.76,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,680.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
184,IRR-UGA-2019-00184,Uganda,2019,1.55,subsistence,False,1017.0,18.5,rare,7,none,none,none,none,0.0,1.55,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,548.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
185,IRR-ZAM-2019-00185,Zambia,2019,0.51,subsistence,False,1139.0,23.0,rare,4,none,none,none,none,0.0,0.51,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,672.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
186,IRR-ZAM-2019-00186,Zambia,2019,1.27,subsistence,False,609.0,20.8,frequent,4,none,none,none,none,0.0,1.27,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,623.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
187,IRR-MAL-2023-00187,Mali,2023,1.95,subsistence,False,830.0,30.9,occasional,3,none,none,none,none,0.0,1.95,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,429.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
188,IRR-UGA-2025-00188,Uganda,2025,4.4,subsistence,False,1085.0,18.3,rare,3,none,none,none,none,0.0,4.4,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,464.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
189,IRR-BUR-2020-00189,Burkina Faso,2020,0.82,subsistence,False,803.0,17.5,occasional,7,none,none,none,none,0.0,0.82,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,667.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
190,IRR-ETH-2022-00190,Ethiopia,2022,0.91,subsistence,False,1313.0,23.2,occasional,3,none,none,none,none,0.0,0.91,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,506.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
191,IRR-GHA-2021-00191,Ghana,2021,1.67,semi-commercial,False,1068.0,24.2,occasional,5,none,none,none,none,0.0,1.67,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,689.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
192,IRR-UGA-2024-00192,Uganda,2024,3.62,semi-commercial,False,801.0,34.7,rare,5,none,none,none,none,0.0,3.62,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,678.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
193,IRR-MAL-2025-00193,Malawi,2025,1.77,subsistence,False,899.0,30.5,rare,2,none,none,none,none,0.0,1.77,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,549.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
194,IRR-MAL-2018-00194,Mali,2018,2.98,commercial,False,895.0,23.8,frequent,4,none,none,none,none,0.0,2.98,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,634.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
195,IRR-MAL-2021-00195,Mali,2021,0.36,subsistence,False,1166.0,18.1,rare,6,none,none,none,none,0.0,0.36,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,600.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
196,IRR-ETH-2019-00196,Ethiopia,2019,1.4,commercial,False,723.0,20.0,rare,5,none,none,none,none,0.0,1.4,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,587.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
197,IRR-MAL-2019-00197,Malawi,2019,1.79,subsistence,False,1268.0,19.5,occasional,4,none,none,none,none,0.0,1.79,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,659.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
198,IRR-ETH-2024-00198,Ethiopia,2024,2.94,subsistence,False,666.0,20.7,rare,7,none,none,none,none,0.0,2.94,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,575.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
199,IRR-BUR-2018-00199,Burkina Faso,2018,0.34,semi-commercial,True,1194.0,32.8,frequent,4,sprinkler,river,diesel,individual,0.29,0.05,85.2,14.0,3,fair,441.0,30.0,False,0.0,False,787.0,571.0,64.5,507.0,1.11,73.5,70.6,33.5,45.0,6.0,daily,visual,maize,43.5,1.33,1,2311.0,7866.0,False,True,False,0.0,24.8,poor,medium,True,True,False,5.9,modern,high_burden
200,IRR-TAN-2022-00200,Tanzania,2022,2.76,semi-commercial,False,1001.0,18.6,frequent,7,none,none,none,none,0.0,2.76,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,509.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
201,IRR-ETH-2018-00201,Ethiopia,2018,3.65,subsistence,False,770.0,16.9,occasional,5,none,none,none,none,0.0,3.65,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,438.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
202,IRR-NIG-2023-00202,Nigeria,2023,0.7,semi-commercial,False,860.0,34.4,rare,5,none,none,none,none,0.0,0.7,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,550.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
203,IRR-TAN-2019-00203,Tanzania,2019,3.55,subsistence,False,983.0,16.1,rare,7,none,none,none,none,0.0,3.55,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,411.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
204,IRR-TAN-2023-00204,Tanzania,2023,1.84,semi-commercial,False,1016.0,24.5,frequent,7,none,none,none,none,0.0,1.84,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,456.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
205,IRR-UGA-2019-00205,Uganda,2019,1.29,subsistence,False,663.0,29.1,frequent,3,none,none,none,none,0.0,1.29,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,555.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
206,IRR-MAL-2022-00206,Malawi,2022,1.72,commercial,True,783.0,25.7,rare,4,sprinkler,wetland,electric,shared,1.55,0.17,90.1,51.0,2,excellent,2328.0,137.0,False,0.0,False,591.0,568.0,77.1,455.0,1.35,93.3,79.2,56.9,171.0,31.0,weekly,calendar,vegetables,35.4,1.56,2,9168.0,5906.0,False,False,True,0.0,7.6,good,medium,True,False,False,7.6,modern,high_burden
207,IRR-NIG-2021-00207,Nigeria,2021,0.77,subsistence,False,758.0,18.8,frequent,5,none,none,none,none,0.0,0.77,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,671.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
208,IRR-ZAM-2022-00208,Zambia,2022,1.83,subsistence,False,1003.0,26.1,frequent,5,none,none,none,none,0.0,1.83,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,625.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
209,IRR-MAL-2020-00209,Malawi,2020,1.78,subsistence,False,859.0,21.2,rare,5,none,none,none,none,0.0,1.78,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,410.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
210,IRR-UGA-2018-00210,Uganda,2018,1.45,semi-commercial,False,1470.0,18.7,rare,5,none,none,none,none,0.0,1.45,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,592.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
211,IRR-UGA-2023-00211,Uganda,2023,0.52,subsistence,False,830.0,25.1,occasional,6,none,none,none,none,0.0,0.52,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,653.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
212,IRR-TAN-2024-00212,Tanzania,2024,3.81,subsistence,False,981.0,24.5,occasional,4,none,none,none,none,0.0,3.81,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,663.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
213,IRR-TAN-2025-00213,Tanzania,2025,0.5,semi-commercial,False,763.0,20.9,frequent,7,none,none,none,none,0.0,0.5,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,440.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
214,IRR-TAN-2024-00214,Tanzania,2024,8.67,commercial,False,1246.0,29.5,occasional,4,none,none,none,none,0.0,8.67,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,547.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
215,IRR-GHA-2018-00215,Ghana,2018,2.21,semi-commercial,False,629.0,17.8,frequent,4,none,none,none,none,0.0,2.21,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,477.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
216,IRR-ZAM-2019-00216,Zambia,2019,2.55,subsistence,False,638.0,16.2,occasional,6,none,none,none,none,0.0,2.55,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,522.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
217,IRR-MAL-2018-00217,Malawi,2018,0.85,semi-commercial,False,958.0,29.6,rare,2,none,none,none,none,0.0,0.85,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,482.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
218,IRR-MAL-2020-00218,Malawi,2020,0.87,commercial,False,814.0,17.1,frequent,3,none,none,none,none,0.0,0.87,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,499.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
219,IRR-KEN-2019-00219,Kenya,2019,1.06,subsistence,False,677.0,21.4,frequent,7,none,none,none,none,0.0,1.06,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,582.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
220,IRR-ZAM-2019-00220,Zambia,2019,1.17,semi-commercial,False,850.0,33.2,rare,3,none,none,none,none,0.0,1.17,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,425.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
221,IRR-TAN-2023-00221,Tanzania,2023,0.6,semi-commercial,True,906.0,20.7,rare,7,drip,lake,gravity,individual,0.22,0.38,36.0,8.0,8,poor,541.0,62.0,False,0.0,False,648.0,409.0,78.8,510.0,0.9,91.2,93.3,67.0,0.0,3.0,weekly,visual,sugarcane,53.6,2.22,1,1401.0,6475.0,False,False,True,0.0,0.0,poor,high,False,False,False,3.4,modern,high_burden
222,IRR-ZAM-2019-00222,Zambia,2019,1.3,subsistence,False,910.0,34.5,frequent,5,none,none,none,none,0.0,1.3,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,405.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
223,IRR-NIG-2024-00223,Nigeria,2024,1.04,subsistence,False,859.0,19.0,occasional,3,none,none,none,none,0.0,1.04,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,554.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
224,IRR-TAN-2023-00224,Tanzania,2023,0.48,semi-commercial,False,735.0,28.3,rare,2,none,none,none,none,0.0,0.48,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,448.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
225,IRR-MAL-2022-00225,Mali,2022,0.44,subsistence,False,830.0,19.2,rare,7,none,none,none,none,0.0,0.44,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,415.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
226,IRR-UGA-2020-00226,Uganda,2020,3.98,subsistence,False,1273.0,22.9,occasional,6,none,none,none,none,0.0,3.98,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,644.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
227,IRR-BUR-2022-00227,Burkina Faso,2022,2.07,semi-commercial,False,490.0,19.6,frequent,2,none,none,none,none,0.0,2.07,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,689.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
228,IRR-BUR-2024-00228,Burkina Faso,2024,2.65,subsistence,False,592.0,23.3,occasional,2,none,none,none,none,0.0,2.65,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,629.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
229,IRR-UGA-2019-00229,Uganda,2019,2.29,semi-commercial,False,1099.0,23.2,occasional,6,none,none,none,none,0.0,2.29,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,616.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
230,IRR-BUR-2018-00230,Burkina Faso,2018,0.62,commercial,False,857.0,25.5,rare,4,none,none,none,none,0.0,0.62,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,623.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
231,IRR-ZAM-2018-00231,Zambia,2018,1.34,subsistence,False,789.0,33.3,frequent,6,none,none,none,none,0.0,1.34,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,524.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
232,IRR-NIG-2024-00232,Nigeria,2024,3.13,commercial,True,654.0,21.2,rare,3,drip,river,solar,individual,2.52,0.61,80.5,124.0,6,excellent,6294.0,873.0,False,0.0,False,651.0,416.0,90.2,587.0,1.82,73.2,90.7,59.9,0.0,38.0,weekly,calendar,vegetables,27.3,1.35,1,16401.0,6514.0,False,False,False,0.0,11.6,good,high,False,False,False,14.8,modern,high_burden
233,IRR-MAL-2019-00233,Mali,2019,0.85,commercial,False,1053.0,20.6,frequent,6,none,none,none,none,0.0,0.85,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,537.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
234,IRR-KEN-2022-00234,Kenya,2022,1.37,semi-commercial,True,1297.0,20.0,occasional,3,drip,wetland,electric,private_company,1.18,0.19,86.2,66.0,7,fair,2956.0,431.0,False,0.0,False,497.0,521.0,95.0,472.0,0.86,80.2,95.0,72.4,102.0,18.0,daily,calendar,fruits,47.9,1.93,3,5874.0,4968.0,True,False,False,0.0,4.2,poor,high,True,False,False,9.0,modern,high_burden
235,IRR-MAL-2022-00235,Mali,2022,0.91,subsistence,False,926.0,27.4,rare,7,none,none,none,none,0.0,0.91,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,675.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
236,IRR-MAL-2019-00236,Malawi,2019,0.61,semi-commercial,False,870.0,32.1,rare,5,none,none,none,none,0.0,0.61,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,401.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
237,IRR-ETH-2021-00237,Ethiopia,2021,0.63,subsistence,False,1182.0,26.9,frequent,4,none,none,none,none,0.0,0.63,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,684.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
238,IRR-TAN-2021-00238,Tanzania,2021,0.63,semi-commercial,False,1064.0,32.6,rare,3,none,none,none,none,0.0,0.63,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,441.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
239,IRR-MAL-2020-00239,Malawi,2020,1.56,subsistence,False,1027.0,34.4,rare,7,none,none,none,none,0.0,1.56,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,486.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
240,IRR-GHA-2021-00240,Ghana,2021,0.5,semi-commercial,False,1423.0,24.2,rare,3,none,none,none,none,0.0,0.5,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,585.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
241,IRR-GHA-2023-00241,Ghana,2023,1.83,semi-commercial,False,941.0,18.4,rare,3,none,none,none,none,0.0,1.83,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,644.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
242,IRR-TAN-2025-00242,Tanzania,2025,1.43,subsistence,False,779.0,22.5,rare,6,none,none,none,none,0.0,1.43,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,690.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
243,IRR-NIG-2018-00243,Nigeria,2018,0.89,subsistence,False,1085.0,19.2,occasional,2,none,none,none,none,0.0,0.89,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,554.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
244,IRR-BUR-2024-00244,Burkina Faso,2024,1.3,semi-commercial,False,802.0,21.1,frequent,3,none,none,none,none,0.0,1.3,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,560.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
245,IRR-GHA-2021-00245,Ghana,2021,1.54,subsistence,False,1314.0,29.4,frequent,6,none,none,none,none,0.0,1.54,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,653.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
246,IRR-BUR-2018-00246,Burkina Faso,2018,0.94,subsistence,True,691.0,28.2,rare,4,sprinkler,river,electric,cooperative,0.9,0.04,95.5,47.0,14,good,1350.0,145.0,True,706.0,False,403.0,548.0,69.3,279.0,1.23,73.6,83.7,42.7,130.0,18.0,weekly,calendar,cotton,57.3,2.23,2,3628.0,4031.0,False,True,False,0.0,21.1,good,medium,True,False,False,5.0,modern,high_burden
247,IRR-ZAM-2025-00247,Zambia,2025,1.83,semi-commercial,False,1594.0,25.7,occasional,4,none,none,none,none,0.0,1.83,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,631.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
248,IRR-KEN-2020-00248,Kenya,2020,1.25,semi-commercial,False,821.0,15.6,occasional,3,none,none,none,none,0.0,1.25,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,595.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
249,IRR-GHA-2020-00249,Ghana,2020,1.22,subsistence,False,1060.0,27.9,occasional,5,none,none,none,none,0.0,1.22,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,542.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
250,IRR-UGA-2024-00250,Uganda,2024,1.5,semi-commercial,False,400.0,34.7,rare,4,none,none,none,none,0.0,1.5,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,449.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
251,IRR-TAN-2021-00251,Tanzania,2021,2.13,subsistence,False,1182.0,16.8,rare,5,none,none,none,none,0.0,2.13,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,481.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
252,IRR-MAL-2024-00252,Malawi,2024,0.47,semi-commercial,True,1163.0,16.3,occasional,2,surface,lake,gravity,individual,0.38,0.09,81.7,20.0,3,good,306.0,26.0,False,0.0,False,566.0,615.0,57.2,324.0,1.65,74.7,82.7,35.3,0.0,11.0,daily,calendar,fruits,59.2,2.16,2,2168.0,5663.0,False,False,False,0.0,0.0,good,low,False,False,False,2.2,traditional,high_burden
253,IRR-ETH-2022-00253,Ethiopia,2022,1.68,subsistence,False,926.0,34.5,frequent,4,none,none,none,none,0.0,1.68,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,599.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
254,IRR-MAL-2023-00254,Mali,2023,0.53,commercial,True,1446.0,32.5,rare,3,sprinkler,reservoir,solar,cooperative,0.17,0.36,32.6,7.0,17,poor,259.0,18.0,False,0.0,False,645.0,644.0,69.2,447.0,2.44,72.5,69.2,34.7,0.0,3.0,biweekly,calendar,maize,26.1,2.28,2,1113.0,6452.0,False,False,False,0.0,5.1,poor,medium,False,False,False,3.7,modern,high_burden
255,IRR-MAL-2021-00255,Malawi,2021,1.17,subsistence,False,400.0,23.3,occasional,7,none,none,none,none,0.0,1.17,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,636.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
256,IRR-UGA-2020-00256,Uganda,2020,3.26,subsistence,False,837.0,15.4,occasional,6,none,none,none,none,0.0,3.26,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,577.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
257,IRR-MAL-2025-00257,Mali,2025,1.36,semi-commercial,False,1353.0,25.3,rare,5,none,none,none,none,0.0,1.36,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,622.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
258,IRR-ZAM-2021-00258,Zambia,2021,10.65,commercial,False,681.0,25.6,occasional,5,none,none,none,none,0.0,10.65,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,528.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
259,IRR-NIG-2025-00259,Nigeria,2025,1.86,semi-commercial,True,798.0,29.8,frequent,4,drip,rainwater_harvesting,solar,cooperative,0.59,1.27,31.9,26.0,10,fair,1481.0,174.0,False,0.0,False,639.0,663.0,84.9,543.0,2.42,91.0,88.2,68.1,0.0,9.0,biweekly,calendar,fruits,55.0,1.81,1,3786.0,6392.0,False,False,False,0.0,13.3,poor,high,False,True,False,2.9,modern,high_burden
260,IRR-GHA-2021-00260,Ghana,2021,3.55,subsistence,False,522.0,25.5,rare,4,none,none,none,none,0.0,3.55,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,417.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
261,IRR-ETH-2018-00261,Ethiopia,2018,0.77,semi-commercial,True,942.0,30.9,frequent,4,drip,rainwater_harvesting,diesel,shared,0.32,0.45,41.9,13.0,4,fair,806.0,58.0,True,275.0,False,749.0,611.0,82.4,617.0,1.45,86.1,84.7,60.1,56.0,5.0,daily,soil_moisture,fruits,46.3,1.67,2,2413.0,7487.0,False,False,False,0.0,4.1,poor,high,False,True,False,4.5,modern,high_burden
262,IRR-NIG-2024-00262,Nigeria,2024,1.54,semi-commercial,False,746.0,24.2,rare,7,none,none,none,none,0.0,1.54,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,572.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
263,IRR-BUR-2018-00263,Burkina Faso,2018,0.66,subsistence,False,1069.0,19.1,frequent,2,none,none,none,none,0.0,0.66,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,426.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
264,IRR-ZAM-2023-00264,Zambia,2023,2.42,semi-commercial,True,821.0,30.2,rare,5,surface,groundwater,diesel,shared,2.13,0.29,88.2,87.0,12,poor,1705.0,234.0,True,640.0,True,566.0,631.0,58.9,333.0,1.85,74.4,62.8,27.5,530.0,64.0,weekly,soil_moisture,fruits,29.9,1.94,2,12055.0,5655.0,False,False,False,75.0,9.6,poor,low,False,False,False,4.7,traditional,high_burden
265,IRR-NIG-2019-00265,Nigeria,2019,2.72,subsistence,False,940.0,25.6,frequent,3,none,none,none,none,0.0,2.72,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,609.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
266,IRR-MAL-2023-00266,Malawi,2023,1.73,subsistence,False,1493.0,17.9,occasional,4,none,none,none,none,0.0,1.73,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,626.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
267,IRR-ZAM-2022-00267,Zambia,2022,0.9,semi-commercial,False,879.0,32.3,frequent,7,none,none,none,none,0.0,0.9,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,538.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
268,IRR-GHA-2018-00268,Ghana,2018,3.04,subsistence,False,986.0,25.2,rare,6,none,none,none,none,0.0,3.04,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,661.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
269,IRR-KEN-2018-00269,Kenya,2018,3.64,commercial,False,1144.0,18.7,rare,2,none,none,none,none,0.0,3.64,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,478.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
270,IRR-MAL-2019-00270,Mali,2019,1.03,subsistence,False,1145.0,27.6,frequent,4,none,none,none,none,0.0,1.03,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,549.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
271,IRR-ZAM-2023-00271,Zambia,2023,0.97,semi-commercial,False,1047.0,24.7,rare,5,none,none,none,none,0.0,0.97,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,685.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
272,IRR-NIG-2019-00272,Nigeria,2019,3.13,subsistence,False,960.0,27.1,frequent,7,none,none,none,none,0.0,3.13,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,442.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
273,IRR-TAN-2023-00273,Tanzania,2023,1.26,subsistence,False,1070.0,25.2,occasional,7,none,none,none,none,0.0,1.26,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,568.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
274,IRR-MAL-2024-00274,Malawi,2024,0.56,subsistence,False,1047.0,22.1,occasional,7,none,none,none,none,0.0,0.56,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,481.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
275,IRR-BUR-2021-00275,Burkina Faso,2021,4.14,semi-commercial,False,503.0,26.7,occasional,3,none,none,none,none,0.0,4.14,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,446.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
276,IRR-ETH-2021-00276,Ethiopia,2021,1.01,commercial,False,911.0,24.3,occasional,5,none,none,none,none,0.0,1.01,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,680.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
277,IRR-TAN-2023-00277,Tanzania,2023,1.21,commercial,False,1270.0,18.0,frequent,2,none,none,none,none,0.0,1.21,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,522.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
278,IRR-MAL-2021-00278,Malawi,2021,0.53,semi-commercial,False,400.0,24.2,occasional,6,none,none,none,none,0.0,0.53,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,538.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
279,IRR-UGA-2024-00279,Uganda,2024,2.18,subsistence,True,899.0,34.0,rare,7,drip,wetland,diesel,individual,0.71,1.47,32.7,26.0,19,fair,1780.0,222.0,False,0.0,False,710.0,526.0,79.6,565.0,2.24,90.6,73.8,53.3,196.0,11.0,weekly,soil_moisture,rice,51.3,1.48,2,5053.0,7099.0,False,False,False,0.0,19.9,poor,high,True,False,False,3.2,modern,high_burden
280,IRR-MAL-2024-00280,Malawi,2024,0.8,subsistence,True,1156.0,29.2,occasional,2,center_pivot,rainwater_harvesting,gravity,individual,0.33,0.47,40.9,17.0,6,fair,1639.0,180.0,False,0.0,False,604.0,605.0,76.6,463.0,1.08,71.4,85.1,46.6,0.0,3.0,weekly,weather_based,rice,36.6,2.17,1,1980.0,6041.0,False,True,False,0.0,0.0,poor,high,False,False,False,11.2,traditional,high_burden
281,IRR-TAN-2025-00281,Tanzania,2025,2.14,semi-commercial,False,1119.0,23.5,rare,4,none,none,none,none,0.0,2.14,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,684.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
282,IRR-KEN-2022-00282,Kenya,2022,4.6,subsistence,False,742.0,25.9,frequent,4,none,none,none,none,0.0,4.6,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,521.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
283,IRR-NIG-2024-00283,Nigeria,2024,1.31,subsistence,True,862.0,34.1,frequent,2,surface,river,gravity,private_company,0.81,0.5,61.5,28.0,4,good,645.0,53.0,False,0.0,False,499.0,465.0,53.3,266.0,1.08,92.1,62.6,30.7,0.0,24.0,as_needed,visual,maize,40.6,1.66,1,4025.0,4993.0,True,False,True,0.0,0.0,good,low,False,False,False,2.4,traditional,high_burden
284,IRR-NIG-2024-00284,Nigeria,2024,0.91,commercial,False,400.0,30.5,occasional,3,none,none,none,none,0.0,0.91,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,573.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
285,IRR-MAL-2024-00285,Mali,2024,1.11,semi-commercial,False,560.0,32.7,rare,3,none,none,none,none,0.0,1.11,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,609.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
286,IRR-MAL-2020-00286,Malawi,2020,4.78,semi-commercial,False,1232.0,25.9,rare,5,none,none,none,none,0.0,4.78,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,591.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
287,IRR-MAL-2023-00287,Mali,2023,0.23,subsistence,False,1159.0,31.3,occasional,6,none,none,none,none,0.0,0.23,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,502.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
288,IRR-BUR-2025-00288,Burkina Faso,2025,1.6,commercial,True,898.0,27.1,occasional,3,surface,reservoir,electric,individual,0.58,1.01,36.5,32.0,6,good,466.0,35.0,False,0.0,False,389.0,550.0,47.0,183.0,2.02,91.4,77.3,33.2,34.0,17.0,as_needed,calendar,vegetables,58.6,1.41,1,2269.0,3891.0,False,False,False,0.0,10.7,good,low,False,False,True,1.0,traditional,high_burden
289,IRR-KEN-2023-00289,Kenya,2023,3.24,subsistence,False,869.0,15.0,frequent,7,none,none,none,none,0.0,3.24,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,548.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
290,IRR-TAN-2022-00290,Tanzania,2022,0.72,subsistence,False,1031.0,18.3,occasional,4,none,none,none,none,0.0,0.72,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,626.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
291,IRR-UGA-2020-00291,Uganda,2020,0.29,semi-commercial,False,495.0,21.9,frequent,4,none,none,none,none,0.0,0.29,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,622.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
292,IRR-KEN-2018-00292,Kenya,2018,1.4,subsistence,False,1418.0,24.9,occasional,5,none,none,none,none,0.0,1.4,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,665.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
293,IRR-ETH-2019-00293,Ethiopia,2019,1.57,subsistence,False,1157.0,22.8,occasional,3,none,none,none,none,0.0,1.57,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,578.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
294,IRR-TAN-2021-00294,Tanzania,2021,4.23,subsistence,False,865.0,22.2,occasional,7,none,none,none,none,0.0,4.23,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,582.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
295,IRR-UGA-2021-00295,Uganda,2021,1.1,subsistence,True,602.0,34.8,occasional,4,flood,reservoir,diesel,individual,0.81,0.29,73.5,33.0,4,fair,322.0,46.0,True,119.0,False,525.0,597.0,46.4,244.0,2.46,85.9,84.1,33.5,206.0,32.0,as_needed,calendar,rice,48.3,1.79,2,4233.0,5254.0,True,True,True,0.0,18.2,poor,low,False,False,False,1.2,traditional,high_burden
296,IRR-TAN-2018-00296,Tanzania,2018,1.04,subsistence,False,574.0,31.7,occasional,3,none,none,none,none,0.0,1.04,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,522.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
297,IRR-BUR-2025-00297,Burkina Faso,2025,2.23,subsistence,False,1352.0,20.1,rare,2,none,none,none,none,0.0,2.23,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,445.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
298,IRR-MAL-2020-00298,Malawi,2020,0.45,subsistence,False,1163.0,25.8,occasional,6,none,none,none,none,0.0,0.45,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,667.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
299,IRR-BUR-2023-00299,Burkina Faso,2023,0.79,subsistence,False,786.0,25.7,occasional,5,none,none,none,none,0.0,0.79,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,556.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
300,IRR-ETH-2020-00300,Ethiopia,2020,0.54,subsistence,False,1194.0,18.1,rare,5,none,none,none,none,0.0,0.54,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,560.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
301,IRR-KEN-2021-00301,Kenya,2021,2.26,commercial,False,885.0,27.7,rare,3,none,none,none,none,0.0,2.26,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,498.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
302,IRR-ZAM-2024-00302,Zambia,2024,0.86,commercial,False,1056.0,18.7,occasional,7,none,none,none,none,0.0,0.86,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,678.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
303,IRR-BUR-2018-00303,Burkina Faso,2018,0.91,subsistence,False,1089.0,20.4,rare,2,none,none,none,none,0.0,0.91,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,587.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
304,IRR-ZAM-2024-00304,Zambia,2024,0.64,semi-commercial,False,853.0,23.6,occasional,2,none,none,none,none,0.0,0.64,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,604.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
305,IRR-NIG-2018-00305,Nigeria,2018,1.18,semi-commercial,False,532.0,34.3,frequent,4,none,none,none,none,0.0,1.18,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,475.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
306,IRR-GHA-2020-00306,Ghana,2020,1.59,subsistence,True,730.0,16.5,occasional,7,surface,groundwater,diesel,shared,1.51,0.08,95.1,57.0,11,good,1206.0,123.0,False,0.0,False,664.0,486.0,52.7,350.0,2.35,72.4,76.5,29.2,159.0,45.0,as_needed,visual,vegetables,57.5,2.34,2,10014.0,6641.0,False,False,False,13.3,10.9,good,low,False,False,True,2.6,traditional,high_burden
307,IRR-GHA-2023-00307,Ghana,2023,0.77,semi-commercial,True,715.0,24.7,frequent,3,surface,rainwater_harvesting,gravity,cooperative,0.63,0.14,82.3,31.0,11,good,505.0,44.0,False,0.0,False,378.0,450.0,57.6,218.0,2.34,84.6,65.2,31.8,0.0,19.0,daily,weather_based,fruits,40.8,2.45,3,2386.0,3778.0,True,True,True,0.0,0.0,good,low,False,False,False,3.2,traditional,high_burden
308,IRR-GHA-2020-00308,Ghana,2020,0.47,semi-commercial,False,1027.0,18.4,occasional,5,none,none,none,none,0.0,0.47,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,559.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
309,IRR-NIG-2022-00309,Nigeria,2022,0.45,commercial,False,1550.0,25.6,frequent,4,none,none,none,none,0.0,0.45,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,700.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
310,IRR-GHA-2018-00310,Ghana,2018,0.45,semi-commercial,False,912.0,30.7,occasional,7,none,none,none,none,0.0,0.45,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,682.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
311,IRR-GHA-2019-00311,Ghana,2019,0.84,semi-commercial,False,546.0,23.0,rare,6,none,none,none,none,0.0,0.84,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,681.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
312,IRR-GHA-2019-00312,Ghana,2019,1.87,semi-commercial,False,400.0,17.0,occasional,3,none,none,none,none,0.0,1.87,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,465.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
313,IRR-KEN-2021-00313,Kenya,2021,3.0,semi-commercial,False,726.0,34.4,rare,2,none,none,none,none,0.0,3.0,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,410.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
314,IRR-ETH-2019-00314,Ethiopia,2019,3.45,subsistence,False,1062.0,17.7,rare,2,none,none,none,none,0.0,3.45,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,618.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
315,IRR-UGA-2019-00315,Uganda,2019,0.8,semi-commercial,False,1390.0,24.4,occasional,7,none,none,none,none,0.0,0.8,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,402.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
316,IRR-UGA-2023-00316,Uganda,2023,0.27,subsistence,False,1064.0,29.4,occasional,2,none,none,none,none,0.0,0.27,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,591.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
317,IRR-NIG-2023-00317,Nigeria,2023,0.81,semi-commercial,False,1002.0,27.1,frequent,5,none,none,none,none,0.0,0.81,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,638.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
318,IRR-GHA-2018-00318,Ghana,2018,0.56,subsistence,False,1266.0,25.3,occasional,3,none,none,none,none,0.0,0.56,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,415.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
319,IRR-MAL-2022-00319,Malawi,2022,0.55,subsistence,False,436.0,21.5,frequent,7,none,none,none,none,0.0,0.55,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,605.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
320,IRR-NIG-2023-00320,Nigeria,2023,3.57,subsistence,False,1239.0,24.8,frequent,5,none,none,none,none,0.0,3.57,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,543.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
321,IRR-ZAM-2023-00321,Zambia,2023,1.58,subsistence,False,894.0,28.9,occasional,4,none,none,none,none,0.0,1.58,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,411.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
322,IRR-TAN-2022-00322,Tanzania,2022,0.81,subsistence,False,977.0,23.1,occasional,6,none,none,none,none,0.0,0.81,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,524.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
323,IRR-BUR-2025-00323,Burkina Faso,2025,0.7,subsistence,False,952.0,27.2,rare,4,none,none,none,none,0.0,0.7,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,596.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
324,IRR-BUR-2019-00324,Burkina Faso,2019,2.02,semi-commercial,False,846.0,24.7,rare,6,none,none,none,none,0.0,2.02,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,413.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
325,IRR-TAN-2020-00325,Tanzania,2020,1.09,subsistence,False,850.0,32.1,frequent,4,none,none,none,none,0.0,1.09,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,479.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
326,IRR-GHA-2024-00326,Ghana,2024,0.39,semi-commercial,True,758.0,26.1,occasional,3,surface,rainwater_harvesting,diesel,government,0.2,0.18,52.7,6.0,6,good,164.0,21.0,False,0.0,False,586.0,694.0,59.2,347.0,2.22,81.6,64.9,31.3,30.0,6.0,biweekly,visual,sugarcane,34.5,2.4,2,1198.0,5861.0,False,False,True,0.0,10.8,good,low,False,False,False,2.4,traditional,high_burden
327,IRR-NIG-2024-00327,Nigeria,2024,0.62,semi-commercial,False,1118.0,19.2,frequent,3,none,none,none,none,0.0,0.62,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,696.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
328,IRR-NIG-2023-00328,Nigeria,2023,0.59,subsistence,False,1220.0,30.9,occasional,6,none,none,none,none,0.0,0.59,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,551.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
329,IRR-GHA-2020-00329,Ghana,2020,2.6,subsistence,True,680.0,24.8,frequent,4,flood,wetland,solar,private_company,1.24,1.35,47.9,44.0,13,good,498.0,64.0,False,0.0,True,586.0,532.0,42.6,250.0,1.46,73.5,81.7,25.6,0.0,50.0,weekly,weather_based,fruits,29.3,2.06,1,7290.0,5860.0,False,False,False,0.0,15.1,good,low,False,True,False,1.3,traditional,high_burden
330,IRR-KEN-2024-00330,Kenya,2024,2.8,subsistence,False,943.0,34.3,occasional,2,none,none,none,none,0.0,2.8,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,459.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
331,IRR-TAN-2021-00331,Tanzania,2021,0.58,semi-commercial,False,856.0,18.0,frequent,5,none,none,none,none,0.0,0.58,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,644.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
332,IRR-MAL-2022-00332,Mali,2022,0.58,semi-commercial,False,1128.0,15.0,occasional,5,none,none,none,none,0.0,0.58,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,622.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
333,IRR-ETH-2023-00333,Ethiopia,2023,2.94,commercial,False,919.0,15.1,frequent,5,none,none,none,none,0.0,2.94,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,689.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
334,IRR-TAN-2020-00334,Tanzania,2020,6.26,subsistence,False,774.0,33.3,rare,2,none,none,none,none,0.0,6.26,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,488.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
335,IRR-NIG-2024-00335,Nigeria,2024,1.32,commercial,True,853.0,16.8,occasional,7,sprinkler,reservoir,solar,shared,0.88,0.45,66.1,47.0,11,good,1313.0,176.0,False,0.0,True,442.0,579.0,71.3,315.0,2.09,91.1,89.5,58.1,0.0,18.0,biweekly,visual,horticulture,24.7,1.55,3,3865.0,4415.0,True,False,False,0.0,12.9,good,medium,False,False,True,8.0,modern,high_burden
336,IRR-MAL-2018-00336,Malawi,2018,0.67,semi-commercial,False,722.0,26.2,rare,5,none,none,none,none,0.0,0.67,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,604.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
337,IRR-MAL-2019-00337,Mali,2019,2.16,commercial,False,822.0,22.0,occasional,3,none,none,none,none,0.0,2.16,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,676.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
338,IRR-MAL-2023-00338,Malawi,2023,2.95,commercial,False,904.0,16.3,frequent,6,none,none,none,none,0.0,2.95,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,478.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
339,IRR-MAL-2021-00339,Malawi,2021,1.35,subsistence,False,1263.0,31.8,frequent,7,none,none,none,none,0.0,1.35,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,602.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
340,IRR-MAL-2023-00340,Malawi,2023,2.47,semi-commercial,False,741.0,20.3,frequent,3,none,none,none,none,0.0,2.47,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,696.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
341,IRR-ETH-2022-00341,Ethiopia,2022,1.18,semi-commercial,False,1006.0,31.1,occasional,6,none,none,none,none,0.0,1.18,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,585.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
342,IRR-GHA-2019-00342,Ghana,2019,1.87,subsistence,False,1044.0,20.7,rare,2,none,none,none,none,0.0,1.87,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,543.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
343,IRR-NIG-2024-00343,Nigeria,2024,0.84,semi-commercial,True,963.0,26.6,frequent,5,drip,reservoir,diesel,individual,0.69,0.15,82.2,27.0,10,good,1728.0,231.0,False,0.0,False,665.0,463.0,76.9,511.0,1.91,76.8,95.0,56.1,182.0,10.0,biweekly,visual,vegetables,37.9,1.95,1,4593.0,6645.0,False,True,False,0.0,20.5,good,high,False,True,True,10.9,modern,high_burden
344,IRR-MAL-2021-00344,Mali,2021,2.05,commercial,False,659.0,19.0,occasional,6,none,none,none,none,0.0,2.05,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,472.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
345,IRR-ZAM-2025-00345,Zambia,2025,4.31,semi-commercial,False,607.0,28.9,occasional,5,none,none,none,none,0.0,4.31,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,578.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
346,IRR-MAL-2024-00346,Malawi,2024,0.77,subsistence,False,1074.0,18.2,frequent,6,none,none,none,none,0.0,0.77,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,401.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
347,IRR-MAL-2025-00347,Malawi,2025,0.89,semi-commercial,False,567.0,30.5,rare,2,none,none,none,none,0.0,0.89,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,606.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
348,IRR-ZAM-2025-00348,Zambia,2025,2.23,commercial,False,498.0,33.7,frequent,7,none,none,none,none,0.0,2.23,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,670.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
349,IRR-KEN-2021-00349,Kenya,2021,1.35,semi-commercial,False,1326.0,24.4,occasional,2,none,none,none,none,0.0,1.35,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,544.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
350,IRR-TAN-2024-00350,Tanzania,2024,0.87,semi-commercial,False,842.0,30.1,occasional,4,none,none,none,none,0.0,0.87,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,575.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
351,IRR-ETH-2021-00351,Ethiopia,2021,2.72,semi-commercial,False,901.0,20.2,frequent,4,none,none,none,none,0.0,2.72,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,545.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
352,IRR-NIG-2018-00352,Nigeria,2018,3.0,subsistence,False,595.0,31.2,occasional,2,none,none,none,none,0.0,3.0,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,522.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
353,IRR-ZAM-2020-00353,Zambia,2020,2.46,subsistence,False,941.0,26.7,frequent,3,none,none,none,none,0.0,2.46,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,502.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
354,IRR-BUR-2024-00354,Burkina Faso,2024,2.66,semi-commercial,True,1150.0,24.9,occasional,2,sprinkler,wetland,manual,individual,1.94,0.72,73.0,101.0,13,fair,2910.0,379.0,False,0.0,False,689.0,651.0,73.4,505.0,1.08,94.9,87.1,60.6,0.0,39.0,biweekly,visual,vegetables,42.0,1.69,1,13361.0,6888.0,False,True,False,0.0,0.0,poor,medium,False,False,False,5.2,modern,high_burden
355,IRR-TAN-2021-00355,Tanzania,2021,1.15,subsistence,False,948.0,23.8,occasional,3,none,none,none,none,0.0,1.15,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,405.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
356,IRR-ETH-2019-00356,Ethiopia,2019,1.03,subsistence,False,947.0,19.5,frequent,4,none,none,none,none,0.0,1.03,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,564.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
357,IRR-ZAM-2020-00357,Zambia,2020,0.68,subsistence,True,913.0,30.8,occasional,2,sprinkler,groundwater,electric,shared,0.33,0.35,48.7,11.0,0,poor,496.0,34.0,True,174.0,False,327.0,520.0,79.7,260.0,1.32,86.8,77.9,53.9,43.0,7.0,biweekly,visual,maize,24.8,1.77,3,1079.0,3266.0,True,True,False,23.2,15.5,poor,medium,True,False,False,5.9,modern,high_burden
358,IRR-NIG-2025-00358,Nigeria,2025,0.69,subsistence,False,869.0,27.8,occasional,5,none,none,none,none,0.0,0.69,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,682.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
359,IRR-GHA-2018-00359,Ghana,2018,1.03,semi-commercial,False,995.0,15.7,occasional,7,none,none,none,none,0.0,1.03,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,541.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
360,IRR-ZAM-2019-00360,Zambia,2019,1.53,subsistence,False,823.0,27.0,rare,4,none,none,none,none,0.0,1.53,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,550.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
361,IRR-ETH-2020-00361,Ethiopia,2020,1.91,semi-commercial,False,610.0,26.5,occasional,4,none,none,none,none,0.0,1.91,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,557.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
362,IRR-GHA-2021-00362,Ghana,2021,0.91,semi-commercial,False,954.0,19.8,occasional,4,none,none,none,none,0.0,0.91,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,654.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
363,IRR-KEN-2020-00363,Kenya,2020,0.72,semi-commercial,False,1045.0,30.6,occasional,3,none,none,none,none,0.0,0.72,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,459.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
364,IRR-MAL-2020-00364,Malawi,2020,0.78,semi-commercial,False,1062.0,34.3,occasional,4,none,none,none,none,0.0,0.78,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,646.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
365,IRR-MAL-2024-00365,Mali,2024,0.72,subsistence,False,629.0,18.0,rare,7,none,none,none,none,0.0,0.72,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,454.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
366,IRR-MAL-2023-00366,Malawi,2023,1.1,commercial,False,1027.0,26.0,frequent,6,none,none,none,none,0.0,1.1,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,506.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
367,IRR-UGA-2022-00367,Uganda,2022,0.42,subsistence,False,1110.0,30.6,occasional,4,none,none,none,none,0.0,0.42,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,428.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
368,IRR-TAN-2021-00368,Tanzania,2021,3.26,subsistence,True,682.0,33.2,occasional,2,center_pivot,river,solar,private_company,1.56,1.7,47.8,53.0,6,fair,7785.0,1034.0,True,4250.0,False,496.0,652.0,73.8,366.0,1.51,93.7,80.5,55.7,0.0,16.0,weekly,weather_based,vegetables,41.6,1.39,2,7719.0,4958.0,False,False,False,0.0,16.6,poor,high,False,False,False,11.5,traditional,high_burden
369,IRR-ETH-2023-00369,Ethiopia,2023,2.76,subsistence,True,1323.0,25.5,frequent,3,drip,groundwater,solar,shared,2.65,0.11,96.0,137.0,2,good,6630.0,788.0,False,0.0,False,680.0,662.0,95.0,646.0,1.17,89.5,84.9,72.1,0.0,40.0,daily,calendar,maize,43.9,1.44,2,18039.0,6802.0,False,False,False,52.3,2.4,good,high,True,True,True,10.9,modern,high_burden
370,IRR-ZAM-2025-00370,Zambia,2025,1.75,subsistence,False,1209.0,27.3,rare,3,none,none,none,none,0.0,1.75,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,440.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
371,IRR-TAN-2024-00371,Tanzania,2024,1.86,semi-commercial,False,1243.0,31.2,occasional,2,none,none,none,none,0.0,1.86,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,471.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
372,IRR-GHA-2021-00372,Ghana,2021,0.54,commercial,False,878.0,34.3,rare,6,none,none,none,none,0.0,0.54,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,404.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
373,IRR-NIG-2020-00373,Nigeria,2020,2.68,commercial,False,890.0,22.9,occasional,6,none,none,none,none,0.0,2.68,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,565.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
374,IRR-UGA-2019-00374,Uganda,2019,0.6,semi-commercial,False,907.0,16.4,occasional,7,none,none,none,none,0.0,0.6,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,486.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
375,IRR-MAL-2019-00375,Malawi,2019,0.77,semi-commercial,False,1259.0,32.7,frequent,3,none,none,none,none,0.0,0.77,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,540.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
376,IRR-NIG-2023-00376,Nigeria,2023,1.81,commercial,False,1106.0,17.6,rare,3,none,none,none,none,0.0,1.81,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,676.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
377,IRR-ETH-2025-00377,Ethiopia,2025,2.74,subsistence,False,1006.0,27.9,occasional,5,none,none,none,none,0.0,2.74,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,482.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
378,IRR-BUR-2019-00378,Burkina Faso,2019,3.39,subsistence,False,1168.0,21.5,frequent,6,none,none,none,none,0.0,3.39,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,692.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
379,IRR-KEN-2019-00379,Kenya,2019,1.58,semi-commercial,False,853.0,30.8,frequent,4,none,none,none,none,0.0,1.58,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,620.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
380,IRR-MAL-2022-00380,Malawi,2022,5.59,commercial,False,466.0,19.9,occasional,2,none,none,none,none,0.0,5.59,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,526.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
381,IRR-ETH-2023-00381,Ethiopia,2023,0.88,subsistence,False,1345.0,26.3,occasional,7,none,none,none,none,0.0,0.88,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,698.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
382,IRR-MAL-2022-00382,Malawi,2022,3.56,subsistence,True,743.0,27.0,rare,5,surface,river,gravity,shared,1.66,1.9,46.6,66.0,10,good,1325.0,133.0,False,0.0,False,541.0,684.0,50.0,270.0,1.23,85.3,86.2,36.7,0.0,50.0,weekly,weather_based,sugarcane,35.2,1.29,1,8965.0,5411.0,False,False,False,0.0,0.0,good,low,True,False,False,2.1,traditional,high_burden
383,IRR-NIG-2021-00383,Nigeria,2021,1.36,commercial,False,899.0,34.3,occasional,7,none,none,none,none,0.0,1.36,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,440.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
384,IRR-BUR-2022-00384,Burkina Faso,2022,2.13,commercial,False,963.0,21.1,frequent,4,none,none,none,none,0.0,2.13,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,471.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
385,IRR-KEN-2023-00385,Kenya,2023,1.43,subsistence,False,821.0,27.9,frequent,6,none,none,none,none,0.0,1.43,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,587.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
386,IRR-BUR-2022-00386,Burkina Faso,2022,1.45,semi-commercial,True,822.0,28.5,occasional,6,drip,reservoir,solar,individual,0.59,0.87,40.3,33.0,4,good,1467.0,187.0,True,737.0,False,534.0,426.0,95.0,507.0,1.3,75.9,71.0,51.2,0.0,9.0,as_needed,soil_moisture,sugarcane,26.7,2.18,2,3130.0,5336.0,False,False,False,0.0,19.3,good,high,False,False,True,7.5,modern,high_burden
387,IRR-KEN-2022-00387,Kenya,2022,2.44,subsistence,False,816.0,25.5,occasional,4,none,none,none,none,0.0,2.44,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,467.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
388,IRR-GHA-2018-00388,Ghana,2018,1.41,subsistence,False,771.0,25.9,frequent,2,none,none,none,none,0.0,1.41,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,665.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
389,IRR-ZAM-2025-00389,Zambia,2025,3.13,subsistence,False,782.0,33.2,frequent,3,none,none,none,none,0.0,3.13,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,613.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
390,IRR-GHA-2019-00390,Ghana,2019,2.5,semi-commercial,False,1273.0,35.0,rare,3,none,none,none,none,0.0,2.5,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,547.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
391,IRR-MAL-2020-00391,Malawi,2020,5.31,semi-commercial,False,1032.0,26.8,occasional,4,none,none,none,none,0.0,5.31,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,455.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
392,IRR-MAL-2023-00392,Malawi,2023,1.6,semi-commercial,False,1241.0,33.2,rare,6,none,none,none,none,0.0,1.6,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,478.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
393,IRR-BUR-2018-00393,Burkina Faso,2018,1.14,commercial,False,1354.0,19.6,frequent,2,none,none,none,none,0.0,1.14,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,439.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
394,IRR-MAL-2025-00394,Mali,2025,0.54,commercial,False,540.0,27.3,frequent,7,none,none,none,none,0.0,0.54,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,629.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
395,IRR-UGA-2019-00395,Uganda,2019,1.72,subsistence,False,835.0,25.0,occasional,3,none,none,none,none,0.0,1.72,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,632.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
396,IRR-TAN-2020-00396,Tanzania,2020,1.38,subsistence,False,535.0,26.9,rare,6,none,none,none,none,0.0,1.38,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,468.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
397,IRR-KEN-2025-00397,Kenya,2025,2.38,commercial,True,749.0,24.5,occasional,7,manual,groundwater,gravity,individual,1.11,1.28,46.4,34.0,1,poor,221.0,26.0,True,105.0,False,349.0,564.0,54.5,190.0,2.49,75.6,74.3,30.6,0.0,88.0,weekly,weather_based,vegetables,28.1,1.5,1,3853.0,3485.0,False,True,False,50.0,0.0,poor,low,False,False,False,0.7,traditional,high_burden
398,IRR-UGA-2019-00398,Uganda,2019,3.09,semi-commercial,False,735.0,24.9,frequent,6,none,none,none,none,0.0,3.09,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,573.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
399,IRR-MAL-2020-00399,Mali,2020,1.65,subsistence,False,1009.0,17.0,rare,4,none,none,none,none,0.0,1.65,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,585.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
400,IRR-ZAM-2025-00400,Zambia,2025,0.64,commercial,True,1062.0,24.4,occasional,7,surface,groundwater,manual,individual,0.25,0.39,38.8,14.0,7,excellent,198.0,20.0,False,0.0,False,543.0,627.0,52.7,286.0,1.01,81.9,70.1,30.3,0.0,7.0,biweekly,calendar,fruits,35.5,2.38,1,1344.0,5426.0,True,False,False,6.5,0.0,good,low,False,False,True,1.7,traditional,high_burden
401,IRR-ZAM-2019-00401,Zambia,2019,1.19,subsistence,False,545.0,31.1,rare,3,none,none,none,none,0.0,1.19,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,605.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
402,IRR-NIG-2021-00402,Nigeria,2021,0.33,subsistence,False,1104.0,21.0,occasional,4,none,none,none,none,0.0,0.33,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,672.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
403,IRR-UGA-2019-00403,Uganda,2019,2.9,semi-commercial,False,787.0,30.9,frequent,2,none,none,none,none,0.0,2.9,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,690.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
404,IRR-ETH-2025-00404,Ethiopia,2025,1.9,subsistence,False,643.0,20.3,occasional,7,none,none,none,none,0.0,1.9,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,441.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
405,IRR-NIG-2020-00405,Nigeria,2020,1.63,subsistence,False,937.0,33.1,frequent,2,none,none,none,none,0.0,1.63,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,519.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
406,IRR-NIG-2022-00406,Nigeria,2022,2.51,semi-commercial,False,679.0,15.2,rare,3,none,none,none,none,0.0,2.51,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,564.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
407,IRR-ZAM-2023-00407,Zambia,2023,1.66,semi-commercial,False,707.0,31.6,occasional,6,none,none,none,none,0.0,1.66,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,656.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
408,IRR-TAN-2021-00408,Tanzania,2021,1.96,semi-commercial,False,1182.0,28.2,rare,4,none,none,none,none,0.0,1.96,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,598.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
409,IRR-UGA-2020-00409,Uganda,2020,1.61,semi-commercial,True,1103.0,33.6,occasional,4,sprinkler,reservoir,solar,individual,1.53,0.08,95.3,84.0,15,fair,2302.0,178.0,True,704.0,False,559.0,422.0,79.0,442.0,2.06,85.4,78.2,52.8,0.0,31.0,weekly,weather_based,vegetables,59.1,1.23,2,8582.0,5592.0,False,False,False,0.0,15.5,poor,medium,False,False,False,4.8,modern,high_burden
410,IRR-ZAM-2021-00410,Zambia,2021,0.84,subsistence,False,760.0,32.3,frequent,5,none,none,none,none,0.0,0.84,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,572.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
411,IRR-UGA-2018-00411,Uganda,2018,2.38,subsistence,False,1229.0,19.7,occasional,4,none,none,none,none,0.0,2.38,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,514.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
412,IRR-KEN-2024-00412,Kenya,2024,2.21,subsistence,False,621.0,21.2,frequent,7,none,none,none,none,0.0,2.21,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,578.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
413,IRR-GHA-2022-00413,Ghana,2022,0.86,commercial,True,1168.0,28.0,frequent,2,sprinkler,wetland,solar,government,0.37,0.5,42.4,20.0,11,good,548.0,56.0,False,0.0,True,316.0,522.0,76.7,242.0,2.24,88.6,60.1,40.8,0.0,7.0,biweekly,calendar,sugarcane,31.0,2.38,1,1153.0,3156.0,False,False,True,0.0,15.4,good,medium,True,False,False,4.1,modern,high_burden
414,IRR-NIG-2025-00414,Nigeria,2025,2.67,semi-commercial,False,555.0,27.2,occasional,2,none,none,none,none,0.0,2.67,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,483.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
415,IRR-BUR-2021-00415,Burkina Faso,2021,1.26,semi-commercial,False,905.0,31.6,occasional,7,none,none,none,none,0.0,1.26,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,578.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
416,IRR-GHA-2022-00416,Ghana,2022,2.58,semi-commercial,False,770.0,16.5,frequent,5,none,none,none,none,0.0,2.58,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,488.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
417,IRR-MAL-2024-00417,Malawi,2024,1.15,semi-commercial,False,974.0,18.7,frequent,6,none,none,none,none,0.0,1.15,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,439.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
418,IRR-BUR-2022-00418,Burkina Faso,2022,0.57,subsistence,False,1114.0,24.7,occasional,2,none,none,none,none,0.0,0.57,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,506.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
419,IRR-GHA-2024-00419,Ghana,2024,0.86,subsistence,False,701.0,17.0,rare,2,none,none,none,none,0.0,0.86,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,528.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
420,IRR-BUR-2025-00420,Burkina Faso,2025,0.77,semi-commercial,False,747.0,24.8,frequent,4,none,none,none,none,0.0,0.77,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,420.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
421,IRR-UGA-2018-00421,Uganda,2018,0.48,subsistence,False,757.0,32.1,occasional,7,none,none,none,none,0.0,0.48,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,588.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
422,IRR-ETH-2025-00422,Ethiopia,2025,0.83,subsistence,True,1101.0,27.5,occasional,6,surface,lake,gravity,individual,0.31,0.52,37.5,13.0,18,good,248.0,28.0,False,0.0,False,372.0,454.0,59.7,222.0,1.47,83.8,75.1,37.6,0.0,9.0,as_needed,calendar,fruits,43.1,1.82,1,1153.0,3722.0,True,False,False,0.0,0.0,good,low,True,False,False,1.4,traditional,high_burden
423,IRR-MAL-2021-00423,Mali,2021,1.81,commercial,False,955.0,30.2,rare,4,none,none,none,none,0.0,1.81,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,489.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
424,IRR-ZAM-2023-00424,Zambia,2023,0.45,semi-commercial,False,737.0,23.2,occasional,4,none,none,none,none,0.0,0.45,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,495.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
425,IRR-BUR-2020-00425,Burkina Faso,2020,1.25,subsistence,True,1252.0,33.9,rare,5,surface,groundwater,diesel,individual,0.98,0.27,78.4,51.0,15,good,787.0,41.0,False,0.0,False,660.0,671.0,48.4,319.0,1.46,90.5,80.1,35.0,294.0,30.0,biweekly,weather_based,vegetables,47.1,1.41,1,6488.0,6598.0,False,False,True,63.5,19.1,good,low,False,False,True,2.7,traditional,high_burden
426,IRR-ZAM-2022-00426,Zambia,2022,4.81,commercial,True,1228.0,16.6,occasional,2,sprinkler,groundwater,gravity,individual,2.0,2.82,41.5,66.0,6,fair,2996.0,168.0,True,1429.0,False,348.0,517.0,80.1,279.0,1.63,90.8,78.8,57.3,0.0,40.0,as_needed,visual,vegetables,34.9,1.92,2,6956.0,3483.0,True,False,False,79.0,0.0,poor,medium,False,False,False,3.6,modern,high_burden
427,IRR-ETH-2021-00427,Ethiopia,2021,1.08,commercial,False,726.0,20.2,occasional,3,none,none,none,none,0.0,1.08,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,665.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
428,IRR-UGA-2021-00428,Uganda,2021,1.42,semi-commercial,True,776.0,34.3,occasional,2,drip,rainwater_harvesting,gravity,individual,1.33,0.1,93.2,43.0,14,good,3320.0,195.0,False,0.0,True,723.0,556.0,95.0,687.0,1.19,88.9,95.0,80.2,0.0,20.0,biweekly,calendar,rice,57.6,1.72,1,9599.0,7228.0,False,False,False,0.0,0.0,good,high,False,False,False,8.1,modern,high_burden
429,IRR-ETH-2019-00429,Ethiopia,2019,0.5,subsistence,False,902.0,24.6,frequent,2,none,none,none,none,0.0,0.5,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,503.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
430,IRR-MAL-2019-00430,Malawi,2019,2.97,subsistence,False,685.0,25.1,occasional,3,none,none,none,none,0.0,2.97,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,460.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
431,IRR-KEN-2023-00431,Kenya,2023,0.6,semi-commercial,False,739.0,28.8,rare,5,none,none,none,none,0.0,0.6,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,606.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
432,IRR-GHA-2025-00432,Ghana,2025,0.88,subsistence,False,853.0,20.2,rare,4,none,none,none,none,0.0,0.88,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,691.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
433,IRR-ZAM-2023-00433,Zambia,2023,1.28,subsistence,False,1370.0,24.8,rare,6,none,none,none,none,0.0,1.28,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,541.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
434,IRR-MAL-2018-00434,Mali,2018,1.56,semi-commercial,False,743.0,26.4,occasional,3,none,none,none,none,0.0,1.56,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,447.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
435,IRR-ZAM-2019-00435,Zambia,2019,1.23,subsistence,False,781.0,34.8,occasional,6,none,none,none,none,0.0,1.23,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,565.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
436,IRR-ETH-2023-00436,Ethiopia,2023,2.64,subsistence,False,900.0,18.1,frequent,5,none,none,none,none,0.0,2.64,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,530.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
437,IRR-GHA-2018-00437,Ghana,2018,0.64,subsistence,False,1340.0,20.0,frequent,4,none,none,none,none,0.0,0.64,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,479.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
438,IRR-ZAM-2024-00438,Zambia,2024,1.05,subsistence,False,536.0,20.5,occasional,3,none,none,none,none,0.0,1.05,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,634.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
439,IRR-KEN-2019-00439,Kenya,2019,1.29,semi-commercial,False,1075.0,19.8,occasional,4,none,none,none,none,0.0,1.29,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,581.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
440,IRR-TAN-2022-00440,Tanzania,2022,3.13,subsistence,False,535.0,31.9,rare,5,none,none,none,none,0.0,3.13,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,604.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
441,IRR-MAL-2025-00441,Mali,2025,1.84,subsistence,False,645.0,15.1,occasional,7,none,none,none,none,0.0,1.84,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,567.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
442,IRR-KEN-2020-00442,Kenya,2020,0.85,subsistence,False,1099.0,34.1,frequent,5,none,none,none,none,0.0,0.85,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,410.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
443,IRR-MAL-2025-00443,Malawi,2025,2.07,commercial,False,802.0,16.9,rare,7,none,none,none,none,0.0,2.07,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,602.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
444,IRR-MAL-2025-00444,Mali,2025,1.62,subsistence,True,1102.0,28.9,occasional,5,flood,river,solar,individual,0.57,1.05,35.3,20.0,7,fair,229.0,30.0,True,71.0,False,381.0,517.0,39.9,152.0,1.89,92.9,82.0,30.4,0.0,23.0,weekly,visual,horticulture,22.6,1.3,1,2179.0,3811.0,False,False,False,0.0,7.7,poor,low,False,False,False,1.2,traditional,high_burden
445,IRR-GHA-2024-00445,Ghana,2024,3.02,subsistence,False,661.0,30.5,occasional,2,none,none,none,none,0.0,3.02,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,498.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
446,IRR-BUR-2025-00446,Burkina Faso,2025,1.27,semi-commercial,True,750.0,15.2,occasional,7,center_pivot,reservoir,diesel,shared,1.24,0.03,97.7,39.0,2,good,6180.0,494.0,False,0.0,False,372.0,624.0,77.8,289.0,1.97,71.9,62.5,35.0,130.0,12.0,weekly,calendar,vegetables,55.7,2.23,1,4593.0,3716.0,True,False,False,0.0,6.0,good,high,True,False,True,17.5,traditional,high_burden
447,IRR-UGA-2020-00447,Uganda,2020,1.3,commercial,True,599.0,32.3,rare,5,flood,river,wind,cooperative,0.89,0.41,68.7,31.0,16,fair,357.0,36.0,False,0.0,False,548.0,439.0,38.3,210.0,1.19,94.1,87.1,31.4,0.0,36.0,as_needed,visual,maize,52.4,2.11,1,4889.0,5476.0,False,False,True,0.0,0.0,poor,low,False,False,False,1.0,traditional,high_burden
448,IRR-KEN-2024-00448,Kenya,2024,2.02,subsistence,False,1157.0,22.3,rare,6,none,none,none,none,0.0,2.02,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,695.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
449,IRR-ETH-2025-00449,Ethiopia,2025,1.12,subsistence,False,1260.0,18.2,occasional,6,none,none,none,none,0.0,1.12,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,551.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
450,IRR-MAL-2020-00450,Malawi,2020,0.99,semi-commercial,False,1241.0,18.9,frequent,4,none,none,none,none,0.0,0.99,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,595.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
451,IRR-UGA-2022-00451,Uganda,2022,1.33,subsistence,False,1178.0,17.4,occasional,5,none,none,none,none,0.0,1.33,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,544.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
452,IRR-MAL-2020-00452,Mali,2020,2.54,subsistence,False,1142.0,15.1,frequent,5,none,none,none,none,0.0,2.54,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,454.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
453,IRR-ETH-2023-00453,Ethiopia,2023,0.82,subsistence,False,1148.0,25.9,frequent,2,none,none,none,none,0.0,0.82,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,526.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
454,IRR-MAL-2025-00454,Malawi,2025,0.63,subsistence,False,1469.0,33.0,occasional,2,none,none,none,none,0.0,0.63,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,601.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
455,IRR-ETH-2025-00455,Ethiopia,2025,0.84,semi-commercial,False,1141.0,21.0,frequent,5,none,none,none,none,0.0,0.84,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,570.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
456,IRR-NIG-2018-00456,Nigeria,2018,1.09,semi-commercial,False,757.0,25.0,occasional,2,none,none,none,none,0.0,1.09,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,415.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
457,IRR-NIG-2023-00457,Nigeria,2023,0.85,semi-commercial,False,537.0,28.6,rare,2,none,none,none,none,0.0,0.85,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,616.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
458,IRR-ETH-2020-00458,Ethiopia,2020,1.01,subsistence,False,1220.0,16.9,rare,5,none,none,none,none,0.0,1.01,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,607.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
459,IRR-MAL-2024-00459,Mali,2024,2.96,subsistence,False,912.0,26.8,frequent,3,none,none,none,none,0.0,2.96,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,609.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
460,IRR-ZAM-2024-00460,Zambia,2024,0.4,subsistence,False,580.0,24.7,rare,7,none,none,none,none,0.0,0.4,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,492.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
461,IRR-BUR-2019-00461,Burkina Faso,2019,0.54,semi-commercial,False,935.0,28.3,frequent,7,none,none,none,none,0.0,0.54,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,689.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
462,IRR-ZAM-2025-00462,Zambia,2025,2.16,subsistence,False,1190.0,25.0,occasional,5,none,none,none,none,0.0,2.16,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,528.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
463,IRR-GHA-2024-00463,Ghana,2024,1.04,subsistence,False,1171.0,34.0,occasional,6,none,none,none,none,0.0,1.04,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,457.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
464,IRR-MAL-2020-00464,Mali,2020,1.82,commercial,True,777.0,19.5,rare,5,drip,groundwater,electric,individual,1.04,0.78,56.9,54.0,2,excellent,2589.0,386.0,False,0.0,True,668.0,484.0,83.9,561.0,2.02,93.0,94.1,73.5,142.0,16.0,weekly,calendar,horticulture,36.7,2.04,1,6918.0,6680.0,False,False,False,6.2,21.6,good,high,False,False,True,7.7,modern,high_burden
465,IRR-MAL-2018-00465,Mali,2018,1.48,subsistence,False,953.0,18.0,frequent,3,none,none,none,none,0.0,1.48,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,430.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
466,IRR-ZAM-2022-00466,Zambia,2022,4.19,semi-commercial,False,742.0,15.8,occasional,4,none,none,none,none,0.0,4.19,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,475.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
467,IRR-ETH-2019-00467,Ethiopia,2019,0.49,commercial,False,907.0,30.6,frequent,7,none,none,none,none,0.0,0.49,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,469.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
468,IRR-TAN-2019-00468,Tanzania,2019,2.43,subsistence,True,713.0,18.4,occasional,5,surface,lake,gravity,cooperative,0.84,1.59,34.7,40.0,7,excellent,675.0,83.0,False,0.0,False,740.0,659.0,54.8,405.0,1.25,93.8,70.1,36.0,0.0,25.0,as_needed,visual,rice,54.9,2.47,3,6247.0,7402.0,True,False,False,0.0,0.0,good,low,False,False,False,1.0,traditional,high_burden
469,IRR-MAL-2020-00469,Malawi,2020,1.5,subsistence,False,808.0,27.1,rare,4,none,none,none,none,0.0,1.5,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,638.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
470,IRR-KEN-2018-00470,Kenya,2018,2.03,semi-commercial,False,1025.0,25.6,occasional,5,none,none,none,none,0.0,2.03,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,622.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
471,IRR-NIG-2018-00471,Nigeria,2018,1.41,subsistence,False,969.0,19.4,frequent,2,none,none,none,none,0.0,1.41,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,485.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
472,IRR-ETH-2018-00472,Ethiopia,2018,0.6,semi-commercial,False,712.0,26.8,rare,4,none,none,none,none,0.0,0.6,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,589.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
473,IRR-TAN-2021-00473,Tanzania,2021,1.32,subsistence,False,916.0,28.2,occasional,5,none,none,none,none,0.0,1.32,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,469.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
474,IRR-NIG-2019-00474,Nigeria,2019,2.13,subsistence,False,1282.0,15.9,frequent,4,none,none,none,none,0.0,2.13,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,648.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
475,IRR-KEN-2025-00475,Kenya,2025,1.04,semi-commercial,False,631.0,24.7,frequent,7,none,none,none,none,0.0,1.04,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,696.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
476,IRR-ETH-2021-00476,Ethiopia,2021,4.96,semi-commercial,True,654.0,22.1,frequent,2,center_pivot,lake,diesel,individual,3.82,1.14,76.9,156.0,2,poor,19081.0,2125.0,False,0.0,False,598.0,492.0,75.1,449.0,1.7,90.2,81.0,54.9,596.0,38.0,weekly,calendar,horticulture,59.4,2.22,1,22805.0,5976.0,False,False,False,0.0,9.5,poor,high,False,True,False,13.0,traditional,high_burden
477,IRR-ZAM-2019-00477,Zambia,2019,0.22,subsistence,False,577.0,30.3,frequent,3,none,none,none,none,0.0,0.22,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,672.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
478,IRR-GHA-2020-00478,Ghana,2020,1.13,semi-commercial,False,932.0,31.1,frequent,5,none,none,none,none,0.0,1.13,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,621.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
479,IRR-GHA-2023-00479,Ghana,2023,4.48,subsistence,False,569.0,28.5,occasional,2,none,none,none,none,0.0,4.48,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,510.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
480,IRR-ZAM-2018-00480,Zambia,2018,1.37,semi-commercial,True,927.0,18.2,occasional,2,flood,groundwater,electric,individual,1.03,0.34,75.1,51.0,3,good,411.0,56.0,True,201.0,False,598.0,568.0,38.4,229.0,1.29,75.9,80.3,23.4,153.0,41.0,as_needed,visual,rice,21.1,1.76,2,6136.0,5978.0,False,False,False,45.0,22.1,good,low,False,False,True,2.8,traditional,high_burden
481,IRR-ETH-2024-00481,Ethiopia,2024,0.74,subsistence,False,867.0,31.2,occasional,5,none,none,none,none,0.0,0.74,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,594.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
482,IRR-NIG-2023-00482,Nigeria,2023,0.52,semi-commercial,False,818.0,21.9,frequent,3,none,none,none,none,0.0,0.52,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,691.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
483,IRR-ETH-2024-00483,Ethiopia,2024,4.2,semi-commercial,False,1021.0,24.1,frequent,5,none,none,none,none,0.0,4.2,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,655.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
484,IRR-ETH-2019-00484,Ethiopia,2019,1.07,commercial,False,759.0,29.7,frequent,3,none,none,none,none,0.0,1.07,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,467.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
485,IRR-ETH-2019-00485,Ethiopia,2019,2.04,subsistence,False,722.0,22.6,rare,4,none,none,none,none,0.0,2.04,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,691.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
486,IRR-GHA-2021-00486,Ghana,2021,0.84,subsistence,False,1129.0,21.4,occasional,7,none,none,none,none,0.0,0.84,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,596.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
487,IRR-UGA-2020-00487,Uganda,2020,8.22,semi-commercial,False,1140.0,22.5,occasional,4,none,none,none,none,0.0,8.22,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,642.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
488,IRR-MAL-2021-00488,Mali,2021,1.88,subsistence,False,1105.0,21.6,frequent,2,none,none,none,none,0.0,1.88,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,485.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
489,IRR-BUR-2019-00489,Burkina Faso,2019,3.46,subsistence,False,785.0,29.3,rare,4,none,none,none,none,0.0,3.46,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,587.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
490,IRR-UGA-2018-00490,Uganda,2018,3.11,commercial,False,1152.0,31.0,rare,5,none,none,none,none,0.0,3.11,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,574.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
491,IRR-ZAM-2018-00491,Zambia,2018,1.12,subsistence,False,1248.0,22.4,occasional,6,none,none,none,none,0.0,1.12,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,527.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
492,IRR-UGA-2025-00492,Uganda,2025,1.14,subsistence,False,790.0,21.7,occasional,4,none,none,none,none,0.0,1.14,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,525.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
493,IRR-NIG-2019-00493,Nigeria,2019,2.49,semi-commercial,False,928.0,23.0,frequent,5,none,none,none,none,0.0,2.49,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,648.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
494,IRR-UGA-2019-00494,Uganda,2019,0.85,semi-commercial,False,529.0,28.8,occasional,3,none,none,none,none,0.0,0.85,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,460.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
495,IRR-BUR-2024-00495,Burkina Faso,2024,2.94,subsistence,True,910.0,16.6,occasional,3,sprinkler,reservoir,solar,private_company,2.58,0.36,87.7,88.0,0,good,3865.0,344.0,False,0.0,False,504.0,607.0,71.0,357.0,0.92,86.6,71.3,43.8,0.0,52.0,as_needed,calendar,vegetables,47.8,1.78,3,12975.0,5036.0,True,False,False,0.0,11.1,good,medium,True,False,True,5.5,modern,high_burden
496,IRR-ETH-2023-00496,Ethiopia,2023,4.95,semi-commercial,True,973.0,32.8,rare,7,surface,wetland,diesel,shared,4.05,0.9,81.8,206.0,4,good,3240.0,275.0,False,0.0,False,446.0,678.0,58.2,260.0,1.21,93.6,85.8,46.8,654.0,121.0,weekly,calendar,maize,21.3,2.22,1,18067.0,4462.0,False,False,True,0.0,20.6,good,low,False,False,False,6.1,traditional,high_burden
497,IRR-BUR-2020-00497,Burkina Faso,2020,1.4,semi-commercial,False,1164.0,22.7,rare,7,none,none,none,none,0.0,1.4,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,480.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
498,IRR-MAL-2025-00498,Mali,2025,1.25,subsistence,False,1261.0,33.2,frequent,2,none,none,none,none,0.0,1.25,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,649.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
499,IRR-UGA-2023-00499,Uganda,2023,1.85,subsistence,False,938.0,27.9,occasional,7,none,none,none,none,0.0,1.85,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,647.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
500,IRR-UGA-2019-00500,Uganda,2019,2.73,semi-commercial,False,1651.0,27.5,occasional,7,none,none,none,none,0.0,2.73,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,454.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
501,IRR-GHA-2019-00501,Ghana,2019,1.81,semi-commercial,False,793.0,21.5,rare,2,none,none,none,none,0.0,1.81,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,548.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
502,IRR-BUR-2022-00502,Burkina Faso,2022,1.4,subsistence,False,822.0,27.1,occasional,7,none,none,none,none,0.0,1.4,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,625.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
503,IRR-TAN-2025-00503,Tanzania,2025,1.94,semi-commercial,False,1093.0,24.1,rare,2,none,none,none,none,0.0,1.94,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,663.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
504,IRR-MAL-2021-00504,Mali,2021,1.52,subsistence,False,885.0,17.8,frequent,2,none,none,none,none,0.0,1.52,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,557.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
505,IRR-UGA-2020-00505,Uganda,2020,1.61,subsistence,False,1201.0,30.5,frequent,2,none,none,none,none,0.0,1.61,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,640.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
506,IRR-ZAM-2023-00506,Zambia,2023,1.92,semi-commercial,False,1088.0,27.0,rare,5,none,none,none,none,0.0,1.92,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,474.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
507,IRR-MAL-2022-00507,Mali,2022,1.79,subsistence,False,620.0,18.3,rare,2,none,none,none,none,0.0,1.79,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,459.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
508,IRR-UGA-2018-00508,Uganda,2018,0.22,subsistence,False,764.0,21.2,occasional,2,none,none,none,none,0.0,0.22,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,642.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
509,IRR-KEN-2022-00509,Kenya,2022,2.69,subsistence,False,815.0,21.3,rare,4,none,none,none,none,0.0,2.69,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,640.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
510,IRR-NIG-2025-00510,Nigeria,2025,1.37,semi-commercial,False,973.0,16.0,occasional,3,none,none,none,none,0.0,1.37,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,597.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
511,IRR-TAN-2020-00511,Tanzania,2020,2.27,semi-commercial,False,950.0,17.6,frequent,2,none,none,none,none,0.0,2.27,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,610.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
512,IRR-GHA-2018-00512,Ghana,2018,1.98,subsistence,False,821.0,16.1,rare,5,none,none,none,none,0.0,1.98,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,595.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
513,IRR-ZAM-2021-00513,Zambia,2021,1.03,semi-commercial,False,1367.0,29.2,frequent,4,none,none,none,none,0.0,1.03,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,669.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
514,IRR-ZAM-2021-00514,Zambia,2021,0.55,commercial,True,855.0,29.1,occasional,7,sprinkler,river,gravity,individual,0.41,0.14,74.6,22.0,2,good,617.0,37.0,False,0.0,False,609.0,489.0,81.2,495.0,1.32,82.0,70.6,47.0,0.0,8.0,as_needed,calendar,sugarcane,22.3,2.44,1,2504.0,6091.0,False,False,False,0.0,0.0,good,medium,False,False,False,10.0,modern,high_burden
515,IRR-UGA-2023-00515,Uganda,2023,0.61,semi-commercial,False,777.0,32.8,frequent,3,none,none,none,none,0.0,0.61,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,599.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
516,IRR-MAL-2018-00516,Mali,2018,0.75,semi-commercial,False,928.0,27.1,frequent,7,none,none,none,none,0.0,0.75,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,639.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
517,IRR-ZAM-2018-00517,Zambia,2018,2.63,semi-commercial,False,1024.0,29.6,occasional,2,none,none,none,none,0.0,2.63,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,590.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
518,IRR-ETH-2019-00518,Ethiopia,2019,0.93,subsistence,False,400.0,20.3,frequent,6,none,none,none,none,0.0,0.93,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,507.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
519,IRR-KEN-2021-00519,Kenya,2021,1.46,semi-commercial,False,945.0,28.6,rare,4,none,none,none,none,0.0,1.46,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,649.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
520,IRR-MAL-2023-00520,Mali,2023,1.25,subsistence,True,1092.0,20.0,occasional,6,surface,groundwater,solar,shared,1.04,0.21,83.1,41.0,2,fair,833.0,92.0,True,303.0,True,392.0,445.0,52.6,206.0,0.91,85.7,63.2,28.5,0.0,31.0,daily,weather_based,rice,30.0,1.28,1,4080.0,3918.0,False,True,False,62.8,13.4,poor,low,False,False,False,4.4,traditional,high_burden
521,IRR-NIG-2024-00521,Nigeria,2024,3.11,subsistence,False,652.0,27.5,frequent,6,none,none,none,none,0.0,3.11,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,649.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
522,IRR-KEN-2021-00522,Kenya,2021,1.76,subsistence,False,860.0,29.6,occasional,6,none,none,none,none,0.0,1.76,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,573.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
523,IRR-UGA-2018-00523,Uganda,2018,0.99,semi-commercial,False,1185.0,23.3,occasional,5,none,none,none,none,0.0,0.99,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,464.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
524,IRR-GHA-2022-00524,Ghana,2022,0.66,semi-commercial,False,1001.0,28.3,occasional,5,none,none,none,none,0.0,0.66,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,575.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
525,IRR-MAL-2024-00525,Mali,2024,0.83,semi-commercial,False,767.0,34.0,occasional,2,none,none,none,none,0.0,0.83,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,630.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
526,IRR-MAL-2021-00526,Mali,2021,2.45,semi-commercial,False,430.0,28.3,rare,4,none,none,none,none,0.0,2.45,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,602.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
527,IRR-ZAM-2024-00527,Zambia,2024,0.89,subsistence,False,1125.0,16.1,occasional,2,none,none,none,none,0.0,0.89,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,445.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
528,IRR-GHA-2023-00528,Ghana,2023,2.29,subsistence,True,1120.0,24.9,occasional,5,manual,groundwater,gravity,individual,1.37,0.92,59.8,57.0,5,fair,274.0,17.0,False,0.0,False,418.0,581.0,59.3,248.0,1.59,90.8,73.8,39.7,0.0,110.0,weekly,visual,vegetables,21.8,1.51,2,5726.0,4181.0,False,False,True,74.5,0.0,poor,low,False,False,False,1.1,traditional,high_burden
529,IRR-ZAM-2025-00529,Zambia,2025,0.98,subsistence,False,1008.0,31.3,occasional,5,none,none,none,none,0.0,0.98,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,465.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
530,IRR-GHA-2019-00530,Ghana,2019,1.59,subsistence,False,609.0,15.8,occasional,4,none,none,none,none,0.0,1.59,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,661.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
531,IRR-KEN-2025-00531,Kenya,2025,0.77,subsistence,False,1106.0,34.2,occasional,7,none,none,none,none,0.0,0.77,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,543.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
532,IRR-BUR-2022-00532,Burkina Faso,2022,2.86,semi-commercial,True,723.0,17.3,occasional,7,drip,river,wind,shared,1.29,1.57,45.1,52.0,1,fair,3226.0,449.0,False,0.0,False,316.0,609.0,84.2,266.0,0.9,88.1,89.0,66.1,0.0,19.0,weekly,visual,vegetables,27.5,1.22,1,4079.0,3161.0,False,False,True,0.0,0.0,poor,high,True,False,False,8.2,modern,high_burden
533,IRR-TAN-2020-00533,Tanzania,2020,1.27,subsistence,False,630.0,31.1,frequent,5,none,none,none,none,0.0,1.27,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,587.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
534,IRR-GHA-2022-00534,Ghana,2022,1.48,subsistence,False,777.0,26.3,rare,3,none,none,none,none,0.0,1.48,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,502.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
535,IRR-KEN-2023-00535,Kenya,2023,1.21,semi-commercial,False,1033.0,33.2,frequent,6,none,none,none,none,0.0,1.21,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,439.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
536,IRR-MAL-2024-00536,Malawi,2024,3.18,semi-commercial,False,569.0,18.3,occasional,5,none,none,none,none,0.0,3.18,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,483.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
537,IRR-GHA-2019-00537,Ghana,2019,0.48,subsistence,False,1060.0,32.1,occasional,6,none,none,none,none,0.0,0.48,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,426.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
538,IRR-TAN-2020-00538,Tanzania,2020,1.57,commercial,False,788.0,27.8,occasional,2,none,none,none,none,0.0,1.57,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,510.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
539,IRR-GHA-2022-00539,Ghana,2022,1.68,subsistence,False,780.0,19.3,occasional,3,none,none,none,none,0.0,1.68,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,420.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
540,IRR-KEN-2023-00540,Kenya,2023,1.79,subsistence,False,933.0,17.2,frequent,5,none,none,none,none,0.0,1.79,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,416.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
541,IRR-MAL-2020-00541,Mali,2020,2.69,semi-commercial,False,1092.0,29.8,occasional,2,none,none,none,none,0.0,2.69,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,486.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
542,IRR-TAN-2019-00542,Tanzania,2019,1.03,semi-commercial,False,798.0,15.2,frequent,2,none,none,none,none,0.0,1.03,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,576.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
543,IRR-NIG-2021-00543,Nigeria,2021,0.72,semi-commercial,True,825.0,28.3,rare,6,flood,groundwater,electric,shared,0.57,0.15,78.9,18.0,10,good,229.0,20.0,True,104.0,False,534.0,438.0,44.6,238.0,0.83,75.6,77.0,25.9,69.0,23.0,weekly,visual,horticulture,30.8,1.87,1,3052.0,5340.0,True,False,False,36.8,6.4,good,low,False,False,True,2.0,traditional,high_burden
544,IRR-UGA-2019-00544,Uganda,2019,0.83,subsistence,False,1018.0,34.7,occasional,6,none,none,none,none,0.0,0.83,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,551.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
545,IRR-MAL-2022-00545,Mali,2022,0.96,subsistence,False,1187.0,22.6,frequent,3,none,none,none,none,0.0,0.96,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,584.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
546,IRR-TAN-2019-00546,Tanzania,2019,0.73,semi-commercial,False,714.0,19.1,occasional,6,none,none,none,none,0.0,0.73,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,563.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
547,IRR-GHA-2025-00547,Ghana,2025,1.24,subsistence,False,400.0,22.2,occasional,3,none,none,none,none,0.0,1.24,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,653.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
548,IRR-NIG-2023-00548,Nigeria,2023,5.53,semi-commercial,True,481.0,22.1,occasional,5,surface,reservoir,wind,individual,1.78,3.75,32.2,62.0,10,fair,1426.0,113.0,False,0.0,False,677.0,598.0,57.3,388.0,1.66,92.9,76.2,40.5,0.0,53.0,weekly,weather_based,rice,38.9,1.69,1,12071.0,6773.0,False,False,False,0.0,0.0,poor,low,False,False,False,1.3,traditional,high_burden
549,IRR-UGA-2022-00549,Uganda,2022,1.08,semi-commercial,False,849.0,16.9,rare,4,none,none,none,none,0.0,1.08,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,691.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
550,IRR-MAL-2018-00550,Mali,2018,0.66,subsistence,False,973.0,20.3,rare,2,none,none,none,none,0.0,0.66,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,431.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
551,IRR-NIG-2025-00551,Nigeria,2025,0.51,commercial,True,699.0,29.3,occasional,3,manual,lake,solar,government,0.26,0.25,50.4,11.0,17,fair,51.0,4.0,True,27.0,False,601.0,690.0,63.3,381.0,1.0,80.0,69.6,35.3,0.0,21.0,daily,soil_moisture,fruits,28.1,1.76,2,1544.0,6014.0,True,False,False,0.0,17.9,poor,low,False,False,False,0.7,traditional,high_burden
552,IRR-BUR-2021-00552,Burkina Faso,2021,1.63,commercial,False,957.0,32.8,frequent,6,none,none,none,none,0.0,1.63,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,603.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
553,IRR-ETH-2025-00553,Ethiopia,2025,0.78,subsistence,False,1458.0,18.7,rare,7,none,none,none,none,0.0,0.78,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,499.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
554,IRR-NIG-2021-00554,Nigeria,2021,6.71,subsistence,False,730.0,18.9,occasional,2,none,none,none,none,0.0,6.71,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,594.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
555,IRR-TAN-2024-00555,Tanzania,2024,0.41,subsistence,False,1122.0,18.9,rare,4,none,none,none,none,0.0,0.41,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,464.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
556,IRR-KEN-2025-00556,Kenya,2025,2.53,semi-commercial,True,1392.0,29.5,occasional,2,surface,river,solar,individual,1.15,1.38,45.5,58.0,0,good,919.0,126.0,False,0.0,True,634.0,631.0,54.2,344.0,2.41,89.7,84.8,41.2,0.0,34.0,biweekly,soil_moisture,fruits,45.7,1.3,1,7282.0,6338.0,False,False,False,0.0,17.3,good,low,False,False,False,1.6,traditional,high_burden
557,IRR-TAN-2024-00557,Tanzania,2024,0.71,subsistence,False,1156.0,32.7,rare,6,none,none,none,none,0.0,0.71,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,555.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
558,IRR-MAL-2023-00558,Malawi,2023,2.98,subsistence,False,493.0,23.4,rare,7,none,none,none,none,0.0,2.98,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,671.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
559,IRR-BUR-2019-00559,Burkina Faso,2019,0.49,semi-commercial,False,800.0,34.3,rare,7,none,none,none,none,0.0,0.49,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,469.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
560,IRR-BUR-2020-00560,Burkina Faso,2020,0.93,subsistence,False,828.0,20.9,rare,2,none,none,none,none,0.0,0.93,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,500.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
561,IRR-BUR-2019-00561,Burkina Faso,2019,0.83,semi-commercial,False,469.0,34.1,occasional,7,none,none,none,none,0.0,0.83,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,542.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
562,IRR-MAL-2022-00562,Malawi,2022,1.74,commercial,False,1022.0,23.7,occasional,2,none,none,none,none,0.0,1.74,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,564.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
563,IRR-UGA-2020-00563,Uganda,2020,1.73,semi-commercial,False,498.0,27.5,occasional,7,none,none,none,none,0.0,1.73,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,456.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
564,IRR-GHA-2024-00564,Ghana,2024,0.93,semi-commercial,False,657.0,24.1,occasional,6,none,none,none,none,0.0,0.93,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,465.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
565,IRR-MAL-2022-00565,Mali,2022,1.38,subsistence,True,950.0,26.3,frequent,4,surface,reservoir,diesel,government,1.08,0.3,78.2,47.0,0,good,860.0,114.0,False,0.0,False,356.0,679.0,53.9,192.0,1.08,71.2,85.5,32.8,278.0,32.0,weekly,calendar,rice,50.3,1.43,3,3823.0,3556.0,True,False,False,0.0,15.9,good,low,False,True,True,2.5,traditional,high_burden
566,IRR-KEN-2021-00566,Kenya,2021,3.94,semi-commercial,False,1253.0,28.9,frequent,3,none,none,none,none,0.0,3.94,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,433.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
567,IRR-UGA-2025-00567,Uganda,2025,3.45,subsistence,True,883.0,30.6,occasional,2,flood,rainwater_harvesting,manual,individual,1.64,1.81,47.5,54.0,4,poor,656.0,49.0,False,0.0,True,566.0,414.0,38.5,218.0,0.86,71.3,74.0,20.3,0.0,66.0,weekly,calendar,fruits,56.7,1.56,2,9293.0,5664.0,True,True,True,0.0,0.0,poor,low,False,False,False,0.7,traditional,high_burden
568,IRR-ETH-2020-00568,Ethiopia,2020,1.05,subsistence,True,1113.0,26.6,rare,2,flood,river,solar,government,0.96,0.09,91.0,54.0,2,fair,382.0,34.0,False,0.0,True,799.0,611.0,48.3,386.0,1.29,70.6,73.2,25.0,0.0,38.0,biweekly,calendar,rice,30.5,1.58,1,7633.0,7988.0,False,False,False,0.0,16.6,poor,low,True,False,False,2.4,traditional,high_burden
569,IRR-MAL-2022-00569,Malawi,2022,3.98,semi-commercial,False,856.0,22.1,frequent,6,none,none,none,none,0.0,3.98,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,643.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
570,IRR-TAN-2025-00570,Tanzania,2025,2.07,semi-commercial,False,945.0,18.5,frequent,3,none,none,none,none,0.0,2.07,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,555.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
571,IRR-GHA-2023-00571,Ghana,2023,2.67,commercial,True,559.0,16.8,frequent,6,drip,reservoir,electric,individual,0.95,1.72,35.6,30.0,6,poor,2373.0,186.0,False,0.0,False,392.0,618.0,95.0,373.0,0.95,78.1,89.8,66.7,138.0,14.0,weekly,calendar,vegetables,52.3,2.09,1,3722.0,3922.0,False,False,True,0.0,7.8,poor,high,True,False,False,3.4,modern,high_burden
572,IRR-TAN-2019-00572,Tanzania,2019,1.23,semi-commercial,False,627.0,20.4,frequent,5,none,none,none,none,0.0,1.23,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,530.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
573,IRR-KEN-2022-00573,Kenya,2022,6.23,commercial,False,782.0,34.1,rare,4,none,none,none,none,0.0,6.23,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,541.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
574,IRR-MAL-2020-00574,Malawi,2020,2.07,semi-commercial,False,1309.0,27.8,occasional,6,none,none,none,none,0.0,2.07,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,450.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
575,IRR-NIG-2022-00575,Nigeria,2022,0.87,semi-commercial,False,950.0,20.8,occasional,4,none,none,none,none,0.0,0.87,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,559.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
576,IRR-NIG-2024-00576,Nigeria,2024,1.36,subsistence,True,723.0,18.0,rare,5,flood,reservoir,gravity,individual,0.52,0.84,38.1,19.0,6,good,208.0,27.0,False,0.0,False,455.0,645.0,41.2,187.0,1.44,89.8,71.4,26.4,0.0,21.0,biweekly,visual,fruits,23.2,2.42,1,2359.0,4548.0,False,True,False,0.0,0.0,good,low,False,False,True,1.3,traditional,high_burden
577,IRR-GHA-2019-00577,Ghana,2019,1.78,semi-commercial,False,1124.0,32.9,frequent,2,none,none,none,none,0.0,1.78,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,483.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
578,IRR-UGA-2021-00578,Uganda,2021,0.86,semi-commercial,True,845.0,15.6,rare,2,flood,reservoir,diesel,shared,0.38,0.47,44.8,17.0,13,fair,154.0,17.0,False,0.0,True,346.0,443.0,46.8,162.0,1.83,89.6,73.3,30.7,85.0,15.0,daily,calendar,maize,25.0,2.29,1,1329.0,3456.0,False,False,False,0.0,22.2,poor,low,True,False,False,1.4,traditional,high_burden
579,IRR-UGA-2023-00579,Uganda,2023,1.57,subsistence,False,772.0,26.8,occasional,3,none,none,none,none,0.0,1.57,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,597.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
580,IRR-UGA-2022-00580,Uganda,2022,1.45,subsistence,False,786.0,32.0,occasional,3,none,none,none,none,0.0,1.45,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,474.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
581,IRR-ETH-2025-00581,Ethiopia,2025,0.78,subsistence,False,1109.0,15.9,frequent,6,none,none,none,none,0.0,0.78,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,460.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
582,IRR-TAN-2021-00582,Tanzania,2021,0.6,subsistence,False,920.0,33.6,frequent,5,none,none,none,none,0.0,0.6,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,564.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
583,IRR-UGA-2019-00583,Uganda,2019,5.64,semi-commercial,False,1357.0,32.5,frequent,5,none,none,none,none,0.0,5.64,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,488.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
584,IRR-TAN-2018-00584,Tanzania,2018,0.67,subsistence,False,899.0,29.4,frequent,5,none,none,none,none,0.0,0.67,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,410.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
585,IRR-NIG-2018-00585,Nigeria,2018,1.88,subsistence,False,1496.0,19.0,rare,4,none,none,none,none,0.0,1.88,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,433.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
586,IRR-ZAM-2018-00586,Zambia,2018,0.51,subsistence,False,1129.0,24.9,occasional,4,none,none,none,none,0.0,0.51,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,628.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
587,IRR-UGA-2022-00587,Uganda,2022,0.79,subsistence,True,803.0,15.1,frequent,7,surface,river,solar,government,0.36,0.43,45.4,14.0,0,good,286.0,40.0,False,0.0,False,709.0,409.0,56.0,397.0,2.41,75.9,81.8,34.8,0.0,11.0,as_needed,visual,rice,57.1,1.46,1,2533.0,7086.0,False,False,False,0.0,4.0,good,low,True,True,False,1.3,traditional,high_burden
588,IRR-ZAM-2019-00588,Zambia,2019,2.91,semi-commercial,False,779.0,16.3,occasional,7,none,none,none,none,0.0,2.91,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,606.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
589,IRR-ETH-2020-00589,Ethiopia,2020,1.15,semi-commercial,False,1241.0,17.9,occasional,4,none,none,none,none,0.0,1.15,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,425.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
590,IRR-GHA-2023-00590,Ghana,2023,1.12,subsistence,False,748.0,28.0,rare,4,none,none,none,none,0.0,1.12,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,555.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
591,IRR-MAL-2018-00591,Malawi,2018,1.97,subsistence,False,502.0,17.8,occasional,5,none,none,none,none,0.0,1.97,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,438.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
592,IRR-BUR-2021-00592,Burkina Faso,2021,0.99,semi-commercial,False,932.0,30.5,occasional,6,none,none,none,none,0.0,0.99,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,416.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
593,IRR-TAN-2024-00593,Tanzania,2024,2.74,semi-commercial,False,1037.0,20.7,occasional,4,none,none,none,none,0.0,2.74,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,471.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
594,IRR-TAN-2022-00594,Tanzania,2022,0.31,commercial,False,1012.0,19.3,rare,3,none,none,none,none,0.0,0.31,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,659.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
595,IRR-NIG-2018-00595,Nigeria,2018,0.93,subsistence,True,688.0,31.9,occasional,2,manual,river,solar,individual,0.6,0.33,64.7,33.0,7,poor,120.0,16.0,False,0.0,True,406.0,439.0,59.6,242.0,1.98,75.4,74.4,33.5,0.0,48.0,weekly,soil_moisture,rice,20.5,1.23,2,2446.0,4061.0,False,False,False,0.0,19.4,poor,low,False,False,False,1.3,traditional,high_burden
596,IRR-BUR-2021-00596,Burkina Faso,2021,1.54,subsistence,False,858.0,29.0,occasional,4,none,none,none,none,0.0,1.54,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,451.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
597,IRR-UGA-2020-00597,Uganda,2020,1.17,subsistence,False,983.0,35.0,occasional,2,none,none,none,none,0.0,1.17,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,585.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
598,IRR-ETH-2019-00598,Ethiopia,2019,3.22,semi-commercial,False,805.0,17.8,frequent,2,none,none,none,none,0.0,3.22,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,434.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
599,IRR-MAL-2021-00599,Mali,2021,1.26,subsistence,False,930.0,34.5,rare,4,none,none,none,none,0.0,1.26,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,464.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
600,IRR-ZAM-2024-00600,Zambia,2024,0.95,subsistence,False,867.0,29.3,rare,7,none,none,none,none,0.0,0.95,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,405.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
601,IRR-UGA-2021-00601,Uganda,2021,1.06,subsistence,False,943.0,21.8,frequent,5,none,none,none,none,0.0,1.06,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,638.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
602,IRR-MAL-2020-00602,Mali,2020,0.72,subsistence,False,960.0,20.9,rare,4,none,none,none,none,0.0,0.72,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,506.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
603,IRR-ETH-2018-00603,Ethiopia,2018,6.66,subsistence,False,503.0,28.1,occasional,3,none,none,none,none,0.0,6.66,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,651.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
604,IRR-KEN-2025-00604,Kenya,2025,1.44,semi-commercial,False,1202.0,30.2,frequent,2,none,none,none,none,0.0,1.44,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,669.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
605,IRR-TAN-2022-00605,Tanzania,2022,1.97,semi-commercial,False,758.0,25.7,occasional,6,none,none,none,none,0.0,1.97,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,402.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
606,IRR-MAL-2021-00606,Malawi,2021,0.39,subsistence,False,909.0,28.2,rare,4,none,none,none,none,0.0,0.39,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,621.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
607,IRR-NIG-2019-00607,Nigeria,2019,0.66,semi-commercial,False,1342.0,27.2,rare,7,none,none,none,none,0.0,0.66,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,445.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
608,IRR-TAN-2018-00608,Tanzania,2018,1.95,semi-commercial,False,804.0,21.3,rare,6,none,none,none,none,0.0,1.95,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,483.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
609,IRR-NIG-2023-00609,Nigeria,2023,3.21,semi-commercial,False,1306.0,15.8,occasional,4,none,none,none,none,0.0,3.21,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,516.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
610,IRR-NIG-2023-00610,Nigeria,2023,5.86,subsistence,False,1552.0,34.4,occasional,5,none,none,none,none,0.0,5.86,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,585.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
611,IRR-ZAM-2019-00611,Zambia,2019,1.49,semi-commercial,False,623.0,23.9,frequent,7,none,none,none,none,0.0,1.49,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,584.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
612,IRR-BUR-2018-00612,Burkina Faso,2018,0.39,subsistence,False,1091.0,33.2,frequent,4,none,none,none,none,0.0,0.39,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,674.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
613,IRR-MAL-2022-00613,Mali,2022,1.66,semi-commercial,False,1269.0,34.5,rare,3,none,none,none,none,0.0,1.66,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,613.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
614,IRR-ETH-2019-00614,Ethiopia,2019,0.59,semi-commercial,False,1081.0,21.1,occasional,2,none,none,none,none,0.0,0.59,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,517.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
615,IRR-KEN-2020-00615,Kenya,2020,1.38,semi-commercial,False,747.0,29.1,rare,4,none,none,none,none,0.0,1.38,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,659.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
616,IRR-UGA-2020-00616,Uganda,2020,2.57,semi-commercial,False,439.0,30.8,frequent,7,none,none,none,none,0.0,2.57,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,544.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
617,IRR-KEN-2018-00617,Kenya,2018,1.84,semi-commercial,False,789.0,17.1,occasional,5,none,none,none,none,0.0,1.84,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,501.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
618,IRR-TAN-2018-00618,Tanzania,2018,1.93,subsistence,False,909.0,29.3,rare,5,none,none,none,none,0.0,1.93,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,572.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
619,IRR-BUR-2020-00619,Burkina Faso,2020,2.44,semi-commercial,False,537.0,26.1,occasional,3,none,none,none,none,0.0,2.44,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,578.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
620,IRR-KEN-2022-00620,Kenya,2022,1.66,semi-commercial,True,1240.0,21.9,occasional,6,sprinkler,reservoir,diesel,shared,1.44,0.22,86.8,61.0,0,fair,2157.0,263.0,False,0.0,True,390.0,610.0,67.9,265.0,1.29,80.2,63.1,34.4,214.0,29.0,weekly,calendar,fruits,21.1,2.41,3,5613.0,3904.0,True,False,False,0.0,16.6,poor,medium,False,False,False,12.3,modern,high_burden
621,IRR-ZAM-2019-00621,Zambia,2019,1.46,subsistence,False,738.0,29.6,rare,2,none,none,none,none,0.0,1.46,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,548.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
622,IRR-BUR-2022-00622,Burkina Faso,2022,0.6,semi-commercial,False,898.0,15.0,rare,2,none,none,none,none,0.0,0.6,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,420.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
623,IRR-UGA-2023-00623,Uganda,2023,2.31,semi-commercial,False,733.0,30.4,rare,6,none,none,none,none,0.0,2.31,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,411.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
624,IRR-GHA-2023-00624,Ghana,2023,1.49,commercial,False,614.0,26.8,frequent,5,none,none,none,none,0.0,1.49,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,654.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
625,IRR-NIG-2021-00625,Nigeria,2021,0.75,subsistence,False,1113.0,30.2,rare,4,none,none,none,none,0.0,0.75,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,630.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
626,IRR-MAL-2018-00626,Malawi,2018,0.46,commercial,False,913.0,29.2,occasional,5,none,none,none,none,0.0,0.46,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,589.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
627,IRR-BUR-2019-00627,Burkina Faso,2019,0.46,semi-commercial,False,1023.0,20.3,rare,6,none,none,none,none,0.0,0.46,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,604.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
628,IRR-GHA-2025-00628,Ghana,2025,2.18,semi-commercial,True,660.0,34.0,rare,7,sprinkler,river,solar,shared,1.99,0.19,91.2,61.0,14,good,2986.0,434.0,True,1478.0,False,529.0,629.0,75.3,399.0,2.29,94.7,75.9,54.1,0.0,40.0,daily,visual,fruits,54.1,1.89,1,10529.0,5290.0,False,False,False,0.0,21.9,good,medium,True,False,False,5.1,modern,high_burden
629,IRR-GHA-2022-00629,Ghana,2022,1.17,subsistence,False,854.0,20.5,rare,4,none,none,none,none,0.0,1.17,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,516.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
630,IRR-GHA-2020-00630,Ghana,2020,1.83,subsistence,False,1030.0,34.4,occasional,5,none,none,none,none,0.0,1.83,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,561.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
631,IRR-TAN-2018-00631,Tanzania,2018,1.12,subsistence,False,939.0,20.8,occasional,2,none,none,none,none,0.0,1.12,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,689.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
632,IRR-ETH-2023-00632,Ethiopia,2023,0.7,semi-commercial,False,516.0,27.4,occasional,2,none,none,none,none,0.0,0.7,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,507.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
633,IRR-NIG-2021-00633,Nigeria,2021,1.97,commercial,False,1083.0,21.3,frequent,2,none,none,none,none,0.0,1.97,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,601.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
634,IRR-KEN-2020-00634,Kenya,2020,1.06,semi-commercial,False,734.0,21.4,rare,5,none,none,none,none,0.0,1.06,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,581.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
635,IRR-TAN-2024-00635,Tanzania,2024,1.49,semi-commercial,False,1179.0,29.1,occasional,3,none,none,none,none,0.0,1.49,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,670.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
636,IRR-MAL-2025-00636,Malawi,2025,6.55,semi-commercial,False,1178.0,34.5,occasional,2,none,none,none,none,0.0,6.55,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,596.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
637,IRR-TAN-2025-00637,Tanzania,2025,1.12,semi-commercial,False,1130.0,15.4,rare,3,none,none,none,none,0.0,1.12,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,444.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
638,IRR-KEN-2022-00638,Kenya,2022,1.06,commercial,False,602.0,23.2,occasional,4,none,none,none,none,0.0,1.06,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,632.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
639,IRR-MAL-2024-00639,Mali,2024,0.88,semi-commercial,False,523.0,23.8,rare,2,none,none,none,none,0.0,0.88,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,669.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
640,IRR-BUR-2024-00640,Burkina Faso,2024,1.42,commercial,False,781.0,23.9,frequent,4,none,none,none,none,0.0,1.42,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,507.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
641,IRR-GHA-2020-00641,Ghana,2020,1.79,semi-commercial,False,959.0,20.8,occasional,2,none,none,none,none,0.0,1.79,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,529.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
642,IRR-KEN-2025-00642,Kenya,2025,4.33,semi-commercial,False,987.0,19.7,frequent,5,none,none,none,none,0.0,4.33,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,625.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
643,IRR-BUR-2018-00643,Burkina Faso,2018,1.04,subsistence,False,939.0,19.1,occasional,4,none,none,none,none,0.0,1.04,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,434.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
644,IRR-TAN-2025-00644,Tanzania,2025,2.4,subsistence,False,1004.0,17.2,rare,3,none,none,none,none,0.0,2.4,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,431.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
645,IRR-MAL-2023-00645,Malawi,2023,0.25,semi-commercial,False,870.0,19.2,frequent,7,none,none,none,none,0.0,0.25,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,451.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
646,IRR-KEN-2023-00646,Kenya,2023,0.54,subsistence,False,1009.0,34.3,rare,3,none,none,none,none,0.0,0.54,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,401.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
647,IRR-ZAM-2019-00647,Zambia,2019,0.59,subsistence,False,709.0,21.4,frequent,3,none,none,none,none,0.0,0.59,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,432.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
648,IRR-TAN-2018-00648,Tanzania,2018,0.52,commercial,False,946.0,26.2,occasional,3,none,none,none,none,0.0,0.52,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,557.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
649,IRR-ZAM-2021-00649,Zambia,2021,3.34,semi-commercial,True,609.0,19.5,frequent,3,sprinkler,reservoir,manual,shared,2.82,0.52,84.5,161.0,1,excellent,4227.0,261.0,False,0.0,False,488.0,541.0,65.3,319.0,1.63,79.6,63.8,33.1,0.0,56.0,daily,visual,maize,41.8,1.4,2,13760.0,4883.0,True,False,True,0.0,0.0,good,medium,True,False,True,6.1,modern,high_burden
650,IRR-MAL-2022-00650,Malawi,2022,0.94,subsistence,False,831.0,18.3,rare,4,none,none,none,none,0.0,0.94,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,411.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
651,IRR-ZAM-2023-00651,Zambia,2023,1.7,semi-commercial,False,953.0,15.1,occasional,7,none,none,none,none,0.0,1.7,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,693.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
652,IRR-MAL-2025-00652,Malawi,2025,1.14,subsistence,False,411.0,15.7,occasional,3,none,none,none,none,0.0,1.14,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,659.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
653,IRR-GHA-2023-00653,Ghana,2023,1.05,subsistence,False,1163.0,26.9,frequent,4,none,none,none,none,0.0,1.05,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,541.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
654,IRR-ZAM-2025-00654,Zambia,2025,1.07,semi-commercial,False,920.0,20.0,occasional,5,none,none,none,none,0.0,1.07,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,514.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
655,IRR-TAN-2021-00655,Tanzania,2021,1.53,subsistence,True,997.0,28.7,rare,4,flood,groundwater,electric,individual,0.68,0.86,44.2,21.0,4,fair,271.0,28.0,False,0.0,True,634.0,473.0,46.8,297.0,1.44,75.4,81.0,28.6,76.0,27.0,weekly,visual,vegetables,55.9,1.46,2,4295.0,6344.0,False,True,False,39.8,5.0,poor,low,True,False,False,0.6,traditional,high_burden
656,IRR-UGA-2021-00656,Uganda,2021,2.24,subsistence,False,531.0,25.5,frequent,6,none,none,none,none,0.0,2.24,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,508.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
657,IRR-BUR-2018-00657,Burkina Faso,2018,1.75,semi-commercial,False,1258.0,25.5,occasional,6,none,none,none,none,0.0,1.75,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,590.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
658,IRR-UGA-2021-00658,Uganda,2021,3.16,subsistence,True,926.0,20.8,occasional,4,drip,river,diesel,shared,1.67,1.49,52.8,82.0,13,good,4173.0,621.0,False,0.0,True,718.0,415.0,83.3,599.0,1.79,78.7,75.8,49.7,432.0,25.0,daily,weather_based,vegetables,53.8,1.27,1,11992.0,7185.0,False,True,True,0.0,12.9,good,high,True,False,False,4.9,modern,high_burden
659,IRR-ZAM-2023-00659,Zambia,2023,3.65,subsistence,False,755.0,28.0,frequent,4,none,none,none,none,0.0,3.65,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,476.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
660,IRR-UGA-2019-00660,Uganda,2019,1.35,commercial,False,1085.0,28.5,occasional,2,none,none,none,none,0.0,1.35,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,654.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
661,IRR-UGA-2021-00661,Uganda,2021,1.34,subsistence,False,547.0,29.0,rare,5,none,none,none,none,0.0,1.34,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,668.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
662,IRR-KEN-2025-00662,Kenya,2025,1.52,subsistence,False,710.0,21.9,occasional,2,none,none,none,none,0.0,1.52,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,570.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
663,IRR-ZAM-2025-00663,Zambia,2025,0.95,subsistence,True,898.0,31.1,frequent,3,manual,river,gravity,individual,0.5,0.45,52.7,23.0,4,fair,100.0,7.0,True,59.0,True,762.0,557.0,52.2,398.0,1.75,78.7,71.7,29.5,0.0,40.0,weekly,weather_based,rice,55.3,1.27,1,3795.0,7618.0,True,True,False,0.0,0.0,poor,low,False,True,False,0.4,traditional,high_burden
664,IRR-ZAM-2019-00664,Zambia,2019,2.58,subsistence,False,856.0,31.5,occasional,3,none,none,none,none,0.0,2.58,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,449.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
665,IRR-NIG-2018-00665,Nigeria,2018,0.57,subsistence,False,962.0,31.4,occasional,4,none,none,none,none,0.0,0.57,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,611.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
666,IRR-GHA-2021-00666,Ghana,2021,3.22,subsistence,False,1023.0,29.5,rare,4,none,none,none,none,0.0,3.22,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,523.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
667,IRR-ETH-2020-00667,Ethiopia,2020,2.31,subsistence,False,684.0,32.2,frequent,3,none,none,none,none,0.0,2.31,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,468.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
668,IRR-NIG-2018-00668,Nigeria,2018,1.59,subsistence,False,969.0,34.6,occasional,4,none,none,none,none,0.0,1.59,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,670.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
669,IRR-UGA-2024-00669,Uganda,2024,1.1,subsistence,True,804.0,23.9,frequent,4,sprinkler,groundwater,solar,individual,0.96,0.14,87.4,30.0,11,fair,1440.0,118.0,True,532.0,False,360.0,419.0,79.7,287.0,1.76,84.2,83.7,56.2,0.0,19.0,daily,calendar,maize,55.8,2.48,2,3459.0,3603.0,False,True,False,7.6,10.2,poor,medium,False,True,False,4.7,modern,high_burden
670,IRR-GHA-2023-00670,Ghana,2023,0.45,subsistence,True,745.0,21.6,frequent,5,sprinkler,river,diesel,individual,0.22,0.23,49.6,12.0,12,excellent,333.0,20.0,False,0.0,False,704.0,509.0,63.9,450.0,1.23,92.7,77.4,45.8,24.0,4.0,as_needed,calendar,vegetables,29.1,2.37,3,1561.0,7038.0,True,False,False,0.0,17.8,good,medium,False,True,False,5.1,modern,high_burden
671,IRR-TAN-2023-00671,Tanzania,2023,8.12,subsistence,False,400.0,19.8,rare,6,none,none,none,none,0.0,8.12,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,696.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
672,IRR-NIG-2020-00672,Nigeria,2020,1.81,subsistence,False,955.0,32.1,frequent,5,none,none,none,none,0.0,1.81,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,699.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
673,IRR-MAL-2022-00673,Mali,2022,1.0,semi-commercial,False,1033.0,17.9,frequent,4,none,none,none,none,0.0,1.0,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,621.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
674,IRR-TAN-2022-00674,Tanzania,2022,1.18,semi-commercial,False,598.0,15.0,frequent,7,none,none,none,none,0.0,1.18,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,661.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
675,IRR-MAL-2023-00675,Mali,2023,1.42,semi-commercial,True,805.0,15.9,occasional,5,manual,groundwater,gravity,cooperative,0.47,0.95,33.0,25.0,18,good,94.0,9.0,False,0.0,True,730.0,613.0,60.3,441.0,1.58,86.4,70.9,36.9,0.0,38.0,as_needed,calendar,vegetables,53.6,1.71,1,3433.0,7305.0,True,False,True,62.9,0.0,good,low,True,False,True,0.2,traditional,high_burden
676,IRR-BUR-2020-00676,Burkina Faso,2020,5.78,semi-commercial,False,723.0,26.5,frequent,2,none,none,none,none,0.0,5.78,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,584.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
677,IRR-GHA-2021-00677,Ghana,2021,1.26,subsistence,False,649.0,33.5,frequent,7,none,none,none,none,0.0,1.26,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,527.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
678,IRR-GHA-2024-00678,Ghana,2024,0.67,subsistence,False,978.0,25.7,occasional,3,none,none,none,none,0.0,0.67,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,559.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
679,IRR-BUR-2023-00679,Burkina Faso,2023,1.43,semi-commercial,False,587.0,16.2,frequent,5,none,none,none,none,0.0,1.43,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,543.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
680,IRR-BUR-2018-00680,Burkina Faso,2018,0.4,subsistence,False,950.0,16.0,rare,4,none,none,none,none,0.0,0.4,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,638.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
681,IRR-UGA-2020-00681,Uganda,2020,0.68,subsistence,False,1049.0,24.3,rare,5,none,none,none,none,0.0,0.68,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,404.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
682,IRR-TAN-2021-00682,Tanzania,2021,3.44,semi-commercial,False,603.0,32.3,occasional,3,none,none,none,none,0.0,3.44,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,473.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
683,IRR-BUR-2018-00683,Burkina Faso,2018,6.16,semi-commercial,False,974.0,28.6,rare,4,none,none,none,none,0.0,6.16,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,615.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
684,IRR-ZAM-2021-00684,Zambia,2021,0.79,subsistence,False,1021.0,21.6,occasional,6,none,none,none,none,0.0,0.79,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,568.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
685,IRR-KEN-2024-00685,Kenya,2024,0.94,subsistence,False,745.0,29.1,occasional,2,none,none,none,none,0.0,0.94,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,524.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
686,IRR-BUR-2022-00686,Burkina Faso,2022,3.9,semi-commercial,False,1027.0,24.8,occasional,3,none,none,none,none,0.0,3.9,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,681.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
687,IRR-UGA-2018-00687,Uganda,2018,0.53,subsistence,False,599.0,22.1,occasional,4,none,none,none,none,0.0,0.53,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,413.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
688,IRR-TAN-2022-00688,Tanzania,2022,1.07,subsistence,False,713.0,15.1,rare,7,none,none,none,none,0.0,1.07,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,413.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
689,IRR-BUR-2020-00689,Burkina Faso,2020,2.71,subsistence,False,1395.0,28.4,rare,4,none,none,none,none,0.0,2.71,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,449.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
690,IRR-ETH-2018-00690,Ethiopia,2018,1.38,semi-commercial,False,693.0,16.4,rare,6,none,none,none,none,0.0,1.38,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,651.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
691,IRR-GHA-2021-00691,Ghana,2021,0.24,subsistence,False,1046.0,20.4,frequent,6,none,none,none,none,0.0,0.24,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,669.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
692,IRR-BUR-2019-00692,Burkina Faso,2019,1.15,subsistence,False,400.0,31.4,rare,4,none,none,none,none,0.0,1.15,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,526.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
693,IRR-NIG-2020-00693,Nigeria,2020,5.4,subsistence,False,835.0,28.8,rare,2,none,none,none,none,0.0,5.4,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,424.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
694,IRR-KEN-2019-00694,Kenya,2019,2.9,semi-commercial,False,1032.0,34.2,occasional,7,none,none,none,none,0.0,2.9,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,465.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
695,IRR-UGA-2020-00695,Uganda,2020,4.03,semi-commercial,False,1028.0,22.6,frequent,6,none,none,none,none,0.0,4.03,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,645.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
696,IRR-BUR-2018-00696,Burkina Faso,2018,0.52,subsistence,False,861.0,30.6,frequent,5,none,none,none,none,0.0,0.52,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,685.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
697,IRR-MAL-2023-00697,Malawi,2023,1.59,semi-commercial,False,943.0,19.7,frequent,6,none,none,none,none,0.0,1.59,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,665.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
698,IRR-ZAM-2021-00698,Zambia,2021,0.92,commercial,False,400.0,20.4,rare,5,none,none,none,none,0.0,0.92,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,566.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
699,IRR-ETH-2025-00699,Ethiopia,2025,1.42,semi-commercial,False,1480.0,29.1,occasional,6,none,none,none,none,0.0,1.42,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,675.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
700,IRR-MAL-2022-00700,Mali,2022,0.53,semi-commercial,False,956.0,16.6,occasional,6,none,none,none,none,0.0,0.53,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,404.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
701,IRR-UGA-2019-00701,Uganda,2019,0.72,commercial,False,803.0,20.4,occasional,7,none,none,none,none,0.0,0.72,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,685.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
702,IRR-GHA-2020-00702,Ghana,2020,3.87,semi-commercial,False,980.0,26.1,rare,7,none,none,none,none,0.0,3.87,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,487.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
703,IRR-BUR-2025-00703,Burkina Faso,2025,1.22,subsistence,False,790.0,33.7,rare,3,none,none,none,none,0.0,1.22,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,605.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
704,IRR-ZAM-2021-00704,Zambia,2021,1.39,semi-commercial,False,603.0,18.2,rare,6,none,none,none,none,0.0,1.39,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,699.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
705,IRR-ETH-2025-00705,Ethiopia,2025,0.53,subsistence,True,841.0,18.3,frequent,5,flood,reservoir,solar,cooperative,0.37,0.16,69.4,18.0,16,fair,148.0,11.0,False,0.0,False,640.0,624.0,47.8,306.0,1.89,88.0,86.2,36.2,0.0,15.0,daily,calendar,cotton,21.9,1.79,2,2362.0,6398.0,False,False,False,0.0,23.3,poor,low,False,True,False,2.5,traditional,high_burden
706,IRR-NIG-2023-00706,Nigeria,2023,1.09,semi-commercial,False,608.0,27.6,rare,6,none,none,none,none,0.0,1.09,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,458.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
707,IRR-ZAM-2022-00707,Zambia,2022,0.8,subsistence,False,575.0,29.3,occasional,6,none,none,none,none,0.0,0.8,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,641.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
708,IRR-NIG-2021-00708,Nigeria,2021,1.01,subsistence,False,1061.0,18.4,occasional,7,none,none,none,none,0.0,1.01,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,544.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
709,IRR-GHA-2024-00709,Ghana,2024,3.66,commercial,True,845.0,29.7,occasional,5,sprinkler,river,solar,individual,2.94,0.72,80.4,136.0,9,fair,4417.0,230.0,False,0.0,False,771.0,693.0,65.7,506.0,1.33,85.0,88.6,49.5,0.0,59.0,as_needed,visual,maize,41.5,2.4,2,22704.0,7710.0,False,True,False,0.0,11.0,poor,medium,False,False,False,5.8,modern,high_burden
710,IRR-NIG-2020-00710,Nigeria,2020,1.48,subsistence,False,1161.0,19.0,rare,4,none,none,none,none,0.0,1.48,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,427.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
711,IRR-TAN-2018-00711,Tanzania,2018,0.45,subsistence,False,827.0,29.8,frequent,6,none,none,none,none,0.0,0.45,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,459.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
712,IRR-UGA-2021-00712,Uganda,2021,1.26,subsistence,False,497.0,22.1,occasional,2,none,none,none,none,0.0,1.26,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,658.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
713,IRR-ETH-2024-00713,Ethiopia,2024,0.99,subsistence,True,954.0,23.4,frequent,2,flood,rainwater_harvesting,gravity,individual,0.94,0.06,94.3,52.0,14,good,375.0,51.0,True,171.0,True,451.0,658.0,43.7,197.0,1.83,75.2,62.3,20.4,0.0,38.0,as_needed,weather_based,fruits,32.5,1.71,2,4233.0,4515.0,False,True,True,0.0,0.0,good,low,False,False,False,2.3,traditional,high_burden
714,IRR-MAL-2023-00714,Mali,2023,0.93,subsistence,True,577.0,15.4,occasional,5,flood,river,manual,individual,0.48,0.45,51.8,23.0,1,good,192.0,10.0,False,0.0,True,796.0,412.0,40.8,324.0,2.43,74.5,77.8,23.6,0.0,19.0,daily,visual,fruits,37.2,1.72,1,3822.0,7957.0,True,False,False,0.0,0.0,good,low,False,False,False,1.1,traditional,high_burden
715,IRR-TAN-2021-00715,Tanzania,2021,0.74,subsistence,False,918.0,20.0,frequent,7,none,none,none,none,0.0,0.74,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,607.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
716,IRR-UGA-2018-00716,Uganda,2018,1.91,subsistence,False,782.0,25.4,occasional,5,none,none,none,none,0.0,1.91,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,566.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
717,IRR-MAL-2018-00717,Malawi,2018,1.76,subsistence,False,1081.0,27.7,frequent,6,none,none,none,none,0.0,1.76,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,535.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
718,IRR-MAL-2020-00718,Malawi,2020,2.55,semi-commercial,False,908.0,23.9,rare,7,none,none,none,none,0.0,2.55,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,648.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
719,IRR-ETH-2025-00719,Ethiopia,2025,0.87,subsistence,True,1242.0,32.8,occasional,3,surface,river,diesel,individual,0.81,0.05,93.8,32.0,7,fair,651.0,56.0,False,0.0,True,359.0,567.0,58.3,209.0,1.97,93.6,85.5,46.7,96.0,24.0,weekly,visual,sugarcane,27.4,2.24,1,2918.0,3587.0,False,False,False,0.0,19.8,poor,low,True,False,False,5.5,traditional,high_burden
720,IRR-ETH-2024-00720,Ethiopia,2024,0.67,commercial,False,932.0,30.7,rare,7,none,none,none,none,0.0,0.67,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,427.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
721,IRR-ZAM-2023-00721,Zambia,2023,0.59,subsistence,False,421.0,25.5,frequent,5,none,none,none,none,0.0,0.59,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,437.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
722,IRR-ETH-2021-00722,Ethiopia,2021,0.44,subsistence,True,1197.0,28.9,frequent,2,manual,wetland,gravity,individual,0.35,0.09,80.4,16.0,2,poor,70.0,5.0,False,0.0,True,526.0,461.0,54.6,287.0,1.42,88.2,78.0,37.6,0.0,28.0,biweekly,soil_moisture,rice,46.0,2.15,2,1849.0,5258.0,False,False,False,0.0,0.0,poor,low,False,True,False,0.7,traditional,high_burden
723,IRR-GHA-2021-00723,Ghana,2021,1.95,subsistence,False,630.0,28.4,occasional,3,none,none,none,none,0.0,1.95,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,602.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
724,IRR-TAN-2021-00724,Tanzania,2021,2.14,semi-commercial,False,1270.0,21.9,frequent,3,none,none,none,none,0.0,2.14,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,631.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
725,IRR-UGA-2023-00725,Uganda,2023,0.51,subsistence,False,1010.0,23.4,frequent,6,none,none,none,none,0.0,0.51,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,637.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
726,IRR-ZAM-2020-00726,Zambia,2020,1.39,semi-commercial,False,1118.0,34.7,frequent,7,none,none,none,none,0.0,1.39,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,469.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
727,IRR-ETH-2022-00727,Ethiopia,2022,3.69,semi-commercial,False,752.0,27.8,occasional,3,none,none,none,none,0.0,3.69,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,489.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
728,IRR-ZAM-2022-00728,Zambia,2022,2.31,subsistence,False,839.0,20.8,frequent,3,none,none,none,none,0.0,2.31,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,411.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
729,IRR-MAL-2024-00729,Mali,2024,1.58,subsistence,False,902.0,18.3,occasional,4,none,none,none,none,0.0,1.58,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,517.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
730,IRR-GHA-2021-00730,Ghana,2021,13.51,subsistence,False,769.0,22.9,frequent,3,none,none,none,none,0.0,13.51,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,448.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
731,IRR-BUR-2021-00731,Burkina Faso,2021,1.01,semi-commercial,False,1105.0,19.3,rare,4,none,none,none,none,0.0,1.01,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,541.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
732,IRR-ZAM-2024-00732,Zambia,2024,1.07,subsistence,False,843.0,23.0,occasional,3,none,none,none,none,0.0,1.07,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,615.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
733,IRR-KEN-2023-00733,Kenya,2023,1.42,semi-commercial,False,981.0,15.6,occasional,3,none,none,none,none,0.0,1.42,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,683.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
734,IRR-KEN-2023-00734,Kenya,2023,1.41,semi-commercial,False,400.0,25.1,occasional,3,none,none,none,none,0.0,1.41,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,431.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
735,IRR-GHA-2019-00735,Ghana,2019,1.46,subsistence,False,1036.0,31.0,occasional,3,none,none,none,none,0.0,1.46,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,556.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
736,IRR-BUR-2023-00736,Burkina Faso,2023,0.52,subsistence,False,913.0,18.3,rare,7,none,none,none,none,0.0,0.52,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,629.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
737,IRR-MAL-2022-00737,Mali,2022,0.35,subsistence,False,1185.0,32.6,occasional,3,none,none,none,none,0.0,0.35,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,611.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
738,IRR-MAL-2021-00738,Malawi,2021,1.09,subsistence,True,744.0,18.2,frequent,2,sprinkler,reservoir,gravity,cooperative,0.38,0.71,35.1,23.0,3,good,574.0,72.0,False,0.0,False,698.0,605.0,64.0,447.0,1.29,87.7,74.7,41.9,0.0,8.0,weekly,soil_moisture,sugarcane,44.4,1.96,1,2672.0,6978.0,False,False,False,0.0,0.0,good,medium,True,True,True,2.4,modern,high_burden
739,IRR-MAL-2022-00739,Mali,2022,0.84,semi-commercial,False,763.0,21.9,occasional,4,none,none,none,none,0.0,0.84,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,622.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
740,IRR-ETH-2021-00740,Ethiopia,2021,0.64,semi-commercial,False,858.0,26.9,rare,3,none,none,none,none,0.0,0.64,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,560.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
741,IRR-MAL-2019-00741,Malawi,2019,0.95,commercial,False,761.0,18.2,rare,2,none,none,none,none,0.0,0.95,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,403.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
742,IRR-MAL-2025-00742,Mali,2025,1.02,subsistence,False,843.0,21.1,rare,5,none,none,none,none,0.0,1.02,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,553.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
743,IRR-UGA-2019-00743,Uganda,2019,1.01,subsistence,False,1104.0,18.9,rare,7,none,none,none,none,0.0,1.01,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,631.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
744,IRR-NIG-2024-00744,Nigeria,2024,0.63,commercial,False,1046.0,17.8,frequent,7,none,none,none,none,0.0,0.63,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,601.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
745,IRR-GHA-2025-00745,Ghana,2025,0.56,subsistence,False,604.0,15.3,occasional,3,none,none,none,none,0.0,0.56,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,667.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
746,IRR-BUR-2023-00746,Burkina Faso,2023,0.77,subsistence,False,400.0,23.1,rare,7,none,none,none,none,0.0,0.77,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,505.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
747,IRR-ETH-2019-00747,Ethiopia,2019,0.51,subsistence,False,814.0,20.8,frequent,6,none,none,none,none,0.0,0.51,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,617.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
748,IRR-NIG-2020-00748,Nigeria,2020,1.9,semi-commercial,False,1248.0,23.7,occasional,4,none,none,none,none,0.0,1.9,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,682.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
749,IRR-ETH-2019-00749,Ethiopia,2019,5.4,semi-commercial,False,1270.0,29.0,occasional,7,none,none,none,none,0.0,5.4,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,627.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
750,IRR-BUR-2021-00750,Burkina Faso,2021,2.47,semi-commercial,False,1017.0,22.0,rare,5,none,none,none,none,0.0,2.47,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,428.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
751,IRR-KEN-2018-00751,Kenya,2018,1.33,subsistence,False,979.0,22.8,rare,6,none,none,none,none,0.0,1.33,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,506.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
752,IRR-GHA-2023-00752,Ghana,2023,2.62,semi-commercial,False,696.0,23.8,occasional,5,none,none,none,none,0.0,2.62,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,540.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
753,IRR-BUR-2020-00753,Burkina Faso,2020,1.02,subsistence,False,1040.0,29.1,rare,6,none,none,none,none,0.0,1.02,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,501.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
754,IRR-NIG-2018-00754,Nigeria,2018,0.85,semi-commercial,False,959.0,33.4,occasional,7,none,none,none,none,0.0,0.85,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,409.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
755,IRR-UGA-2018-00755,Uganda,2018,0.52,subsistence,False,916.0,29.7,rare,3,none,none,none,none,0.0,0.52,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,633.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
756,IRR-GHA-2020-00756,Ghana,2020,3.07,semi-commercial,False,960.0,22.1,occasional,7,none,none,none,none,0.0,3.07,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,405.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
757,IRR-GHA-2023-00757,Ghana,2023,0.75,subsistence,False,978.0,16.9,frequent,2,none,none,none,none,0.0,0.75,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,636.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
758,IRR-ZAM-2022-00758,Zambia,2022,0.85,semi-commercial,False,1133.0,29.2,frequent,4,none,none,none,none,0.0,0.85,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,549.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
759,IRR-KEN-2023-00759,Kenya,2023,1.38,semi-commercial,False,983.0,31.8,rare,7,none,none,none,none,0.0,1.38,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,484.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
760,IRR-KEN-2018-00760,Kenya,2018,0.87,semi-commercial,False,867.0,16.2,occasional,2,none,none,none,none,0.0,0.87,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,517.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
761,IRR-ZAM-2023-00761,Zambia,2023,1.78,subsistence,False,743.0,34.7,occasional,4,none,none,none,none,0.0,1.78,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,515.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
762,IRR-ZAM-2020-00762,Zambia,2020,0.83,semi-commercial,False,400.0,15.8,frequent,3,none,none,none,none,0.0,0.83,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,688.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
763,IRR-UGA-2024-00763,Uganda,2024,1.74,semi-commercial,False,638.0,16.0,frequent,3,none,none,none,none,0.0,1.74,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,488.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
764,IRR-MAL-2019-00764,Malawi,2019,1.44,subsistence,False,874.0,31.5,occasional,4,none,none,none,none,0.0,1.44,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,441.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
765,IRR-ETH-2024-00765,Ethiopia,2024,1.21,subsistence,False,638.0,32.6,occasional,5,none,none,none,none,0.0,1.21,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,686.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
766,IRR-BUR-2024-00766,Burkina Faso,2024,0.83,subsistence,False,1061.0,23.7,frequent,2,none,none,none,none,0.0,0.83,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,452.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
767,IRR-KEN-2021-00767,Kenya,2021,0.84,semi-commercial,False,967.0,18.7,rare,6,none,none,none,none,0.0,0.84,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,408.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
768,IRR-KEN-2018-00768,Kenya,2018,2.0,subsistence,False,689.0,23.3,rare,3,none,none,none,none,0.0,2.0,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,476.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
769,IRR-BUR-2023-00769,Burkina Faso,2023,3.07,semi-commercial,True,623.0,17.7,occasional,6,drip,rainwater_harvesting,diesel,government,2.86,0.21,93.1,107.0,7,good,7139.0,594.0,False,0.0,False,328.0,632.0,84.4,277.0,1.42,85.4,82.4,59.4,850.0,43.0,biweekly,visual,vegetables,37.2,1.28,1,9356.0,3276.0,True,False,False,0.0,13.2,good,high,True,False,False,12.5,modern,high_burden
770,IRR-MAL-2025-00770,Malawi,2025,2.71,semi-commercial,False,957.0,24.4,occasional,3,none,none,none,none,0.0,2.71,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,622.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
771,IRR-ZAM-2020-00771,Zambia,2020,0.61,subsistence,False,1021.0,30.6,frequent,5,none,none,none,none,0.0,0.61,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,534.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
772,IRR-GHA-2018-00772,Ghana,2018,0.54,subsistence,False,573.0,15.2,occasional,4,none,none,none,none,0.0,0.54,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,546.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
773,IRR-UGA-2020-00773,Uganda,2020,0.91,subsistence,False,844.0,19.9,occasional,6,none,none,none,none,0.0,0.91,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,436.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
774,IRR-NIG-2025-00774,Nigeria,2025,1.71,subsistence,False,809.0,24.0,rare,7,none,none,none,none,0.0,1.71,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,644.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
775,IRR-MAL-2025-00775,Mali,2025,2.15,subsistence,False,845.0,15.2,rare,5,none,none,none,none,0.0,2.15,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,454.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
776,IRR-MAL-2025-00776,Mali,2025,1.52,commercial,False,735.0,25.5,frequent,4,none,none,none,none,0.0,1.52,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,694.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
777,IRR-NIG-2020-00777,Nigeria,2020,3.37,semi-commercial,True,698.0,29.5,rare,5,drip,river,solar,individual,2.99,0.39,88.5,93.0,6,good,7463.0,475.0,False,0.0,True,690.0,603.0,86.3,595.0,2.16,74.4,84.3,54.1,0.0,45.0,weekly,calendar,vegetables,58.7,1.82,1,20588.0,6897.0,False,False,False,0.0,13.4,good,high,True,False,False,7.5,modern,high_burden
778,IRR-TAN-2020-00778,Tanzania,2020,1.01,subsistence,False,1072.0,30.4,frequent,7,none,none,none,none,0.0,1.01,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,420.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
779,IRR-MAL-2018-00779,Mali,2018,1.66,commercial,False,1173.0,30.5,occasional,6,none,none,none,none,0.0,1.66,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,472.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
780,IRR-GHA-2018-00780,Ghana,2018,3.42,semi-commercial,False,845.0,22.0,occasional,3,none,none,none,none,0.0,3.42,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,439.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
781,IRR-ETH-2022-00781,Ethiopia,2022,0.2,subsistence,True,892.0,22.2,rare,7,manual,reservoir,gravity,individual,0.06,0.14,30.7,4.0,2,fair,12.0,1.0,False,0.0,True,759.0,559.0,61.7,468.0,0.89,91.0,79.4,44.5,0.0,5.0,weekly,visual,horticulture,40.7,1.67,1,466.0,7587.0,True,False,False,0.0,0.0,poor,low,True,False,False,0.3,traditional,high_burden
782,IRR-NIG-2023-00782,Nigeria,2023,2.5,semi-commercial,False,834.0,20.5,occasional,7,none,none,none,none,0.0,2.5,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,671.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
783,IRR-GHA-2023-00783,Ghana,2023,1.73,commercial,False,873.0,19.5,frequent,5,none,none,none,none,0.0,1.73,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,549.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
784,IRR-ETH-2019-00784,Ethiopia,2019,9.71,semi-commercial,False,631.0,30.9,occasional,7,none,none,none,none,0.0,9.71,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,489.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
785,IRR-ZAM-2022-00785,Zambia,2022,0.72,subsistence,False,924.0,15.2,occasional,5,none,none,none,none,0.0,0.72,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,674.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
786,IRR-MAL-2020-00786,Malawi,2020,0.36,subsistence,False,731.0,28.9,frequent,7,none,none,none,none,0.0,0.36,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,416.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
787,IRR-BUR-2024-00787,Burkina Faso,2024,0.58,subsistence,False,809.0,31.0,occasional,4,none,none,none,none,0.0,0.58,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,630.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
788,IRR-UGA-2021-00788,Uganda,2021,1.42,semi-commercial,False,821.0,28.7,frequent,2,none,none,none,none,0.0,1.42,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,475.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
789,IRR-TAN-2023-00789,Tanzania,2023,2.27,subsistence,False,600.0,28.0,rare,6,none,none,none,none,0.0,2.27,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,694.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
790,IRR-MAL-2025-00790,Malawi,2025,0.37,semi-commercial,False,1049.0,24.5,frequent,5,none,none,none,none,0.0,0.37,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,600.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
791,IRR-KEN-2022-00791,Kenya,2022,1.1,semi-commercial,False,930.0,23.9,frequent,3,none,none,none,none,0.0,1.1,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,687.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
792,IRR-MAL-2022-00792,Malawi,2022,3.68,semi-commercial,False,1284.0,17.4,frequent,7,none,none,none,none,0.0,3.68,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,650.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
793,IRR-UGA-2022-00793,Uganda,2022,0.6,subsistence,False,1031.0,19.4,occasional,2,none,none,none,none,0.0,0.6,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,524.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
794,IRR-UGA-2022-00794,Uganda,2022,0.83,subsistence,False,848.0,29.3,rare,6,none,none,none,none,0.0,0.83,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,680.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
795,IRR-TAN-2019-00795,Tanzania,2019,1.09,semi-commercial,False,1040.0,17.6,occasional,7,none,none,none,none,0.0,1.09,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,413.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
796,IRR-GHA-2020-00796,Ghana,2020,1.07,commercial,False,1081.0,25.8,frequent,2,none,none,none,none,0.0,1.07,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,583.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
797,IRR-ZAM-2019-00797,Zambia,2019,0.64,subsistence,False,896.0,23.5,occasional,2,none,none,none,none,0.0,0.64,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,641.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
798,IRR-TAN-2025-00798,Tanzania,2025,3.19,subsistence,False,965.0,16.8,rare,3,none,none,none,none,0.0,3.19,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,607.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
799,IRR-NIG-2022-00799,Nigeria,2022,1.12,semi-commercial,True,886.0,30.6,occasional,6,drip,rainwater_harvesting,gravity,individual,0.83,0.3,73.6,37.0,19,good,2067.0,253.0,False,0.0,False,754.0,495.0,90.4,682.0,1.07,87.4,80.0,63.2,0.0,12.0,weekly,calendar,sugarcane,20.7,2.32,1,6235.0,7540.0,False,True,True,0.0,0.0,good,high,True,False,False,17.8,modern,high_burden
800,IRR-ZAM-2023-00800,Zambia,2023,0.26,semi-commercial,True,682.0,20.9,occasional,3,flood,reservoir,gravity,shared,0.26,0.0,99.7,9.0,8,fair,103.0,11.0,True,33.0,False,403.0,642.0,45.1,182.0,1.77,89.3,77.3,31.1,0.0,10.0,daily,calendar,maize,49.0,1.8,2,1043.0,4033.0,False,True,False,0.0,0.0,poor,low,False,False,False,1.6,traditional,high_burden
801,IRR-KEN-2019-00801,Kenya,2019,1.49,semi-commercial,True,1539.0,22.5,frequent,7,flood,groundwater,manual,private_company,1.36,0.13,91.2,60.0,14,fair,545.0,46.0,False,0.0,False,755.0,666.0,40.5,306.0,2.07,91.7,79.1,29.4,0.0,54.0,biweekly,calendar,horticulture,49.0,1.94,1,10279.0,7548.0,False,False,False,39.1,0.0,poor,low,True,True,False,1.5,traditional,high_burden
802,IRR-BUR-2019-00802,Burkina Faso,2019,0.46,subsistence,False,479.0,25.7,rare,4,none,none,none,none,0.0,0.46,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,449.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
803,IRR-MAL-2024-00803,Malawi,2024,5.92,subsistence,False,647.0,17.6,rare,7,none,none,none,none,0.0,5.92,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,559.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
804,IRR-GHA-2024-00804,Ghana,2024,2.94,semi-commercial,False,972.0,33.1,occasional,5,none,none,none,none,0.0,2.94,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,409.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
805,IRR-GHA-2023-00805,Ghana,2023,1.39,subsistence,True,720.0,18.0,occasional,3,surface,rainwater_harvesting,solar,cooperative,1.11,0.28,79.8,39.0,8,excellent,887.0,105.0,False,0.0,False,643.0,597.0,50.6,326.0,2.37,92.7,63.7,29.9,0.0,33.0,daily,visual,vegetables,36.3,1.45,2,7132.0,6434.0,False,False,False,0.0,20.1,good,low,True,False,False,3.5,traditional,high_burden
806,IRR-GHA-2019-00806,Ghana,2019,2.22,semi-commercial,False,1005.0,15.6,frequent,7,none,none,none,none,0.0,2.22,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,608.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
807,IRR-ETH-2020-00807,Ethiopia,2020,1.43,subsistence,False,919.0,31.3,rare,4,none,none,none,none,0.0,1.43,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,517.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
808,IRR-KEN-2025-00808,Kenya,2025,2.36,subsistence,False,1223.0,28.8,occasional,2,none,none,none,none,0.0,2.36,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,476.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
809,IRR-MAL-2024-00809,Mali,2024,0.68,subsistence,False,982.0,17.1,occasional,7,none,none,none,none,0.0,0.68,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,625.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
810,IRR-MAL-2018-00810,Malawi,2018,0.84,semi-commercial,False,1421.0,29.9,occasional,6,none,none,none,none,0.0,0.84,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,462.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
811,IRR-KEN-2022-00811,Kenya,2022,1.25,semi-commercial,False,1061.0,25.5,occasional,6,none,none,none,none,0.0,1.25,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,495.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
812,IRR-NIG-2023-00812,Nigeria,2023,1.67,semi-commercial,False,860.0,33.1,occasional,3,none,none,none,none,0.0,1.67,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,606.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
813,IRR-KEN-2018-00813,Kenya,2018,1.15,commercial,False,911.0,18.7,frequent,5,none,none,none,none,0.0,1.15,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,661.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
814,IRR-MAL-2024-00814,Mali,2024,1.0,semi-commercial,True,903.0,19.0,rare,6,flood,reservoir,solar,individual,0.95,0.06,94.3,37.0,18,excellent,378.0,55.0,False,0.0,False,778.0,490.0,47.9,373.0,0.93,75.6,62.2,22.5,0.0,38.0,weekly,visual,rice,56.0,2.28,2,7362.0,7783.0,False,False,False,0.0,11.0,good,low,False,False,True,1.3,traditional,high_burden
815,IRR-UGA-2021-00815,Uganda,2021,0.75,semi-commercial,False,1149.0,25.0,frequent,5,none,none,none,none,0.0,0.75,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,688.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
816,IRR-ZAM-2020-00816,Zambia,2020,2.98,subsistence,False,757.0,20.3,rare,3,none,none,none,none,0.0,2.98,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,554.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
817,IRR-KEN-2018-00817,Kenya,2018,2.86,semi-commercial,True,770.0,29.3,occasional,3,drip,rainwater_harvesting,electric,individual,1.78,1.07,62.4,81.0,18,good,4458.0,240.0,True,1392.0,True,734.0,532.0,77.0,565.0,2.06,75.1,92.7,53.6,181.0,27.0,as_needed,visual,maize,38.2,2.47,2,13086.0,7339.0,False,False,False,0.0,24.2,good,high,False,False,False,8.2,modern,high_burden
818,IRR-BUR-2025-00818,Burkina Faso,2025,3.84,commercial,False,1084.0,17.1,occasional,3,none,none,none,none,0.0,3.84,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,568.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
819,IRR-NIG-2024-00819,Nigeria,2024,2.32,commercial,False,1189.0,27.1,occasional,7,none,none,none,none,0.0,2.32,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,519.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
820,IRR-UGA-2022-00820,Uganda,2022,0.76,subsistence,False,999.0,17.5,rare,7,none,none,none,none,0.0,0.76,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,456.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
821,IRR-MAL-2022-00821,Malawi,2022,0.93,subsistence,False,709.0,21.7,occasional,5,none,none,none,none,0.0,0.93,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,688.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
822,IRR-ETH-2024-00822,Ethiopia,2024,1.74,semi-commercial,False,815.0,31.4,rare,3,none,none,none,none,0.0,1.74,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,557.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
823,IRR-MAL-2023-00823,Mali,2023,2.45,subsistence,False,802.0,27.1,rare,4,none,none,none,none,0.0,2.45,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,537.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
824,IRR-TAN-2022-00824,Tanzania,2022,1.43,subsistence,False,882.0,19.0,occasional,6,none,none,none,none,0.0,1.43,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,605.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
825,IRR-GHA-2020-00825,Ghana,2020,4.52,semi-commercial,True,1459.0,26.3,occasional,3,drip,reservoir,gravity,government,2.7,1.82,59.7,92.0,4,fair,6742.0,388.0,False,0.0,False,711.0,620.0,76.6,545.0,1.35,79.6,92.6,56.5,0.0,40.0,weekly,visual,cotton,31.7,2.49,1,19170.0,7109.0,False,False,False,0.0,0.0,poor,high,True,False,False,9.4,modern,high_burden
826,IRR-TAN-2020-00826,Tanzania,2020,1.94,semi-commercial,False,560.0,16.7,rare,3,none,none,none,none,0.0,1.94,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,640.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
827,IRR-TAN-2020-00827,Tanzania,2020,2.25,subsistence,False,645.0,20.4,occasional,3,none,none,none,none,0.0,2.25,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,641.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
828,IRR-ZAM-2025-00828,Zambia,2025,1.07,semi-commercial,False,993.0,29.3,frequent,3,none,none,none,none,0.0,1.07,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,633.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
829,IRR-MAL-2019-00829,Malawi,2019,1.12,semi-commercial,False,713.0,16.8,occasional,5,none,none,none,none,0.0,1.12,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,447.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
830,IRR-MAL-2024-00830,Malawi,2024,1.06,subsistence,False,997.0,34.6,rare,5,none,none,none,none,0.0,1.06,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,646.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
831,IRR-GHA-2022-00831,Ghana,2022,7.85,semi-commercial,False,753.0,34.9,occasional,3,none,none,none,none,0.0,7.85,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,551.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
832,IRR-GHA-2020-00832,Ghana,2020,2.41,semi-commercial,True,463.0,30.7,rare,5,manual,rainwater_harvesting,gravity,private_company,0.98,1.43,40.5,47.0,1,good,195.0,14.0,False,0.0,False,468.0,687.0,63.9,299.0,1.61,83.5,79.3,42.3,0.0,78.0,daily,weather_based,rice,50.6,2.14,1,4571.0,4682.0,False,False,True,0.0,0.0,good,low,False,False,False,0.3,traditional,high_burden
833,IRR-TAN-2019-00833,Tanzania,2019,0.58,subsistence,False,947.0,20.1,rare,4,none,none,none,none,0.0,0.58,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,427.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
834,IRR-MAL-2022-00834,Mali,2022,0.83,semi-commercial,True,629.0,15.3,rare,5,manual,rainwater_harvesting,diesel,individual,0.31,0.53,36.7,9.0,12,fair,61.0,6.0,False,0.0,False,312.0,478.0,57.7,180.0,1.94,84.9,80.4,39.4,32.0,24.0,as_needed,calendar,maize,21.3,1.46,1,955.0,3125.0,True,False,True,0.0,14.3,poor,low,False,False,False,0.7,traditional,high_burden
835,IRR-UGA-2019-00835,Uganda,2019,2.06,semi-commercial,False,699.0,28.7,rare,6,none,none,none,none,0.0,2.06,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,456.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
836,IRR-KEN-2021-00836,Kenya,2021,2.82,semi-commercial,False,1379.0,15.1,occasional,7,none,none,none,none,0.0,2.82,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,540.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
837,IRR-ZAM-2020-00837,Zambia,2020,1.0,subsistence,False,609.0,25.6,occasional,4,none,none,none,none,0.0,1.0,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,632.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
838,IRR-ZAM-2018-00838,Zambia,2018,4.72,subsistence,False,400.0,22.6,rare,2,none,none,none,none,0.0,4.72,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,428.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
839,IRR-BUR-2019-00839,Burkina Faso,2019,4.17,semi-commercial,False,1233.0,18.5,occasional,4,none,none,none,none,0.0,4.17,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,665.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
840,IRR-ZAM-2020-00840,Zambia,2020,2.26,subsistence,False,1091.0,31.2,occasional,5,none,none,none,none,0.0,2.26,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,528.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
841,IRR-UGA-2025-00841,Uganda,2025,3.47,subsistence,True,1046.0,20.5,occasional,7,flood,rainwater_harvesting,solar,shared,1.72,1.76,49.5,79.0,1,good,687.0,98.0,False,0.0,True,364.0,452.0,48.8,177.0,1.88,86.6,85.6,36.2,0.0,69.0,daily,visual,fruits,53.9,2.41,1,6245.0,3635.0,False,True,False,0.0,16.7,good,low,False,False,False,0.7,traditional,high_burden
842,IRR-ZAM-2024-00842,Zambia,2024,2.1,subsistence,False,644.0,26.3,occasional,5,none,none,none,none,0.0,2.1,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,443.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
843,IRR-GHA-2020-00843,Ghana,2020,0.67,semi-commercial,False,722.0,19.4,frequent,7,none,none,none,none,0.0,0.67,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,495.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
844,IRR-MAL-2024-00844,Mali,2024,2.52,semi-commercial,False,795.0,32.5,frequent,5,none,none,none,none,0.0,2.52,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,510.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
845,IRR-TAN-2020-00845,Tanzania,2020,1.21,semi-commercial,False,1408.0,31.7,rare,7,none,none,none,none,0.0,1.21,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,470.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
846,IRR-BUR-2023-00846,Burkina Faso,2023,1.5,semi-commercial,True,999.0,18.3,occasional,3,surface,rainwater_harvesting,solar,cooperative,0.91,0.59,60.5,48.0,6,fair,725.0,102.0,False,0.0,False,383.0,447.0,58.9,226.0,0.84,83.0,60.2,29.4,0.0,27.0,weekly,calendar,rice,23.3,2.1,3,3475.0,3834.0,False,False,False,0.0,16.9,poor,low,False,False,False,4.2,traditional,high_burden
847,IRR-UGA-2024-00847,Uganda,2024,0.77,semi-commercial,False,1145.0,21.9,occasional,7,none,none,none,none,0.0,0.77,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,699.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
848,IRR-BUR-2025-00848,Burkina Faso,2025,0.89,subsistence,False,904.0,15.1,frequent,5,none,none,none,none,0.0,0.89,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,527.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
849,IRR-ETH-2018-00849,Ethiopia,2018,2.0,subsistence,False,1026.0,27.0,occasional,7,none,none,none,none,0.0,2.0,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,667.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
850,IRR-MAL-2025-00850,Mali,2025,2.87,semi-commercial,False,1416.0,30.6,frequent,6,none,none,none,none,0.0,2.87,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,541.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
851,IRR-MAL-2024-00851,Malawi,2024,0.79,subsistence,False,1269.0,31.5,occasional,5,none,none,none,none,0.0,0.79,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,645.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
852,IRR-MAL-2022-00852,Malawi,2022,5.53,subsistence,False,521.0,23.1,frequent,4,none,none,none,none,0.0,5.53,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,506.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
853,IRR-TAN-2020-00853,Tanzania,2020,1.56,semi-commercial,False,948.0,19.7,frequent,3,none,none,none,none,0.0,1.56,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,558.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
854,IRR-BUR-2022-00854,Burkina Faso,2022,2.02,subsistence,False,906.0,34.0,frequent,4,none,none,none,none,0.0,2.02,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,422.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
855,IRR-ETH-2025-00855,Ethiopia,2025,0.88,subsistence,False,1352.0,16.1,occasional,3,none,none,none,none,0.0,0.88,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,530.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
856,IRR-ETH-2019-00856,Ethiopia,2019,1.74,subsistence,False,764.0,16.5,occasional,2,none,none,none,none,0.0,1.74,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,492.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
857,IRR-MAL-2021-00857,Mali,2021,1.48,semi-commercial,False,963.0,27.3,frequent,6,none,none,none,none,0.0,1.48,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,596.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
858,IRR-KEN-2020-00858,Kenya,2020,1.37,semi-commercial,False,1027.0,19.4,occasional,3,none,none,none,none,0.0,1.37,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,639.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
859,IRR-NIG-2018-00859,Nigeria,2018,0.41,semi-commercial,False,830.0,22.1,occasional,6,none,none,none,none,0.0,0.41,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,545.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
860,IRR-KEN-2020-00860,Kenya,2020,1.33,commercial,False,1064.0,33.5,occasional,3,none,none,none,none,0.0,1.33,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,472.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
861,IRR-MAL-2018-00861,Mali,2018,0.67,semi-commercial,False,614.0,18.3,occasional,7,none,none,none,none,0.0,0.67,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,555.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
862,IRR-MAL-2022-00862,Malawi,2022,2.0,subsistence,False,983.0,25.5,frequent,4,none,none,none,none,0.0,2.0,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,451.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
863,IRR-ZAM-2024-00863,Zambia,2024,1.84,subsistence,False,675.0,32.9,occasional,3,none,none,none,none,0.0,1.84,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,651.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
864,IRR-GHA-2025-00864,Ghana,2025,1.09,subsistence,False,901.0,32.5,rare,4,none,none,none,none,0.0,1.09,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,569.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
865,IRR-KEN-2023-00865,Kenya,2023,1.81,subsistence,False,663.0,16.7,rare,5,none,none,none,none,0.0,1.81,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,501.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
866,IRR-UGA-2018-00866,Uganda,2018,0.7,subsistence,False,829.0,31.8,occasional,6,none,none,none,none,0.0,0.7,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,580.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
867,IRR-ZAM-2018-00867,Zambia,2018,1.05,subsistence,False,1110.0,20.1,rare,3,none,none,none,none,0.0,1.05,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,508.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
868,IRR-ZAM-2022-00868,Zambia,2022,3.62,semi-commercial,True,523.0,31.3,frequent,3,sprinkler,river,solar,individual,1.84,1.79,50.7,83.0,3,fair,2754.0,374.0,False,0.0,True,568.0,591.0,78.3,445.0,1.94,74.2,78.4,45.5,0.0,37.0,biweekly,visual,vegetables,20.3,1.24,1,10429.0,5681.0,False,False,False,0.0,23.8,poor,medium,False,True,False,7.5,modern,high_burden
869,IRR-NIG-2020-00869,Nigeria,2020,1.2,semi-commercial,False,765.0,32.7,occasional,2,none,none,none,none,0.0,1.2,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,577.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
870,IRR-KEN-2022-00870,Kenya,2022,0.62,subsistence,False,1097.0,26.5,occasional,5,none,none,none,none,0.0,0.62,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,611.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
871,IRR-KEN-2019-00871,Kenya,2019,1.84,commercial,False,899.0,16.1,occasional,7,none,none,none,none,0.0,1.84,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,682.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
872,IRR-MAL-2025-00872,Mali,2025,3.42,subsistence,False,969.0,19.9,frequent,4,none,none,none,none,0.0,3.42,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,561.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
873,IRR-NIG-2024-00873,Nigeria,2024,3.31,semi-commercial,True,1064.0,31.2,occasional,4,flood,reservoir,manual,individual,1.42,1.9,42.8,47.0,9,excellent,567.0,43.0,True,296.0,False,425.0,602.0,41.2,175.0,1.47,77.4,82.7,26.4,0.0,57.0,biweekly,calendar,fruits,43.4,1.76,1,6023.0,4245.0,False,False,False,0.0,0.0,good,low,False,False,True,0.8,traditional,high_burden
874,IRR-UGA-2020-00874,Uganda,2020,4.79,semi-commercial,False,667.0,19.0,frequent,6,none,none,none,none,0.0,4.79,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,560.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
875,IRR-BUR-2025-00875,Burkina Faso,2025,1.92,semi-commercial,False,956.0,25.0,occasional,4,none,none,none,none,0.0,1.92,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,409.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
876,IRR-MAL-2020-00876,Mali,2020,3.1,semi-commercial,False,1183.0,27.3,rare,6,none,none,none,none,0.0,3.1,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,476.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
877,IRR-BUR-2023-00877,Burkina Faso,2023,0.54,semi-commercial,False,771.0,16.2,occasional,4,none,none,none,none,0.0,0.54,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,646.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
878,IRR-ZAM-2019-00878,Zambia,2019,1.15,subsistence,False,892.0,25.8,occasional,5,none,none,none,none,0.0,1.15,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,561.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
879,IRR-MAL-2018-00879,Malawi,2018,0.78,commercial,True,1111.0,18.8,frequent,5,flood,river,solar,shared,0.41,0.37,52.2,13.0,2,excellent,163.0,23.0,False,0.0,True,671.0,523.0,49.2,330.0,2.16,86.1,88.2,37.4,0.0,16.0,weekly,calendar,cotton,48.2,2.14,1,2741.0,6712.0,False,True,True,0.0,12.2,good,low,True,False,False,0.9,traditional,high_burden
880,IRR-UGA-2021-00880,Uganda,2021,1.5,commercial,False,985.0,25.9,occasional,6,none,none,none,none,0.0,1.5,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,500.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
881,IRR-UGA-2023-00881,Uganda,2023,2.24,subsistence,False,408.0,18.1,rare,6,none,none,none,none,0.0,2.24,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,578.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
882,IRR-ZAM-2018-00882,Zambia,2018,0.33,subsistence,False,1153.0,21.3,rare,7,none,none,none,none,0.0,0.33,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,470.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
883,IRR-MAL-2023-00883,Mali,2023,0.68,subsistence,False,968.0,18.3,occasional,2,none,none,none,none,0.0,0.68,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,435.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
884,IRR-MAL-2024-00884,Malawi,2024,1.35,subsistence,False,882.0,25.8,frequent,7,none,none,none,none,0.0,1.35,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,674.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
885,IRR-TAN-2020-00885,Tanzania,2020,3.49,subsistence,False,426.0,22.2,rare,5,none,none,none,none,0.0,3.49,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,535.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
886,IRR-MAL-2020-00886,Mali,2020,0.87,semi-commercial,False,724.0,32.0,occasional,7,none,none,none,none,0.0,0.87,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,472.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
887,IRR-UGA-2021-00887,Uganda,2021,2.26,semi-commercial,False,855.0,21.4,rare,2,none,none,none,none,0.0,2.26,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,651.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
888,IRR-MAL-2020-00888,Malawi,2020,1.35,semi-commercial,False,539.0,20.9,frequent,2,none,none,none,none,0.0,1.35,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,500.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
889,IRR-BUR-2020-00889,Burkina Faso,2020,4.01,semi-commercial,False,927.0,17.9,occasional,5,none,none,none,none,0.0,4.01,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,638.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
890,IRR-NIG-2018-00890,Nigeria,2018,0.77,subsistence,False,778.0,17.3,occasional,6,none,none,none,none,0.0,0.77,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,684.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
891,IRR-GHA-2019-00891,Ghana,2019,3.51,semi-commercial,False,1128.0,32.1,occasional,3,none,none,none,none,0.0,3.51,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,482.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
892,IRR-MAL-2022-00892,Mali,2022,2.4,semi-commercial,False,858.0,32.6,rare,5,none,none,none,none,0.0,2.4,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,529.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
893,IRR-ZAM-2023-00893,Zambia,2023,3.02,semi-commercial,False,1052.0,33.5,rare,3,none,none,none,none,0.0,3.02,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,564.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
894,IRR-KEN-2022-00894,Kenya,2022,1.08,semi-commercial,False,562.0,26.3,occasional,5,none,none,none,none,0.0,1.08,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,515.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
895,IRR-GHA-2023-00895,Ghana,2023,3.32,subsistence,False,743.0,29.6,occasional,3,none,none,none,none,0.0,3.32,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,636.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
896,IRR-MAL-2019-00896,Malawi,2019,1.79,subsistence,False,518.0,19.3,rare,5,none,none,none,none,0.0,1.79,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,689.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
897,IRR-MAL-2020-00897,Mali,2020,2.09,subsistence,False,882.0,23.3,rare,5,none,none,none,none,0.0,2.09,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,405.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
898,IRR-KEN-2019-00898,Kenya,2019,2.41,commercial,False,616.0,23.8,rare,6,none,none,none,none,0.0,2.41,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,625.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
899,IRR-MAL-2019-00899,Malawi,2019,2.22,semi-commercial,False,918.0,23.9,occasional,3,none,none,none,none,0.0,2.22,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,476.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
900,IRR-ZAM-2021-00900,Zambia,2021,2.69,semi-commercial,False,581.0,25.4,rare,6,none,none,none,none,0.0,2.69,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,602.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
901,IRR-ZAM-2025-00901,Zambia,2025,0.79,subsistence,False,1540.0,15.9,rare,3,none,none,none,none,0.0,0.79,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,686.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
902,IRR-ZAM-2020-00902,Zambia,2020,0.7,semi-commercial,False,1196.0,16.1,frequent,6,none,none,none,none,0.0,0.7,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,611.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
903,IRR-ETH-2024-00903,Ethiopia,2024,0.5,subsistence,False,1149.0,33.1,occasional,7,none,none,none,none,0.0,0.5,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,579.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
904,IRR-GHA-2024-00904,Ghana,2024,0.66,semi-commercial,True,977.0,17.3,occasional,7,surface,reservoir,diesel,individual,0.33,0.33,50.4,10.0,10,good,265.0,32.0,False,0.0,False,488.0,441.0,48.7,238.0,1.05,76.9,62.4,23.4,98.0,10.0,biweekly,calendar,vegetables,51.8,1.78,1,1617.0,4882.0,True,False,False,0.0,23.9,good,low,False,False,True,1.6,traditional,high_burden
905,IRR-BUR-2023-00905,Burkina Faso,2023,3.5,semi-commercial,False,571.0,21.6,rare,6,none,none,none,none,0.0,3.5,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,515.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
906,IRR-GHA-2025-00906,Ghana,2025,0.57,subsistence,False,817.0,25.9,rare,5,none,none,none,none,0.0,0.57,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,672.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
907,IRR-MAL-2022-00907,Malawi,2022,4.09,semi-commercial,False,955.0,28.2,occasional,2,none,none,none,none,0.0,4.09,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,590.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
908,IRR-TAN-2023-00908,Tanzania,2023,3.06,subsistence,False,799.0,24.3,rare,3,none,none,none,none,0.0,3.06,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,673.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
909,IRR-MAL-2021-00909,Malawi,2021,1.09,semi-commercial,False,641.0,33.9,rare,2,none,none,none,none,0.0,1.09,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,585.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
910,IRR-BUR-2019-00910,Burkina Faso,2019,1.06,semi-commercial,False,1291.0,25.2,occasional,4,none,none,none,none,0.0,1.06,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,455.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
911,IRR-MAL-2021-00911,Mali,2021,1.02,subsistence,False,841.0,25.1,frequent,4,none,none,none,none,0.0,1.02,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,456.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
912,IRR-ETH-2021-00912,Ethiopia,2021,0.57,subsistence,False,845.0,17.5,rare,6,none,none,none,none,0.0,0.57,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,471.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
913,IRR-KEN-2021-00913,Kenya,2021,1.68,subsistence,False,689.0,23.7,rare,6,none,none,none,none,0.0,1.68,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,693.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
914,IRR-ETH-2022-00914,Ethiopia,2022,1.62,subsistence,False,1075.0,32.4,rare,7,none,none,none,none,0.0,1.62,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,498.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
915,IRR-UGA-2023-00915,Uganda,2023,5.59,semi-commercial,False,927.0,28.4,frequent,7,none,none,none,none,0.0,5.59,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,629.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
916,IRR-NIG-2020-00916,Nigeria,2020,1.21,semi-commercial,False,1138.0,24.8,frequent,3,none,none,none,none,0.0,1.21,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,696.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
917,IRR-MAL-2025-00917,Mali,2025,1.0,subsistence,False,1160.0,21.2,frequent,2,none,none,none,none,0.0,1.0,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,476.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
918,IRR-KEN-2025-00918,Kenya,2025,1.33,semi-commercial,False,927.0,33.7,occasional,2,none,none,none,none,0.0,1.33,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,606.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
919,IRR-GHA-2020-00919,Ghana,2020,1.35,subsistence,False,1019.0,18.5,occasional,3,none,none,none,none,0.0,1.35,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,640.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
920,IRR-UGA-2024-00920,Uganda,2024,3.71,subsistence,False,1231.0,33.4,occasional,4,none,none,none,none,0.0,3.71,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,425.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
921,IRR-ETH-2019-00921,Ethiopia,2019,4.03,subsistence,False,771.0,16.6,occasional,2,none,none,none,none,0.0,4.03,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,659.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
922,IRR-ZAM-2020-00922,Zambia,2020,1.04,semi-commercial,False,777.0,15.9,rare,6,none,none,none,none,0.0,1.04,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,616.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
923,IRR-MAL-2025-00923,Malawi,2025,0.29,commercial,True,1089.0,29.2,frequent,5,center_pivot,lake,electric,individual,0.12,0.17,40.5,6.0,15,fair,582.0,55.0,True,196.0,False,507.0,649.0,85.3,432.0,2.33,72.8,86.3,53.6,8.0,1.0,daily,soil_moisture,fruits,44.6,2.24,2,590.0,5069.0,False,True,False,0.0,24.7,poor,high,False,True,False,9.1,traditional,high_burden
924,IRR-NIG-2021-00924,Nigeria,2021,0.75,subsistence,False,798.0,20.2,occasional,6,none,none,none,none,0.0,0.75,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,669.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
925,IRR-MAL-2023-00925,Malawi,2023,1.6,subsistence,False,526.0,15.5,frequent,5,none,none,none,none,0.0,1.6,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,614.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
926,IRR-BUR-2018-00926,Burkina Faso,2018,1.45,semi-commercial,False,400.0,32.9,occasional,4,none,none,none,none,0.0,1.45,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,661.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
927,IRR-ZAM-2020-00927,Zambia,2020,0.26,semi-commercial,False,732.0,35.0,occasional,6,none,none,none,none,0.0,0.26,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,444.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
928,IRR-GHA-2022-00928,Ghana,2022,0.64,subsistence,False,437.0,23.3,rare,2,none,none,none,none,0.0,0.64,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,568.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
929,IRR-BUR-2019-00929,Burkina Faso,2019,1.34,semi-commercial,False,400.0,17.3,occasional,6,none,none,none,none,0.0,1.34,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,541.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
930,IRR-TAN-2019-00930,Tanzania,2019,0.99,subsistence,False,678.0,24.7,rare,7,none,none,none,none,0.0,0.99,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,633.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
931,IRR-UGA-2018-00931,Uganda,2018,1.99,semi-commercial,False,1099.0,19.4,rare,3,none,none,none,none,0.0,1.99,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,463.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
932,IRR-ZAM-2022-00932,Zambia,2022,1.66,semi-commercial,True,811.0,28.1,frequent,4,surface,reservoir,gravity,cooperative,0.75,0.91,44.9,38.0,14,fair,597.0,65.0,True,222.0,False,418.0,665.0,54.8,229.0,1.71,75.7,67.1,27.8,0.0,22.0,as_needed,calendar,maize,25.3,1.86,3,3118.0,4176.0,True,False,False,0.0,0.0,poor,low,True,True,False,2.8,traditional,high_burden
933,IRR-TAN-2023-00933,Tanzania,2023,3.08,semi-commercial,False,1021.0,27.0,occasional,2,none,none,none,none,0.0,3.08,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,595.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
934,IRR-MAL-2021-00934,Mali,2021,2.73,subsistence,False,1024.0,31.3,frequent,2,none,none,none,none,0.0,2.73,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,442.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
935,IRR-MAL-2020-00935,Mali,2020,1.52,semi-commercial,False,898.0,34.3,rare,6,none,none,none,none,0.0,1.52,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,459.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
936,IRR-MAL-2024-00936,Malawi,2024,2.52,semi-commercial,False,1144.0,28.6,occasional,3,none,none,none,none,0.0,2.52,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,413.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
937,IRR-MAL-2020-00937,Malawi,2020,0.25,subsistence,False,1348.0,20.8,rare,4,none,none,none,none,0.0,0.25,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,619.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
938,IRR-MAL-2024-00938,Malawi,2024,1.93,commercial,True,1003.0,23.4,frequent,5,sprinkler,river,diesel,individual,1.29,0.64,66.8,47.0,7,fair,1931.0,228.0,False,0.0,False,418.0,560.0,75.5,316.0,1.78,81.8,62.4,38.5,257.0,26.0,weekly,visual,fruits,45.3,2.41,1,5387.0,4184.0,False,False,False,0.0,20.5,poor,medium,False,True,False,4.4,modern,high_burden
939,IRR-ZAM-2025-00939,Zambia,2025,1.14,semi-commercial,False,773.0,27.9,occasional,3,none,none,none,none,0.0,1.14,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,609.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
940,IRR-ETH-2023-00940,Ethiopia,2023,0.48,subsistence,True,984.0,21.7,occasional,7,sprinkler,river,manual,individual,0.39,0.09,81.6,15.0,3,excellent,589.0,59.0,False,0.0,True,737.0,559.0,74.0,545.0,0.96,75.6,66.1,37.0,0.0,8.0,weekly,soil_moisture,sugarcane,54.8,1.47,1,2893.0,7366.0,False,False,False,0.0,0.0,good,medium,False,False,False,4.5,modern,high_burden
941,IRR-UGA-2020-00941,Uganda,2020,1.75,semi-commercial,False,1535.0,21.4,rare,7,none,none,none,none,0.0,1.75,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,548.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
942,IRR-MAL-2019-00942,Malawi,2019,4.61,commercial,False,680.0,28.7,occasional,5,none,none,none,none,0.0,4.61,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,582.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
943,IRR-BUR-2021-00943,Burkina Faso,2021,0.5,subsistence,False,848.0,23.2,rare,4,none,none,none,none,0.0,0.5,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,536.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
944,IRR-GHA-2025-00944,Ghana,2025,1.56,subsistence,False,1026.0,18.2,rare,7,none,none,none,none,0.0,1.56,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,626.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
945,IRR-NIG-2025-00945,Nigeria,2025,1.05,subsistence,False,1127.0,21.7,rare,2,none,none,none,none,0.0,1.05,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,557.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
946,IRR-MAL-2019-00946,Malawi,2019,2.48,subsistence,False,1091.0,22.7,occasional,7,none,none,none,none,0.0,2.48,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,507.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
947,IRR-BUR-2023-00947,Burkina Faso,2023,1.06,semi-commercial,True,618.0,31.3,occasional,5,sprinkler,groundwater,diesel,cooperative,0.42,0.64,39.6,19.0,15,good,628.0,72.0,False,0.0,True,598.0,540.0,70.7,423.0,0.99,78.9,72.0,40.2,124.0,8.0,as_needed,visual,rice,33.6,2.45,3,2506.0,5983.0,False,False,False,23.3,21.1,good,medium,True,False,True,3.5,modern,high_burden
948,IRR-UGA-2023-00948,Uganda,2023,0.92,semi-commercial,False,631.0,16.1,rare,6,none,none,none,none,0.0,0.92,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,431.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
949,IRR-TAN-2023-00949,Tanzania,2023,1.01,subsistence,False,780.0,22.8,rare,2,none,none,none,none,0.0,1.01,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,522.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
950,IRR-ETH-2020-00950,Ethiopia,2020,3.13,semi-commercial,False,1229.0,32.8,frequent,3,none,none,none,none,0.0,3.13,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,462.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
951,IRR-NIG-2020-00951,Nigeria,2020,0.72,subsistence,False,1347.0,32.7,rare,6,none,none,none,none,0.0,0.72,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,603.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
952,IRR-KEN-2024-00952,Kenya,2024,0.88,semi-commercial,False,615.0,23.9,occasional,6,none,none,none,none,0.0,0.88,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,499.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
953,IRR-GHA-2021-00953,Ghana,2021,1.06,subsistence,True,1029.0,27.2,rare,2,surface,groundwater,gravity,individual,0.93,0.13,88.2,53.0,13,fair,747.0,86.0,False,0.0,True,416.0,442.0,50.3,209.0,1.02,76.6,81.5,31.4,0.0,28.0,biweekly,soil_moisture,maize,55.6,2.1,2,3881.0,4157.0,False,False,False,58.5,0.0,poor,low,True,False,False,2.5,traditional,high_burden
954,IRR-MAL-2019-00954,Mali,2019,0.29,subsistence,False,1137.0,15.9,occasional,5,none,none,none,none,0.0,0.29,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,536.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
955,IRR-ETH-2023-00955,Ethiopia,2023,1.05,subsistence,False,753.0,29.0,occasional,6,none,none,none,none,0.0,1.05,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,682.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
956,IRR-BUR-2025-00956,Burkina Faso,2025,0.36,subsistence,False,1075.0,33.1,occasional,7,none,none,none,none,0.0,0.36,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,532.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
957,IRR-GHA-2024-00957,Ghana,2024,0.91,subsistence,True,1366.0,33.8,frequent,6,flood,river,gravity,cooperative,0.74,0.17,80.9,25.0,15,excellent,295.0,30.0,False,0.0,True,665.0,580.0,44.2,294.0,1.81,80.7,82.1,29.3,0.0,29.0,weekly,weather_based,sugarcane,52.7,1.36,2,4899.0,6649.0,False,False,True,0.0,0.0,good,low,False,False,False,1.2,traditional,high_burden
958,IRR-NIG-2018-00958,Nigeria,2018,1.42,subsistence,False,910.0,32.6,occasional,6,none,none,none,none,0.0,1.42,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,686.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
959,IRR-MAL-2018-00959,Malawi,2018,0.92,subsistence,False,645.0,30.8,frequent,6,none,none,none,none,0.0,0.92,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,489.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
960,IRR-TAN-2018-00960,Tanzania,2018,1.05,subsistence,False,882.0,18.8,occasional,7,none,none,none,none,0.0,1.05,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,603.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
961,IRR-NIG-2021-00961,Nigeria,2021,2.53,subsistence,False,584.0,21.6,frequent,3,none,none,none,none,0.0,2.53,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,486.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
962,IRR-TAN-2018-00962,Tanzania,2018,0.99,semi-commercial,False,1103.0,18.8,occasional,5,none,none,none,none,0.0,0.99,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,503.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
963,IRR-TAN-2020-00963,Tanzania,2020,1.85,semi-commercial,False,597.0,34.7,occasional,6,none,none,none,none,0.0,1.85,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,490.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
964,IRR-NIG-2023-00964,Nigeria,2023,1.39,semi-commercial,False,829.0,23.4,frequent,4,none,none,none,none,0.0,1.39,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,428.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
965,IRR-TAN-2023-00965,Tanzania,2023,1.45,subsistence,False,591.0,34.3,rare,5,none,none,none,none,0.0,1.45,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,603.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
966,IRR-UGA-2022-00966,Uganda,2022,2.44,semi-commercial,False,818.0,23.4,occasional,6,none,none,none,none,0.0,2.44,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,431.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
967,IRR-KEN-2023-00967,Kenya,2023,1.96,subsistence,False,738.0,31.8,frequent,5,none,none,none,none,0.0,1.96,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,567.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
968,IRR-TAN-2025-00968,Tanzania,2025,1.56,subsistence,False,651.0,28.6,frequent,4,none,none,none,none,0.0,1.56,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,639.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
969,IRR-TAN-2022-00969,Tanzania,2022,0.87,subsistence,False,1338.0,17.8,frequent,6,none,none,none,none,0.0,0.87,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,513.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
970,IRR-KEN-2024-00970,Kenya,2024,0.55,subsistence,False,629.0,31.9,occasional,5,none,none,none,none,0.0,0.55,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,459.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
971,IRR-TAN-2020-00971,Tanzania,2020,3.6,semi-commercial,False,800.0,15.3,occasional,5,none,none,none,none,0.0,3.6,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,659.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
972,IRR-BUR-2021-00972,Burkina Faso,2021,0.7,subsistence,False,769.0,20.3,rare,3,none,none,none,none,0.0,0.7,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,506.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
973,IRR-UGA-2025-00973,Uganda,2025,3.01,subsistence,False,1626.0,21.6,occasional,4,none,none,none,none,0.0,3.01,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,478.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
974,IRR-KEN-2020-00974,Kenya,2020,0.63,subsistence,False,840.0,24.3,occasional,4,none,none,none,none,0.0,0.63,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,616.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
975,IRR-KEN-2024-00975,Kenya,2024,1.29,semi-commercial,False,400.0,18.2,occasional,6,none,none,none,none,0.0,1.29,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,670.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
976,IRR-KEN-2024-00976,Kenya,2024,1.0,semi-commercial,False,1129.0,24.2,frequent,5,none,none,none,none,0.0,1.0,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,602.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
977,IRR-NIG-2022-00977,Nigeria,2022,2.33,semi-commercial,False,1048.0,26.7,occasional,6,none,none,none,none,0.0,2.33,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,622.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
978,IRR-GHA-2021-00978,Ghana,2021,2.04,semi-commercial,False,713.0,22.1,occasional,2,none,none,none,none,0.0,2.04,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,420.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
979,IRR-TAN-2024-00979,Tanzania,2024,0.47,subsistence,False,755.0,17.1,rare,7,none,none,none,none,0.0,0.47,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,468.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
980,IRR-TAN-2023-00980,Tanzania,2023,2.09,semi-commercial,False,872.0,30.3,rare,7,none,none,none,none,0.0,2.09,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,443.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
981,IRR-BUR-2025-00981,Burkina Faso,2025,0.34,semi-commercial,False,1284.0,26.3,frequent,5,none,none,none,none,0.0,0.34,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,634.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
982,IRR-ZAM-2021-00982,Zambia,2021,2.29,subsistence,False,493.0,21.3,occasional,5,none,none,none,none,0.0,2.29,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,573.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
983,IRR-BUR-2023-00983,Burkina Faso,2023,0.56,semi-commercial,False,973.0,21.1,occasional,7,none,none,none,none,0.0,0.56,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,556.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
984,IRR-MAL-2022-00984,Mali,2022,1.56,commercial,False,882.0,24.3,rare,4,none,none,none,none,0.0,1.56,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,697.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
985,IRR-NIG-2022-00985,Nigeria,2022,0.6,subsistence,False,742.0,22.1,occasional,4,none,none,none,none,0.0,0.6,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,434.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
986,IRR-BUR-2022-00986,Burkina Faso,2022,0.64,commercial,False,800.0,26.4,rare,3,none,none,none,none,0.0,0.64,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,579.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
987,IRR-NIG-2025-00987,Nigeria,2025,2.48,subsistence,False,971.0,24.2,rare,3,none,none,none,none,0.0,2.48,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,619.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
988,IRR-GHA-2020-00988,Ghana,2020,1.5,subsistence,False,1095.0,33.7,occasional,7,none,none,none,none,0.0,1.5,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,450.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
989,IRR-UGA-2019-00989,Uganda,2019,1.44,commercial,False,688.0,18.9,rare,3,none,none,none,none,0.0,1.44,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,578.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
990,IRR-MAL-2023-00990,Mali,2023,3.35,commercial,False,591.0,29.3,occasional,4,none,none,none,none,0.0,3.35,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,678.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
991,IRR-NIG-2018-00991,Nigeria,2018,2.71,semi-commercial,False,822.0,26.4,rare,5,none,none,none,none,0.0,2.71,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,535.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
992,IRR-KEN-2020-00992,Kenya,2020,0.32,subsistence,False,899.0,16.5,frequent,7,none,none,none,none,0.0,0.32,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,554.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
993,IRR-ETH-2024-00993,Ethiopia,2024,0.78,subsistence,True,748.0,21.2,rare,6,drip,groundwater,solar,cooperative,0.68,0.1,87.1,31.0,3,fair,1706.0,103.0,False,0.0,False,342.0,552.0,95.0,325.0,1.74,92.8,74.5,65.7,0.0,10.0,weekly,calendar,fruits,38.3,1.37,1,2331.0,3417.0,False,False,False,29.3,4.3,poor,high,False,False,False,11.4,modern,high_burden
994,IRR-KEN-2021-00994,Kenya,2021,0.92,subsistence,False,560.0,34.9,occasional,7,none,none,none,none,0.0,0.92,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,651.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
995,IRR-ETH-2025-00995,Ethiopia,2025,0.64,commercial,False,600.0,21.5,frequent,6,none,none,none,none,0.0,0.64,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,489.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
996,IRR-NIG-2024-00996,Nigeria,2024,2.75,subsistence,True,914.0,15.5,rare,3,sprinkler,groundwater,diesel,cooperative,1.13,1.62,41.3,50.0,7,good,1702.0,242.0,False,0.0,True,679.0,450.0,69.0,468.0,1.51,75.0,71.2,36.8,225.0,23.0,weekly,weather_based,cotton,20.6,1.29,1,7702.0,6790.0,False,False,False,42.3,14.6,good,medium,False,False,True,6.0,modern,high_burden
997,IRR-NIG-2018-00997,Nigeria,2018,3.03,semi-commercial,False,464.0,21.6,rare,3,none,none,none,none,0.0,3.03,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,690.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
998,IRR-UGA-2023-00998,Uganda,2023,0.39,subsistence,False,1146.0,33.7,occasional,5,none,none,none,none,0.0,0.39,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,655.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
999,IRR-KEN-2020-00999,Kenya,2020,2.44,commercial,False,864.0,27.3,frequent,4,none,none,none,none,0.0,2.44,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,570.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1000,IRR-ETH-2025-01000,Ethiopia,2025,2.55,semi-commercial,False,901.0,17.7,occasional,7,none,none,none,none,0.0,2.55,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,530.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1001,IRR-KEN-2019-01001,Kenya,2019,2.22,commercial,False,715.0,29.5,rare,6,none,none,none,none,0.0,2.22,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,666.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1002,IRR-TAN-2018-01002,Tanzania,2018,1.15,subsistence,False,953.0,18.7,occasional,4,none,none,none,none,0.0,1.15,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,590.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1003,IRR-KEN-2025-01003,Kenya,2025,1.02,commercial,False,1151.0,26.2,frequent,2,none,none,none,none,0.0,1.02,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,643.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1004,IRR-MAL-2023-01004,Malawi,2023,5.34,subsistence,False,579.0,25.8,frequent,2,none,none,none,none,0.0,5.34,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,620.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1005,IRR-ZAM-2020-01005,Zambia,2020,2.67,semi-commercial,False,479.0,28.5,rare,2,none,none,none,none,0.0,2.67,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,648.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1006,IRR-BUR-2022-01006,Burkina Faso,2022,1.12,subsistence,False,735.0,18.5,rare,2,none,none,none,none,0.0,1.12,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,488.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1007,IRR-GHA-2024-01007,Ghana,2024,2.09,semi-commercial,False,941.0,19.3,occasional,4,none,none,none,none,0.0,2.09,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,521.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1008,IRR-BUR-2023-01008,Burkina Faso,2023,4.37,subsistence,False,849.0,25.8,occasional,7,none,none,none,none,0.0,4.37,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,541.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1009,IRR-UGA-2021-01009,Uganda,2021,1.26,semi-commercial,False,726.0,23.6,occasional,5,none,none,none,none,0.0,1.26,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,614.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1010,IRR-BUR-2023-01010,Burkina Faso,2023,2.04,subsistence,True,1077.0,18.6,occasional,7,flood,reservoir,solar,individual,1.13,0.91,55.4,34.0,10,fair,453.0,30.0,False,0.0,False,639.0,582.0,48.8,312.0,2.47,74.4,81.4,29.5,0.0,45.0,weekly,soil_moisture,vegetables,23.1,1.28,1,7239.0,6390.0,False,False,False,0.0,8.1,poor,low,True,False,False,1.9,traditional,high_burden
1011,IRR-NIG-2025-01011,Nigeria,2025,0.67,subsistence,False,850.0,26.7,occasional,6,none,none,none,none,0.0,0.67,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,487.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1012,IRR-NIG-2022-01012,Nigeria,2022,1.09,subsistence,False,880.0,32.7,occasional,5,none,none,none,none,0.0,1.09,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,551.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1013,IRR-KEN-2021-01013,Kenya,2021,0.24,semi-commercial,False,749.0,16.1,occasional,5,none,none,none,none,0.0,0.24,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,404.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1014,IRR-TAN-2021-01014,Tanzania,2021,4.46,subsistence,False,1502.0,24.6,occasional,2,none,none,none,none,0.0,4.46,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,574.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1015,IRR-BUR-2022-01015,Burkina Faso,2022,1.32,semi-commercial,False,559.0,16.6,rare,7,none,none,none,none,0.0,1.32,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,443.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1016,IRR-KEN-2019-01016,Kenya,2019,1.52,semi-commercial,False,883.0,16.5,occasional,5,none,none,none,none,0.0,1.52,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,570.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1017,IRR-MAL-2020-01017,Malawi,2020,3.52,subsistence,False,1015.0,17.3,occasional,2,none,none,none,none,0.0,3.52,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,462.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1018,IRR-KEN-2025-01018,Kenya,2025,0.51,subsistence,False,846.0,34.1,occasional,6,none,none,none,none,0.0,0.51,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,428.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1019,IRR-MAL-2023-01019,Malawi,2023,3.51,subsistence,False,830.0,17.4,rare,2,none,none,none,none,0.0,3.51,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,424.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1020,IRR-ZAM-2020-01020,Zambia,2020,1.32,subsistence,False,763.0,26.1,frequent,2,none,none,none,none,0.0,1.32,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,424.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1021,IRR-BUR-2022-01021,Burkina Faso,2022,0.47,semi-commercial,False,552.0,15.7,occasional,3,none,none,none,none,0.0,0.47,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,490.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1022,IRR-NIG-2025-01022,Nigeria,2025,3.29,subsistence,False,625.0,30.1,rare,5,none,none,none,none,0.0,3.29,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,424.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1023,IRR-MAL-2025-01023,Malawi,2025,2.81,subsistence,False,1157.0,29.5,rare,6,none,none,none,none,0.0,2.81,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,689.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1024,IRR-BUR-2024-01024,Burkina Faso,2024,1.38,semi-commercial,False,733.0,25.9,rare,5,none,none,none,none,0.0,1.38,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,694.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1025,IRR-GHA-2023-01025,Ghana,2023,1.65,semi-commercial,True,940.0,20.2,frequent,5,flood,groundwater,solar,government,0.96,0.69,58.1,45.0,17,fair,384.0,35.0,False,0.0,False,791.0,633.0,44.2,350.0,1.02,74.3,76.5,25.1,0.0,38.0,biweekly,calendar,rice,36.1,2.39,1,7586.0,7907.0,False,False,False,10.1,11.7,poor,low,False,True,False,1.3,traditional,high_burden
1026,IRR-GHA-2021-01026,Ghana,2021,2.36,subsistence,False,797.0,17.2,occasional,2,none,none,none,none,0.0,2.36,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,507.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1027,IRR-ETH-2025-01027,Ethiopia,2025,0.71,subsistence,True,935.0,23.5,rare,5,drip,lake,solar,individual,0.51,0.21,71.0,22.0,6,fair,1265.0,66.0,True,409.0,False,409.0,477.0,91.4,374.0,2.12,81.7,80.5,60.1,0.0,8.0,biweekly,visual,vegetables,30.0,1.47,2,2071.0,4092.0,False,False,True,0.0,3.9,poor,high,True,False,False,11.8,modern,high_burden
1028,IRR-TAN-2020-01028,Tanzania,2020,3.85,subsistence,False,1178.0,30.2,occasional,6,none,none,none,none,0.0,3.85,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,489.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1029,IRR-GHA-2018-01029,Ghana,2018,1.02,semi-commercial,False,1059.0,27.4,frequent,2,none,none,none,none,0.0,1.02,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,534.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1030,IRR-TAN-2018-01030,Tanzania,2018,2.22,subsistence,False,869.0,25.1,occasional,7,none,none,none,none,0.0,2.22,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,652.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1031,IRR-TAN-2020-01031,Tanzania,2020,0.89,semi-commercial,False,1077.0,22.9,frequent,2,none,none,none,none,0.0,0.89,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,413.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1032,IRR-BUR-2019-01032,Burkina Faso,2019,1.24,semi-commercial,False,1019.0,32.3,frequent,6,none,none,none,none,0.0,1.24,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,529.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1033,IRR-ETH-2021-01033,Ethiopia,2021,4.86,semi-commercial,False,916.0,33.1,frequent,7,none,none,none,none,0.0,4.86,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,613.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1034,IRR-MAL-2019-01034,Mali,2019,3.03,semi-commercial,False,596.0,34.0,rare,3,none,none,none,none,0.0,3.03,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,621.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1035,IRR-ETH-2022-01035,Ethiopia,2022,1.37,subsistence,True,1443.0,20.5,frequent,2,flood,lake,electric,individual,0.56,0.81,41.1,22.0,5,excellent,225.0,33.0,False,0.0,False,424.0,624.0,41.6,176.0,0.99,71.9,89.4,26.7,51.0,22.0,daily,weather_based,horticulture,34.8,1.22,2,2382.0,4240.0,False,False,False,0.0,20.9,good,low,True,True,False,0.9,traditional,high_burden
1036,IRR-MAL-2025-01036,Malawi,2025,1.54,commercial,False,669.0,27.2,frequent,4,none,none,none,none,0.0,1.54,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,531.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1037,IRR-MAL-2020-01037,Mali,2020,0.85,semi-commercial,False,1003.0,22.9,occasional,6,none,none,none,none,0.0,0.85,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,477.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1038,IRR-UGA-2020-01038,Uganda,2020,3.25,subsistence,False,758.0,22.5,rare,4,none,none,none,none,0.0,3.25,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,533.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1039,IRR-TAN-2019-01039,Tanzania,2019,0.98,semi-commercial,False,961.0,27.5,rare,7,none,none,none,none,0.0,0.98,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,572.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1040,IRR-NIG-2019-01040,Nigeria,2019,0.82,semi-commercial,False,627.0,29.8,rare,7,none,none,none,none,0.0,0.82,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,419.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1041,IRR-ETH-2019-01041,Ethiopia,2019,1.11,semi-commercial,False,432.0,34.2,occasional,7,none,none,none,none,0.0,1.11,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,677.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1042,IRR-MAL-2020-01042,Mali,2020,1.94,subsistence,False,757.0,32.1,occasional,3,none,none,none,none,0.0,1.94,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,507.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1043,IRR-BUR-2021-01043,Burkina Faso,2021,3.55,subsistence,False,728.0,24.4,rare,2,none,none,none,none,0.0,3.55,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,667.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1044,IRR-GHA-2023-01044,Ghana,2023,2.03,subsistence,False,1122.0,29.4,occasional,7,none,none,none,none,0.0,2.03,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,427.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1045,IRR-ZAM-2019-01045,Zambia,2019,1.67,subsistence,False,1040.0,34.8,rare,7,none,none,none,none,0.0,1.67,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,504.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1046,IRR-ETH-2019-01046,Ethiopia,2019,0.43,subsistence,False,782.0,17.8,rare,4,none,none,none,none,0.0,0.43,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,594.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1047,IRR-NIG-2019-01047,Nigeria,2019,1.39,semi-commercial,False,608.0,30.9,occasional,2,none,none,none,none,0.0,1.39,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,644.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1048,IRR-KEN-2019-01048,Kenya,2019,0.35,subsistence,True,778.0,24.7,rare,2,sprinkler,groundwater,gravity,private_company,0.2,0.15,56.9,10.0,17,good,300.0,41.0,True,160.0,False,660.0,445.0,81.0,535.0,1.25,74.9,89.6,54.3,0.0,4.0,as_needed,visual,fruits,37.8,1.58,3,1320.0,6602.0,True,True,False,25.8,0.0,good,medium,True,False,True,4.5,modern,high_burden
1049,IRR-MAL-2023-01049,Malawi,2023,0.72,subsistence,False,770.0,24.4,rare,4,none,none,none,none,0.0,0.72,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,529.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1050,IRR-BUR-2022-01050,Burkina Faso,2022,1.25,semi-commercial,True,893.0,15.6,rare,3,surface,lake,diesel,individual,1.19,0.06,95.3,50.0,12,excellent,954.0,77.0,False,0.0,False,782.0,548.0,54.8,428.0,1.72,75.2,72.9,30.0,210.0,36.0,as_needed,calendar,rice,54.4,1.26,1,9321.0,7817.0,False,False,False,0.0,17.3,good,low,False,False,False,2.8,traditional,high_burden
1051,IRR-UGA-2021-01051,Uganda,2021,3.31,semi-commercial,False,1389.0,30.2,occasional,6,none,none,none,none,0.0,3.31,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,527.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1052,IRR-MAL-2019-01052,Mali,2019,0.61,subsistence,False,450.0,32.5,occasional,5,none,none,none,none,0.0,0.61,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,540.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1053,IRR-TAN-2021-01053,Tanzania,2021,2.67,commercial,False,950.0,24.0,occasional,3,none,none,none,none,0.0,2.67,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,478.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1054,IRR-MAL-2019-01054,Mali,2019,3.0,semi-commercial,False,978.0,25.0,rare,6,none,none,none,none,0.0,3.0,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,422.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1055,IRR-GHA-2020-01055,Ghana,2020,1.76,commercial,False,694.0,21.3,occasional,3,none,none,none,none,0.0,1.76,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,513.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1056,IRR-KEN-2023-01056,Kenya,2023,1.1,subsistence,False,866.0,27.7,occasional,7,none,none,none,none,0.0,1.1,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,436.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1057,IRR-GHA-2021-01057,Ghana,2021,1.14,semi-commercial,True,1020.0,34.6,rare,2,flood,groundwater,diesel,individual,0.65,0.49,56.7,30.0,16,good,259.0,37.0,False,0.0,False,565.0,674.0,44.5,251.0,1.47,82.9,73.4,27.1,74.0,26.0,weekly,soil_moisture,fruits,54.1,2.09,2,3666.0,5651.0,False,False,False,14.3,10.3,good,low,False,False,True,0.8,traditional,high_burden
1058,IRR-ZAM-2019-01058,Zambia,2019,3.78,subsistence,False,1128.0,21.3,frequent,6,none,none,none,none,0.0,3.78,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,543.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1059,IRR-ETH-2021-01059,Ethiopia,2021,1.16,subsistence,False,1127.0,23.1,rare,7,none,none,none,none,0.0,1.16,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,611.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1060,IRR-UGA-2018-01060,Uganda,2018,0.69,subsistence,False,740.0,26.3,occasional,7,none,none,none,none,0.0,0.69,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,481.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1061,IRR-NIG-2022-01061,Nigeria,2022,2.28,subsistence,False,1019.0,15.5,occasional,3,none,none,none,none,0.0,2.28,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,538.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1062,IRR-MAL-2019-01062,Mali,2019,0.74,commercial,False,896.0,17.1,occasional,3,none,none,none,none,0.0,0.74,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,610.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1063,IRR-ETH-2025-01063,Ethiopia,2025,0.67,subsistence,False,819.0,26.4,occasional,5,none,none,none,none,0.0,0.67,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,610.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1064,IRR-TAN-2020-01064,Tanzania,2020,2.75,subsistence,False,725.0,18.0,occasional,6,none,none,none,none,0.0,2.75,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,465.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1065,IRR-BUR-2022-01065,Burkina Faso,2022,0.68,subsistence,False,667.0,34.7,rare,4,none,none,none,none,0.0,0.68,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,630.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1066,IRR-NIG-2019-01066,Nigeria,2019,0.27,subsistence,False,910.0,34.2,occasional,3,none,none,none,none,0.0,0.27,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,465.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1067,IRR-MAL-2019-01067,Malawi,2019,0.57,subsistence,False,1227.0,26.3,rare,3,none,none,none,none,0.0,0.57,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,505.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1068,IRR-ZAM-2024-01068,Zambia,2024,0.66,subsistence,False,803.0,28.3,occasional,2,none,none,none,none,0.0,0.66,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,699.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1069,IRR-MAL-2024-01069,Malawi,2024,0.85,subsistence,False,766.0,17.0,frequent,7,none,none,none,none,0.0,0.85,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,511.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1070,IRR-MAL-2025-01070,Malawi,2025,1.15,semi-commercial,False,1020.0,34.6,occasional,4,none,none,none,none,0.0,1.15,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,401.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1071,IRR-MAL-2024-01071,Mali,2024,1.21,subsistence,False,948.0,31.5,occasional,6,none,none,none,none,0.0,1.21,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,669.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1072,IRR-NIG-2020-01072,Nigeria,2020,1.69,subsistence,False,648.0,25.2,frequent,2,none,none,none,none,0.0,1.69,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,602.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1073,IRR-UGA-2025-01073,Uganda,2025,0.56,subsistence,False,1274.0,31.3,rare,4,none,none,none,none,0.0,0.56,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,569.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1074,IRR-UGA-2025-01074,Uganda,2025,0.59,semi-commercial,False,726.0,21.2,frequent,2,none,none,none,none,0.0,0.59,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,635.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1075,IRR-MAL-2018-01075,Malawi,2018,2.57,semi-commercial,False,450.0,31.5,rare,4,none,none,none,none,0.0,2.57,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,574.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1076,IRR-GHA-2024-01076,Ghana,2024,1.55,subsistence,False,554.0,15.8,rare,3,none,none,none,none,0.0,1.55,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,438.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1077,IRR-UGA-2022-01077,Uganda,2022,1.49,subsistence,False,1159.0,25.8,rare,5,none,none,none,none,0.0,1.49,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,487.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1078,IRR-BUR-2024-01078,Burkina Faso,2024,2.67,commercial,False,937.0,30.8,occasional,2,none,none,none,none,0.0,2.67,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,428.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1079,IRR-KEN-2024-01079,Kenya,2024,0.42,commercial,False,925.0,28.2,occasional,6,none,none,none,none,0.0,0.42,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,444.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1080,IRR-ZAM-2022-01080,Zambia,2022,1.66,subsistence,False,559.0,21.4,rare,5,none,none,none,none,0.0,1.66,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,652.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1081,IRR-ZAM-2018-01081,Zambia,2018,1.2,semi-commercial,False,703.0,18.6,frequent,3,none,none,none,none,0.0,1.2,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,654.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1082,IRR-GHA-2018-01082,Ghana,2018,1.24,subsistence,False,887.0,32.1,occasional,6,none,none,none,none,0.0,1.24,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,432.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1083,IRR-GHA-2023-01083,Ghana,2023,2.06,subsistence,False,1076.0,17.3,occasional,3,none,none,none,none,0.0,2.06,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,563.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1084,IRR-KEN-2019-01084,Kenya,2019,0.61,semi-commercial,False,1094.0,18.4,occasional,5,none,none,none,none,0.0,0.61,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,614.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1085,IRR-BUR-2024-01085,Burkina Faso,2024,1.93,subsistence,False,1314.0,21.4,frequent,5,none,none,none,none,0.0,1.93,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,558.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1086,IRR-UGA-2019-01086,Uganda,2019,1.02,semi-commercial,False,812.0,30.9,occasional,7,none,none,none,none,0.0,1.02,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,462.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1087,IRR-UGA-2020-01087,Uganda,2020,3.73,subsistence,False,1000.0,29.0,rare,2,none,none,none,none,0.0,3.73,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,528.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1088,IRR-MAL-2020-01088,Mali,2020,5.14,subsistence,True,1068.0,22.5,rare,7,sprinkler,reservoir,gravity,individual,1.81,3.33,35.2,105.0,1,excellent,2717.0,270.0,False,0.0,False,308.0,595.0,65.7,202.0,1.95,80.3,85.6,45.1,0.0,36.0,biweekly,calendar,rice,24.0,2.32,2,5569.0,3075.0,False,True,True,0.0,0.0,good,medium,False,False,True,4.4,modern,high_burden
1089,IRR-BUR-2024-01089,Burkina Faso,2024,0.79,subsistence,False,631.0,15.6,rare,6,none,none,none,none,0.0,0.79,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,485.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1090,IRR-NIG-2020-01090,Nigeria,2020,0.75,subsistence,False,564.0,30.9,rare,6,none,none,none,none,0.0,0.75,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,694.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1091,IRR-ZAM-2023-01091,Zambia,2023,0.38,semi-commercial,False,741.0,26.0,occasional,2,none,none,none,none,0.0,0.38,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,412.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1092,IRR-GHA-2020-01092,Ghana,2020,1.21,subsistence,False,1140.0,17.3,occasional,7,none,none,none,none,0.0,1.21,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,408.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1093,IRR-TAN-2024-01093,Tanzania,2024,1.64,subsistence,False,1266.0,16.3,occasional,6,none,none,none,none,0.0,1.64,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,429.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1094,IRR-ZAM-2023-01094,Zambia,2023,3.74,subsistence,True,1420.0,31.3,rare,2,drip,reservoir,electric,shared,2.2,1.54,58.8,67.0,17,good,5496.0,778.0,False,0.0,False,734.0,542.0,92.9,682.0,1.96,77.7,87.0,62.8,285.0,33.0,weekly,calendar,vegetables,37.0,2.12,2,16136.0,7340.0,False,False,True,0.0,24.2,good,high,True,False,True,7.9,modern,high_burden
1095,IRR-UGA-2020-01095,Uganda,2020,0.38,subsistence,False,917.0,23.1,rare,3,none,none,none,none,0.0,0.38,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,597.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1096,IRR-TAN-2019-01096,Tanzania,2019,5.77,semi-commercial,False,1269.0,26.1,rare,3,none,none,none,none,0.0,5.77,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,608.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1097,IRR-ZAM-2023-01097,Zambia,2023,0.88,semi-commercial,False,1024.0,28.5,occasional,4,none,none,none,none,0.0,0.88,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,460.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1098,IRR-KEN-2024-01098,Kenya,2024,1.18,subsistence,False,400.0,16.8,frequent,6,none,none,none,none,0.0,1.18,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,673.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1099,IRR-UGA-2024-01099,Uganda,2024,1.68,subsistence,False,649.0,19.7,occasional,4,none,none,none,none,0.0,1.68,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,402.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1100,IRR-MAL-2023-01100,Mali,2023,5.0,semi-commercial,True,496.0,33.2,occasional,3,surface,wetland,solar,shared,4.77,0.23,95.4,188.0,8,poor,3819.0,305.0,False,0.0,False,441.0,607.0,52.9,233.0,0.87,73.6,77.0,30.0,0.0,143.0,weekly,calendar,rice,56.6,2.0,1,21043.0,4408.0,True,False,False,0.0,16.7,poor,low,False,False,False,2.7,traditional,high_burden
1101,IRR-KEN-2021-01101,Kenya,2021,1.58,subsistence,False,1036.0,21.9,rare,2,none,none,none,none,0.0,1.58,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,580.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1102,IRR-NIG-2019-01102,Nigeria,2019,0.87,subsistence,False,860.0,24.4,occasional,5,none,none,none,none,0.0,0.87,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,519.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1103,IRR-NIG-2018-01103,Nigeria,2018,0.2,commercial,False,554.0,18.5,frequent,4,none,none,none,none,0.0,0.2,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,670.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1104,IRR-ZAM-2024-01104,Zambia,2024,2.54,commercial,False,826.0,21.1,occasional,7,none,none,none,none,0.0,2.54,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,554.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1105,IRR-NIG-2018-01105,Nigeria,2018,0.77,subsistence,False,521.0,22.6,occasional,4,none,none,none,none,0.0,0.77,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,460.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1106,IRR-TAN-2023-01106,Tanzania,2023,1.04,semi-commercial,False,1060.0,22.4,frequent,4,none,none,none,none,0.0,1.04,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,472.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1107,IRR-GHA-2018-01107,Ghana,2018,1.7,subsistence,False,1018.0,29.2,occasional,4,none,none,none,none,0.0,1.7,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,608.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1108,IRR-MAL-2022-01108,Malawi,2022,0.54,subsistence,True,593.0,31.6,occasional,5,drip,groundwater,solar,shared,0.49,0.05,91.2,19.0,0,fair,1235.0,135.0,False,0.0,True,704.0,673.0,95.0,669.0,2.21,94.3,80.9,72.4,0.0,7.0,as_needed,calendar,vegetables,29.1,1.84,1,3478.0,7043.0,True,False,True,77.6,18.0,poor,high,False,False,False,15.6,modern,high_burden
1109,IRR-KEN-2024-01109,Kenya,2024,1.48,subsistence,False,1057.0,33.3,occasional,7,none,none,none,none,0.0,1.48,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,437.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1110,IRR-ETH-2020-01110,Ethiopia,2020,0.45,subsistence,False,1033.0,28.1,rare,7,none,none,none,none,0.0,0.45,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,494.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1111,IRR-NIG-2019-01111,Nigeria,2019,0.42,subsistence,False,878.0,20.5,frequent,7,none,none,none,none,0.0,0.42,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,438.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1112,IRR-GHA-2020-01112,Ghana,2020,0.82,semi-commercial,True,738.0,33.9,occasional,7,flood,rainwater_harvesting,solar,government,0.56,0.26,67.9,20.0,14,excellent,224.0,25.0,False,0.0,False,514.0,500.0,43.5,224.0,1.24,71.4,60.8,18.9,0.0,22.0,daily,calendar,horticulture,28.7,1.55,1,2873.0,5140.0,True,False,False,0.0,16.3,good,low,False,False,False,1.9,traditional,high_burden
1113,IRR-TAN-2020-01113,Tanzania,2020,0.78,subsistence,False,1319.0,23.1,frequent,5,none,none,none,none,0.0,0.78,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,407.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1114,IRR-GHA-2025-01114,Ghana,2025,2.83,subsistence,False,1203.0,31.3,rare,3,none,none,none,none,0.0,2.83,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,463.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1115,IRR-BUR-2023-01115,Burkina Faso,2023,1.29,subsistence,False,577.0,27.4,frequent,2,none,none,none,none,0.0,1.29,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,421.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1116,IRR-ETH-2023-01116,Ethiopia,2023,1.37,subsistence,False,669.0,34.4,occasional,7,none,none,none,none,0.0,1.37,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,575.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1117,IRR-ZAM-2022-01117,Zambia,2022,1.15,subsistence,False,693.0,22.5,frequent,2,none,none,none,none,0.0,1.15,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,677.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1118,IRR-NIG-2020-01118,Nigeria,2020,2.59,semi-commercial,False,1114.0,22.7,rare,2,none,none,none,none,0.0,2.59,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,417.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1119,IRR-MAL-2021-01119,Mali,2021,1.83,subsistence,False,900.0,34.9,rare,4,none,none,none,none,0.0,1.83,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,443.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1120,IRR-ZAM-2019-01120,Zambia,2019,1.43,subsistence,False,1041.0,27.4,rare,3,none,none,none,none,0.0,1.43,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,548.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1121,IRR-MAL-2018-01121,Mali,2018,1.81,semi-commercial,False,1131.0,28.9,occasional,5,none,none,none,none,0.0,1.81,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,471.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1122,IRR-ZAM-2018-01122,Zambia,2018,1.57,semi-commercial,True,889.0,19.2,occasional,6,flood,groundwater,diesel,cooperative,0.59,0.97,37.8,26.0,14,good,237.0,16.0,True,139.0,True,587.0,473.0,41.7,245.0,1.35,81.8,64.6,22.1,74.0,24.0,biweekly,visual,maize,30.6,1.33,1,3474.0,5866.0,False,True,False,56.8,20.3,good,low,False,False,True,1.0,traditional,high_burden
1123,IRR-TAN-2023-01123,Tanzania,2023,1.51,subsistence,False,1179.0,22.3,frequent,3,none,none,none,none,0.0,1.51,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,585.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1124,IRR-TAN-2024-01124,Tanzania,2024,1.87,subsistence,True,911.0,25.0,rare,6,surface,wetland,solar,individual,1.62,0.25,86.4,86.0,18,excellent,1293.0,89.0,False,0.0,False,463.0,696.0,58.7,271.0,0.97,90.3,73.1,38.7,0.0,48.0,as_needed,visual,maize,57.5,1.59,2,7476.0,4626.0,False,True,False,0.0,20.2,good,low,False,False,False,2.4,traditional,high_burden
1125,IRR-TAN-2019-01125,Tanzania,2019,2.94,semi-commercial,False,1306.0,30.1,occasional,3,none,none,none,none,0.0,2.94,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,486.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1126,IRR-MAL-2025-01126,Malawi,2025,0.62,subsistence,False,1271.0,29.1,occasional,6,none,none,none,none,0.0,0.62,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,458.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1127,IRR-UGA-2021-01127,Uganda,2021,0.9,semi-commercial,False,934.0,19.7,occasional,7,none,none,none,none,0.0,0.9,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,450.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1128,IRR-MAL-2020-01128,Malawi,2020,0.39,subsistence,False,678.0,23.6,rare,7,none,none,none,none,0.0,0.39,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,511.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1129,IRR-MAL-2025-01129,Malawi,2025,1.61,subsistence,False,900.0,16.2,frequent,6,none,none,none,none,0.0,1.61,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,511.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1130,IRR-MAL-2023-01130,Mali,2023,6.35,subsistence,False,894.0,24.8,frequent,5,none,none,none,none,0.0,6.35,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,507.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1131,IRR-NIG-2019-01131,Nigeria,2019,1.23,semi-commercial,False,1323.0,32.5,rare,4,none,none,none,none,0.0,1.23,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,429.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1132,IRR-GHA-2018-01132,Ghana,2018,3.06,semi-commercial,False,1034.0,22.1,rare,3,none,none,none,none,0.0,3.06,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,645.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1133,IRR-GHA-2019-01133,Ghana,2019,3.95,commercial,True,945.0,34.6,occasional,4,surface,lake,solar,individual,3.41,0.54,86.3,148.0,18,excellent,2729.0,278.0,False,0.0,True,536.0,505.0,52.9,284.0,1.28,85.9,65.6,29.8,0.0,102.0,biweekly,calendar,sugarcane,52.6,1.76,2,18299.0,5365.0,True,False,True,0.0,23.3,good,low,True,False,False,2.6,traditional,high_burden
1134,IRR-ZAM-2025-01134,Zambia,2025,2.73,semi-commercial,False,973.0,28.2,occasional,2,none,none,none,none,0.0,2.73,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,503.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1135,IRR-GHA-2023-01135,Ghana,2023,0.54,subsistence,False,797.0,17.3,rare,5,none,none,none,none,0.0,0.54,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,467.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1136,IRR-ZAM-2018-01136,Zambia,2018,1.11,subsistence,False,1449.0,34.9,frequent,2,none,none,none,none,0.0,1.11,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,449.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1137,IRR-BUR-2022-01137,Burkina Faso,2022,2.12,subsistence,False,400.0,19.1,occasional,3,none,none,none,none,0.0,2.12,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,493.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1138,IRR-UGA-2019-01138,Uganda,2019,1.4,subsistence,False,1063.0,22.7,rare,6,none,none,none,none,0.0,1.4,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,525.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1139,IRR-TAN-2024-01139,Tanzania,2024,0.91,subsistence,True,951.0,16.0,rare,7,drip,groundwater,diesel,individual,0.6,0.31,66.3,29.0,18,fair,1509.0,94.0,False,0.0,True,445.0,509.0,95.0,423.0,1.4,71.6,89.7,61.0,113.0,9.0,as_needed,weather_based,maize,40.9,1.27,1,2686.0,4450.0,True,False,False,42.6,3.2,poor,high,True,False,False,8.1,modern,high_burden
1140,IRR-KEN-2024-01140,Kenya,2024,2.57,semi-commercial,False,1320.0,25.9,occasional,4,none,none,none,none,0.0,2.57,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,514.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1141,IRR-NIG-2019-01141,Nigeria,2019,1.12,commercial,False,912.0,25.9,occasional,4,none,none,none,none,0.0,1.12,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,643.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1142,IRR-UGA-2023-01142,Uganda,2023,0.72,subsistence,False,1014.0,27.4,rare,4,none,none,none,none,0.0,0.72,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,631.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1143,IRR-ETH-2020-01143,Ethiopia,2020,1.85,commercial,False,1065.0,27.3,occasional,6,none,none,none,none,0.0,1.85,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,406.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1144,IRR-TAN-2022-01144,Tanzania,2022,2.31,subsistence,False,564.0,18.5,occasional,6,none,none,none,none,0.0,2.31,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,473.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1145,IRR-UGA-2019-01145,Uganda,2019,0.55,subsistence,False,975.0,17.4,occasional,5,none,none,none,none,0.0,0.55,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,660.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1146,IRR-BUR-2024-01146,Burkina Faso,2024,3.49,commercial,False,661.0,29.8,rare,5,none,none,none,none,0.0,3.49,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,613.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1147,IRR-ZAM-2018-01147,Zambia,2018,2.82,subsistence,False,852.0,29.6,rare,4,none,none,none,none,0.0,2.82,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,444.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1148,IRR-UGA-2025-01148,Uganda,2025,1.53,commercial,False,1015.0,24.5,rare,7,none,none,none,none,0.0,1.53,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,522.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1149,IRR-UGA-2018-01149,Uganda,2018,2.32,semi-commercial,False,983.0,31.7,rare,4,none,none,none,none,0.0,2.32,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,641.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1150,IRR-TAN-2021-01150,Tanzania,2021,1.16,commercial,False,842.0,23.0,occasional,2,none,none,none,none,0.0,1.16,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,670.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1151,IRR-MAL-2019-01151,Malawi,2019,0.84,semi-commercial,False,845.0,29.0,rare,5,none,none,none,none,0.0,0.84,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,640.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1152,IRR-NIG-2023-01152,Nigeria,2023,0.79,subsistence,False,564.0,20.0,occasional,5,none,none,none,none,0.0,0.79,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,688.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1153,IRR-ZAM-2020-01153,Zambia,2020,0.68,semi-commercial,False,1231.0,33.9,occasional,4,none,none,none,none,0.0,0.68,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,458.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1154,IRR-MAL-2021-01154,Malawi,2021,2.66,semi-commercial,False,1244.0,29.8,rare,3,none,none,none,none,0.0,2.66,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,662.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1155,IRR-GHA-2022-01155,Ghana,2022,4.49,commercial,False,850.0,27.7,occasional,4,none,none,none,none,0.0,4.49,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,423.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1156,IRR-NIG-2021-01156,Nigeria,2021,1.61,semi-commercial,False,1078.0,20.7,rare,6,none,none,none,none,0.0,1.61,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,531.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1157,IRR-GHA-2018-01157,Ghana,2018,0.79,subsistence,False,1072.0,18.1,rare,4,none,none,none,none,0.0,0.79,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,472.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1158,IRR-BUR-2025-01158,Burkina Faso,2025,2.18,commercial,False,837.0,31.7,occasional,2,none,none,none,none,0.0,2.18,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,681.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1159,IRR-MAL-2023-01159,Mali,2023,0.89,subsistence,False,987.0,29.7,occasional,2,none,none,none,none,0.0,0.89,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,691.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1160,IRR-GHA-2024-01160,Ghana,2024,0.76,subsistence,False,1455.0,32.4,occasional,2,none,none,none,none,0.0,0.76,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,577.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1161,IRR-BUR-2020-01161,Burkina Faso,2020,0.95,semi-commercial,False,638.0,29.1,occasional,4,none,none,none,none,0.0,0.95,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,546.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1162,IRR-ZAM-2020-01162,Zambia,2020,1.27,subsistence,False,692.0,26.8,occasional,5,none,none,none,none,0.0,1.27,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,670.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1163,IRR-NIG-2019-01163,Nigeria,2019,1.69,semi-commercial,False,718.0,24.8,occasional,5,none,none,none,none,0.0,1.69,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,443.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1164,IRR-GHA-2020-01164,Ghana,2020,2.06,subsistence,False,1087.0,15.5,occasional,6,none,none,none,none,0.0,2.06,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,476.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1165,IRR-ZAM-2019-01165,Zambia,2019,2.35,semi-commercial,False,848.0,22.1,occasional,3,none,none,none,none,0.0,2.35,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,554.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1166,IRR-ZAM-2021-01166,Zambia,2021,1.7,subsistence,False,400.0,34.7,occasional,2,none,none,none,none,0.0,1.7,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,483.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1167,IRR-NIG-2021-01167,Nigeria,2021,1.65,subsistence,True,1062.0,26.4,rare,5,manual,river,diesel,individual,0.62,1.04,37.3,33.0,3,fair,123.0,15.0,True,73.0,True,316.0,480.0,60.7,192.0,1.1,77.8,69.3,32.8,77.0,49.0,daily,calendar,vegetables,33.5,2.49,1,1949.0,3163.0,False,False,False,0.0,15.9,poor,low,False,False,False,0.4,traditional,high_burden
1168,IRR-GHA-2019-01168,Ghana,2019,1.87,commercial,False,860.0,31.2,frequent,4,none,none,none,none,0.0,1.87,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,428.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1169,IRR-GHA-2019-01169,Ghana,2019,5.47,semi-commercial,False,806.0,24.9,occasional,6,none,none,none,none,0.0,5.47,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,631.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1170,IRR-KEN-2020-01170,Kenya,2020,1.27,subsistence,False,547.0,25.5,occasional,2,none,none,none,none,0.0,1.27,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,451.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1171,IRR-MAL-2022-01171,Mali,2022,2.16,subsistence,False,846.0,19.7,frequent,7,none,none,none,none,0.0,2.16,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,643.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1172,IRR-GHA-2021-01172,Ghana,2021,2.24,subsistence,False,429.0,23.2,frequent,6,none,none,none,none,0.0,2.24,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,697.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1173,IRR-MAL-2023-01173,Malawi,2023,0.83,commercial,False,473.0,30.1,occasional,5,none,none,none,none,0.0,0.83,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,573.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1174,IRR-BUR-2024-01174,Burkina Faso,2024,1.87,subsistence,False,1049.0,18.8,frequent,3,none,none,none,none,0.0,1.87,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,684.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1175,IRR-TAN-2021-01175,Tanzania,2021,1.73,semi-commercial,False,860.0,34.3,occasional,7,none,none,none,none,0.0,1.73,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,469.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1176,IRR-MAL-2019-01176,Mali,2019,1.15,semi-commercial,False,960.0,27.2,occasional,2,none,none,none,none,0.0,1.15,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,511.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1177,IRR-NIG-2025-01177,Nigeria,2025,2.7,subsistence,True,724.0,24.0,frequent,2,drip,groundwater,wind,shared,0.9,1.8,33.4,39.0,12,good,2257.0,139.0,True,898.0,True,476.0,458.0,84.4,402.0,2.25,93.3,91.5,72.0,0.0,14.0,as_needed,soil_moisture,fruits,41.7,1.91,1,4301.0,4764.0,False,False,False,11.9,0.0,good,high,True,True,True,4.0,modern,high_burden
1178,IRR-MAL-2020-01178,Malawi,2020,3.09,semi-commercial,True,719.0,21.9,occasional,5,flood,river,diesel,individual,2.64,0.46,85.2,125.0,18,good,1055.0,96.0,False,0.0,False,797.0,411.0,42.5,339.0,1.58,71.7,66.7,20.3,381.0,105.0,as_needed,visual,maize,53.4,2.04,2,21030.0,7974.0,False,False,False,0.0,23.0,good,low,True,False,False,1.3,traditional,high_burden
1179,IRR-TAN-2018-01179,Tanzania,2018,1.24,subsistence,False,1033.0,25.3,occasional,6,none,none,none,none,0.0,1.24,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,469.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1180,IRR-MAL-2018-01180,Malawi,2018,5.3,commercial,False,1167.0,17.0,rare,2,none,none,none,none,0.0,5.3,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,562.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1181,IRR-ETH-2022-01181,Ethiopia,2022,1.73,subsistence,False,996.0,17.5,occasional,4,none,none,none,none,0.0,1.73,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,411.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1182,IRR-ZAM-2019-01182,Zambia,2019,1.85,subsistence,False,775.0,30.6,frequent,5,none,none,none,none,0.0,1.85,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,635.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1183,IRR-MAL-2024-01183,Mali,2024,0.96,semi-commercial,False,920.0,30.5,occasional,2,none,none,none,none,0.0,0.96,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,637.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1184,IRR-ETH-2018-01184,Ethiopia,2018,2.93,semi-commercial,False,1290.0,18.7,occasional,3,none,none,none,none,0.0,2.93,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,642.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1185,IRR-NIG-2019-01185,Nigeria,2019,3.59,semi-commercial,False,400.0,27.6,rare,4,none,none,none,none,0.0,3.59,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,483.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1186,IRR-ETH-2021-01186,Ethiopia,2021,0.77,semi-commercial,False,893.0,34.7,occasional,7,none,none,none,none,0.0,0.77,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,448.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1187,IRR-MAL-2020-01187,Mali,2020,2.66,commercial,False,918.0,29.0,occasional,4,none,none,none,none,0.0,2.66,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,624.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1188,IRR-ZAM-2021-01188,Zambia,2021,0.6,subsistence,False,779.0,29.7,occasional,6,none,none,none,none,0.0,0.6,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,469.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1189,IRR-MAL-2020-01189,Mali,2020,0.35,subsistence,False,1269.0,23.4,rare,3,none,none,none,none,0.0,0.35,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,574.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1190,IRR-MAL-2020-01190,Malawi,2020,3.28,semi-commercial,False,947.0,19.9,frequent,2,none,none,none,none,0.0,3.28,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,444.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1191,IRR-TAN-2021-01191,Tanzania,2021,1.18,subsistence,False,1075.0,16.7,occasional,5,none,none,none,none,0.0,1.18,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,405.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1192,IRR-NIG-2018-01192,Nigeria,2018,1.5,semi-commercial,False,590.0,17.4,occasional,4,none,none,none,none,0.0,1.5,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,699.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1193,IRR-GHA-2024-01193,Ghana,2024,1.85,semi-commercial,False,865.0,17.6,occasional,4,none,none,none,none,0.0,1.85,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,579.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1194,IRR-MAL-2024-01194,Mali,2024,2.23,semi-commercial,False,1072.0,15.7,occasional,7,none,none,none,none,0.0,2.23,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,630.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1195,IRR-KEN-2018-01195,Kenya,2018,1.28,commercial,False,1181.0,34.3,occasional,7,none,none,none,none,0.0,1.28,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,432.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1196,IRR-KEN-2018-01196,Kenya,2018,4.15,subsistence,False,1142.0,15.2,frequent,5,none,none,none,none,0.0,4.15,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,485.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1197,IRR-BUR-2023-01197,Burkina Faso,2023,1.23,semi-commercial,False,939.0,33.9,rare,6,none,none,none,none,0.0,1.23,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,675.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1198,IRR-MAL-2018-01198,Mali,2018,1.92,subsistence,False,400.0,21.4,rare,6,none,none,none,none,0.0,1.92,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,422.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1199,IRR-MAL-2019-01199,Malawi,2019,1.13,subsistence,False,485.0,26.6,frequent,5,none,none,none,none,0.0,1.13,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,641.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1200,IRR-KEN-2024-01200,Kenya,2024,1.7,semi-commercial,False,897.0,20.0,occasional,2,none,none,none,none,0.0,1.7,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,429.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1201,IRR-TAN-2021-01201,Tanzania,2021,1.74,subsistence,False,864.0,27.1,frequent,2,none,none,none,none,0.0,1.74,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,541.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1202,IRR-TAN-2021-01202,Tanzania,2021,1.96,subsistence,False,974.0,20.6,frequent,4,none,none,none,none,0.0,1.96,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,695.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1203,IRR-GHA-2021-01203,Ghana,2021,1.85,subsistence,False,1006.0,32.9,rare,7,none,none,none,none,0.0,1.85,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,677.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1204,IRR-NIG-2021-01204,Nigeria,2021,0.82,semi-commercial,False,900.0,26.7,frequent,5,none,none,none,none,0.0,0.82,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,592.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1205,IRR-UGA-2021-01205,Uganda,2021,2.21,semi-commercial,False,1395.0,26.0,rare,6,none,none,none,none,0.0,2.21,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,596.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1206,IRR-MAL-2020-01206,Malawi,2020,0.8,semi-commercial,False,1035.0,21.6,occasional,4,none,none,none,none,0.0,0.8,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,674.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1207,IRR-TAN-2024-01207,Tanzania,2024,1.66,commercial,False,1159.0,33.9,occasional,2,none,none,none,none,0.0,1.66,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,652.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1208,IRR-MAL-2024-01208,Malawi,2024,0.41,semi-commercial,True,700.0,19.0,rare,2,drip,groundwater,solar,cooperative,0.36,0.06,86.7,13.0,2,good,898.0,86.0,False,0.0,False,740.0,643.0,84.5,626.0,2.37,78.6,95.0,63.2,0.0,5.0,weekly,visual,rice,27.7,2.09,1,2657.0,7401.0,False,False,False,49.4,13.0,good,high,True,False,True,15.6,modern,high_burden
1209,IRR-MAL-2024-01209,Mali,2024,0.72,semi-commercial,False,999.0,34.0,occasional,4,none,none,none,none,0.0,0.72,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,492.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1210,IRR-MAL-2019-01210,Mali,2019,2.68,subsistence,True,878.0,15.4,occasional,6,surface,river,gravity,government,1.9,0.78,70.8,77.0,14,fair,1520.0,118.0,False,0.0,False,395.0,496.0,52.6,208.0,1.27,90.0,86.4,40.9,0.0,57.0,biweekly,visual,horticulture,34.4,2.06,1,7498.0,3947.0,False,False,False,0.0,0.0,poor,low,False,False,False,3.3,traditional,high_burden
1211,IRR-ZAM-2025-01211,Zambia,2025,0.77,semi-commercial,False,1135.0,20.8,rare,4,none,none,none,none,0.0,0.77,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,480.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1212,IRR-MAL-2024-01212,Mali,2024,2.48,semi-commercial,False,787.0,25.6,occasional,5,none,none,none,none,0.0,2.48,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,516.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1213,IRR-MAL-2018-01213,Mali,2018,1.91,subsistence,False,784.0,26.0,frequent,5,none,none,none,none,0.0,1.91,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,601.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1214,IRR-TAN-2023-01214,Tanzania,2023,1.25,subsistence,False,776.0,29.1,occasional,3,none,none,none,none,0.0,1.25,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,400.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1215,IRR-ETH-2019-01215,Ethiopia,2019,1.71,subsistence,False,953.0,29.9,rare,7,none,none,none,none,0.0,1.71,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,534.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1216,IRR-BUR-2023-01216,Burkina Faso,2023,0.7,subsistence,False,996.0,27.3,rare,7,none,none,none,none,0.0,0.7,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,659.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1217,IRR-NIG-2023-01217,Nigeria,2023,0.75,semi-commercial,False,400.0,28.9,occasional,3,none,none,none,none,0.0,0.75,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,566.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1218,IRR-BUR-2019-01218,Burkina Faso,2019,4.35,semi-commercial,False,1175.0,30.5,rare,7,none,none,none,none,0.0,4.35,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,455.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1219,IRR-BUR-2023-01219,Burkina Faso,2023,4.71,subsistence,False,864.0,21.8,rare,5,none,none,none,none,0.0,4.71,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,590.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1220,IRR-UGA-2019-01220,Uganda,2019,4.68,subsistence,False,732.0,26.1,rare,6,none,none,none,none,0.0,4.68,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,408.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1221,IRR-UGA-2022-01221,Uganda,2022,3.06,semi-commercial,False,593.0,25.3,occasional,3,none,none,none,none,0.0,3.06,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,579.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1222,IRR-NIG-2020-01222,Nigeria,2020,0.58,subsistence,False,931.0,20.3,frequent,2,none,none,none,none,0.0,0.58,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,402.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1223,IRR-KEN-2022-01223,Kenya,2022,1.11,semi-commercial,False,576.0,19.5,rare,7,none,none,none,none,0.0,1.11,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,690.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1224,IRR-BUR-2020-01224,Burkina Faso,2020,4.9,subsistence,False,1204.0,28.4,rare,3,none,none,none,none,0.0,4.9,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,683.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1225,IRR-MAL-2022-01225,Malawi,2022,3.06,subsistence,False,1285.0,32.2,rare,2,none,none,none,none,0.0,3.06,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,622.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1226,IRR-MAL-2021-01226,Malawi,2021,0.86,commercial,False,1019.0,20.5,occasional,7,none,none,none,none,0.0,0.86,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,499.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1227,IRR-TAN-2021-01227,Tanzania,2021,0.89,semi-commercial,False,1612.0,23.9,occasional,2,none,none,none,none,0.0,0.89,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,600.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1228,IRR-GHA-2018-01228,Ghana,2018,1.74,subsistence,False,755.0,31.6,occasional,5,none,none,none,none,0.0,1.74,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,674.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1229,IRR-ZAM-2018-01229,Zambia,2018,1.87,semi-commercial,True,1139.0,19.3,occasional,4,surface,rainwater_harvesting,diesel,government,1.28,0.59,68.6,42.0,17,fair,1026.0,127.0,False,0.0,False,401.0,439.0,59.3,238.0,1.19,73.8,66.3,29.0,321.0,38.0,weekly,visual,maize,22.9,1.68,1,5139.0,4009.0,False,False,False,0.0,19.9,poor,low,True,False,False,4.8,traditional,high_burden
1230,IRR-KEN-2019-01230,Kenya,2019,1.81,subsistence,False,613.0,19.8,occasional,3,none,none,none,none,0.0,1.81,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,494.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1231,IRR-NIG-2024-01231,Nigeria,2024,3.12,semi-commercial,True,997.0,31.7,frequent,5,flood,river,electric,individual,1.6,1.52,51.2,48.0,3,good,638.0,78.0,False,0.0,True,372.0,496.0,44.3,165.0,2.27,75.5,84.1,28.1,234.0,64.0,weekly,calendar,horticulture,25.6,2.19,2,5930.0,3716.0,False,True,False,0.0,10.8,good,low,True,True,False,1.6,traditional,high_burden
1232,IRR-TAN-2018-01232,Tanzania,2018,2.76,subsistence,False,663.0,20.5,frequent,6,none,none,none,none,0.0,2.76,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,622.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1233,IRR-TAN-2019-01233,Tanzania,2019,1.53,subsistence,False,1055.0,22.6,occasional,6,none,none,none,none,0.0,1.53,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,686.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1234,IRR-MAL-2024-01234,Mali,2024,0.9,subsistence,False,549.0,28.2,occasional,5,none,none,none,none,0.0,0.9,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,676.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1235,IRR-GHA-2018-01235,Ghana,2018,0.89,semi-commercial,False,1030.0,24.5,rare,4,none,none,none,none,0.0,0.89,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,641.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1236,IRR-KEN-2024-01236,Kenya,2024,0.63,semi-commercial,False,639.0,31.5,occasional,2,none,none,none,none,0.0,0.63,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,606.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1237,IRR-MAL-2021-01237,Malawi,2021,0.61,semi-commercial,False,687.0,29.6,occasional,5,none,none,none,none,0.0,0.61,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,568.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1238,IRR-ETH-2024-01238,Ethiopia,2024,1.48,subsistence,False,631.0,20.9,rare,7,none,none,none,none,0.0,1.48,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,596.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1239,IRR-UGA-2021-01239,Uganda,2021,1.64,commercial,False,977.0,23.0,rare,5,none,none,none,none,0.0,1.64,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,400.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1240,IRR-NIG-2022-01240,Nigeria,2022,1.78,commercial,False,810.0,32.2,occasional,4,none,none,none,none,0.0,1.78,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,430.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1241,IRR-MAL-2023-01241,Mali,2023,1.26,semi-commercial,False,881.0,27.6,occasional,6,none,none,none,none,0.0,1.26,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,669.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1242,IRR-ETH-2024-01242,Ethiopia,2024,1.36,subsistence,False,609.0,26.2,rare,3,none,none,none,none,0.0,1.36,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,588.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1243,IRR-BUR-2022-01243,Burkina Faso,2022,4.68,subsistence,False,1040.0,27.3,occasional,3,none,none,none,none,0.0,4.68,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,698.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1244,IRR-KEN-2019-01244,Kenya,2019,3.8,subsistence,False,613.0,21.9,occasional,7,none,none,none,none,0.0,3.8,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,454.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1245,IRR-MAL-2019-01245,Mali,2019,1.77,semi-commercial,False,969.0,32.4,occasional,6,none,none,none,none,0.0,1.77,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,692.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1246,IRR-KEN-2020-01246,Kenya,2020,3.06,commercial,False,497.0,31.3,rare,2,none,none,none,none,0.0,3.06,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,670.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1247,IRR-MAL-2022-01247,Mali,2022,0.85,subsistence,True,543.0,18.4,frequent,4,sprinkler,reservoir,electric,government,0.42,0.43,49.2,24.0,3,good,626.0,65.0,False,0.0,False,521.0,456.0,80.8,421.0,2.27,70.2,80.1,45.4,21.0,8.0,weekly,weather_based,rice,42.8,2.05,2,2177.0,5213.0,False,True,False,0.0,10.9,good,medium,False,True,True,3.5,modern,high_burden
1248,IRR-UGA-2019-01248,Uganda,2019,0.64,subsistence,False,528.0,19.9,occasional,5,none,none,none,none,0.0,0.64,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,423.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1249,IRR-GHA-2021-01249,Ghana,2021,1.25,subsistence,False,1013.0,34.3,occasional,3,none,none,none,none,0.0,1.25,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,414.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1250,IRR-UGA-2018-01250,Uganda,2018,1.77,subsistence,False,1209.0,34.4,occasional,4,none,none,none,none,0.0,1.77,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,527.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1251,IRR-NIG-2025-01251,Nigeria,2025,1.8,subsistence,False,1243.0,33.7,rare,6,none,none,none,none,0.0,1.8,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,581.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1252,IRR-ZAM-2025-01252,Zambia,2025,0.96,subsistence,False,721.0,24.8,occasional,7,none,none,none,none,0.0,0.96,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,682.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1253,IRR-NIG-2021-01253,Nigeria,2021,0.8,subsistence,False,777.0,20.5,rare,3,none,none,none,none,0.0,0.8,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,418.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1254,IRR-MAL-2022-01254,Malawi,2022,1.62,commercial,False,669.0,31.3,rare,3,none,none,none,none,0.0,1.62,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,468.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1255,IRR-GHA-2021-01255,Ghana,2021,2.17,subsistence,False,975.0,34.6,occasional,5,none,none,none,none,0.0,2.17,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,423.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1256,IRR-BUR-2025-01256,Burkina Faso,2025,1.23,subsistence,False,639.0,23.6,rare,7,none,none,none,none,0.0,1.23,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,568.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1257,IRR-ETH-2023-01257,Ethiopia,2023,0.81,semi-commercial,True,950.0,16.3,rare,4,surface,rainwater_harvesting,wind,shared,0.49,0.32,60.5,22.0,18,excellent,391.0,41.0,False,0.0,True,476.0,603.0,60.0,286.0,2.05,90.0,86.6,46.8,0.0,15.0,as_needed,calendar,fruits,47.4,2.32,2,2328.0,4758.0,False,True,False,0.0,0.0,good,low,True,False,False,2.0,traditional,high_burden
1258,IRR-MAL-2023-01258,Mali,2023,1.33,semi-commercial,False,1142.0,32.9,frequent,4,none,none,none,none,0.0,1.33,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,403.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1259,IRR-UGA-2021-01259,Uganda,2021,0.38,subsistence,False,674.0,20.4,occasional,7,none,none,none,none,0.0,0.38,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,628.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1260,IRR-KEN-2018-01260,Kenya,2018,0.71,semi-commercial,False,1159.0,24.3,occasional,2,none,none,none,none,0.0,0.71,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,441.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1261,IRR-KEN-2023-01261,Kenya,2023,2.32,subsistence,True,941.0,34.7,occasional,3,flood,river,solar,private_company,1.47,0.85,63.2,63.0,7,poor,587.0,39.0,False,0.0,True,583.0,522.0,40.1,234.0,1.19,88.3,83.7,29.7,0.0,59.0,weekly,visual,vegetables,38.2,2.42,2,8552.0,5830.0,False,False,False,0.0,14.3,poor,low,False,False,False,1.3,traditional,high_burden
1262,IRR-TAN-2024-01262,Tanzania,2024,0.86,semi-commercial,False,636.0,21.1,occasional,4,none,none,none,none,0.0,0.86,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,631.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1263,IRR-ETH-2025-01263,Ethiopia,2025,1.0,semi-commercial,True,1408.0,16.2,frequent,3,flood,wetland,diesel,individual,0.83,0.17,83.3,46.0,3,poor,333.0,35.0,False,0.0,False,600.0,682.0,44.7,268.0,0.92,75.0,87.6,29.4,209.0,33.0,as_needed,calendar,vegetables,41.6,1.66,1,4986.0,5997.0,False,False,False,0.0,22.0,poor,low,False,True,False,1.6,traditional,high_burden
1264,IRR-NIG-2022-01264,Nigeria,2022,4.16,subsistence,True,924.0,19.2,occasional,6,flood,river,solar,individual,1.87,2.29,44.9,73.0,4,fair,747.0,60.0,False,0.0,False,571.0,563.0,46.3,265.0,1.38,90.7,60.5,25.4,0.0,75.0,weekly,soil_moisture,fruits,54.0,2.12,3,10673.0,5715.0,False,False,False,0.0,2.9,poor,low,True,False,False,0.7,traditional,high_burden
1265,IRR-NIG-2025-01265,Nigeria,2025,5.14,semi-commercial,False,1035.0,34.5,occasional,7,none,none,none,none,0.0,5.14,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,630.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1266,IRR-KEN-2024-01266,Kenya,2024,1.6,semi-commercial,False,979.0,30.6,occasional,7,none,none,none,none,0.0,1.6,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,421.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1267,IRR-KEN-2018-01267,Kenya,2018,0.72,semi-commercial,False,705.0,23.8,rare,6,none,none,none,none,0.0,0.72,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,542.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1268,IRR-ETH-2020-01268,Ethiopia,2020,1.19,commercial,False,931.0,25.1,occasional,6,none,none,none,none,0.0,1.19,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,569.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1269,IRR-TAN-2022-01269,Tanzania,2022,1.59,subsistence,False,1018.0,33.8,occasional,5,none,none,none,none,0.0,1.59,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,687.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1270,IRR-GHA-2023-01270,Ghana,2023,2.53,subsistence,False,984.0,31.9,frequent,3,none,none,none,none,0.0,2.53,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,681.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1271,IRR-ZAM-2025-01271,Zambia,2025,0.97,subsistence,False,551.0,26.3,rare,6,none,none,none,none,0.0,0.97,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,697.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1272,IRR-NIG-2021-01272,Nigeria,2021,0.68,semi-commercial,False,1315.0,17.8,rare,2,none,none,none,none,0.0,0.68,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,446.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1273,IRR-MAL-2024-01273,Mali,2024,3.41,subsistence,False,1021.0,19.8,rare,6,none,none,none,none,0.0,3.41,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,547.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1274,IRR-BUR-2022-01274,Burkina Faso,2022,1.28,semi-commercial,False,916.0,21.1,frequent,5,none,none,none,none,0.0,1.28,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,430.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1275,IRR-ETH-2023-01275,Ethiopia,2023,0.93,subsistence,False,1456.0,20.9,occasional,2,none,none,none,none,0.0,0.93,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,426.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1276,IRR-UGA-2018-01276,Uganda,2018,1.76,semi-commercial,False,1060.0,31.1,occasional,5,none,none,none,none,0.0,1.76,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,424.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1277,IRR-MAL-2022-01277,Mali,2022,1.71,semi-commercial,False,797.0,15.7,occasional,6,none,none,none,none,0.0,1.71,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,566.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1278,IRR-ZAM-2020-01278,Zambia,2020,0.9,subsistence,False,1015.0,32.5,occasional,4,none,none,none,none,0.0,0.9,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,530.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1279,IRR-NIG-2019-01279,Nigeria,2019,3.85,semi-commercial,False,1118.0,17.6,frequent,5,none,none,none,none,0.0,3.85,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,661.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1280,IRR-ETH-2024-01280,Ethiopia,2024,0.8,semi-commercial,False,1234.0,18.4,rare,3,none,none,none,none,0.0,0.8,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,533.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1281,IRR-ETH-2022-01281,Ethiopia,2022,2.32,semi-commercial,False,1270.0,17.0,frequent,2,none,none,none,none,0.0,2.32,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,575.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1282,IRR-GHA-2021-01282,Ghana,2021,1.42,subsistence,False,1129.0,23.2,rare,4,none,none,none,none,0.0,1.42,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,558.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1283,IRR-UGA-2024-01283,Uganda,2024,2.03,subsistence,False,909.0,23.0,frequent,4,none,none,none,none,0.0,2.03,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,437.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1284,IRR-NIG-2019-01284,Nigeria,2019,5.27,subsistence,False,703.0,25.9,rare,4,none,none,none,none,0.0,5.27,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,496.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1285,IRR-BUR-2023-01285,Burkina Faso,2023,5.65,subsistence,False,1046.0,30.6,occasional,6,none,none,none,none,0.0,5.65,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,413.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1286,IRR-GHA-2025-01286,Ghana,2025,1.28,subsistence,True,674.0,17.8,frequent,2,surface,river,gravity,cooperative,1.27,0.02,98.8,54.0,13,good,1015.0,107.0,False,0.0,False,795.0,451.0,59.0,469.0,1.7,89.5,71.8,38.0,0.0,38.0,weekly,calendar,maize,58.3,2.45,1,10079.0,7946.0,False,False,False,0.0,0.0,good,low,False,True,False,2.7,traditional,high_burden
1287,IRR-KEN-2021-01287,Kenya,2021,9.05,semi-commercial,False,722.0,18.8,rare,7,none,none,none,none,0.0,9.05,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,672.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1288,IRR-TAN-2022-01288,Tanzania,2022,0.77,subsistence,False,695.0,22.1,occasional,3,none,none,none,none,0.0,0.77,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,623.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1289,IRR-ETH-2019-01289,Ethiopia,2019,1.59,subsistence,False,716.0,34.8,occasional,3,none,none,none,none,0.0,1.59,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,461.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1290,IRR-ZAM-2018-01290,Zambia,2018,2.03,semi-commercial,False,904.0,20.5,occasional,7,none,none,none,none,0.0,2.03,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,433.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1291,IRR-UGA-2024-01291,Uganda,2024,2.69,semi-commercial,False,1196.0,28.8,rare,5,none,none,none,none,0.0,2.69,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,538.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1292,IRR-KEN-2019-01292,Kenya,2019,3.2,subsistence,False,1084.0,30.6,frequent,6,none,none,none,none,0.0,3.2,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,622.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1293,IRR-NIG-2019-01293,Nigeria,2019,1.44,semi-commercial,False,569.0,30.3,frequent,2,none,none,none,none,0.0,1.44,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,550.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1294,IRR-MAL-2018-01294,Mali,2018,0.81,semi-commercial,False,752.0,22.9,occasional,2,none,none,none,none,0.0,0.81,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,444.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1295,IRR-ZAM-2024-01295,Zambia,2024,1.44,subsistence,False,1160.0,28.7,occasional,5,none,none,none,none,0.0,1.44,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,614.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1296,IRR-ZAM-2024-01296,Zambia,2024,3.15,subsistence,False,1108.0,26.3,occasional,2,none,none,none,none,0.0,3.15,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,462.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1297,IRR-ZAM-2024-01297,Zambia,2024,0.69,subsistence,True,1268.0,27.7,occasional,3,drip,wetland,wind,cooperative,0.64,0.05,93.2,35.0,0,fair,1603.0,167.0,False,0.0,False,492.0,603.0,83.5,411.0,0.9,86.9,73.7,53.5,0.0,10.0,as_needed,visual,horticulture,38.8,1.85,3,3153.0,4918.0,False,False,True,0.0,0.0,poor,high,False,False,False,12.0,modern,high_burden
1298,IRR-NIG-2022-01298,Nigeria,2022,0.23,subsistence,False,1131.0,25.5,rare,4,none,none,none,none,0.0,0.23,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,407.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1299,IRR-TAN-2025-01299,Tanzania,2025,1.76,commercial,True,809.0,28.7,rare,5,sprinkler,reservoir,diesel,individual,1.17,0.59,66.5,52.0,14,poor,1757.0,226.0,True,1027.0,False,591.0,423.0,76.8,454.0,1.96,88.4,78.6,53.4,234.0,23.0,weekly,calendar,rice,28.1,1.56,1,6921.0,5909.0,True,True,False,0.0,16.1,poor,medium,False,False,False,7.1,modern,high_burden
1300,IRR-TAN-2024-01300,Tanzania,2024,1.33,semi-commercial,False,765.0,25.7,rare,5,none,none,none,none,0.0,1.33,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,411.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1301,IRR-GHA-2025-01301,Ghana,2025,0.89,subsistence,True,419.0,16.3,occasional,7,sprinkler,groundwater,diesel,cooperative,0.43,0.45,48.8,17.0,12,excellent,649.0,82.0,False,0.0,False,494.0,522.0,71.2,352.0,1.73,88.1,86.2,54.1,67.0,9.0,as_needed,soil_moisture,maize,31.1,1.7,3,2138.0,4939.0,False,False,False,16.8,5.4,good,medium,True,False,True,4.7,modern,high_burden
1302,IRR-TAN-2019-01302,Tanzania,2019,5.13,semi-commercial,False,1813.0,16.0,frequent,4,none,none,none,none,0.0,5.13,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,683.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1303,IRR-MAL-2018-01303,Malawi,2018,2.26,subsistence,False,741.0,24.1,frequent,7,none,none,none,none,0.0,2.26,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,531.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1304,IRR-MAL-2024-01304,Mali,2024,2.49,subsistence,False,488.0,34.4,occasional,7,none,none,none,none,0.0,2.49,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,475.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1305,IRR-NIG-2020-01305,Nigeria,2020,0.96,subsistence,False,1052.0,22.3,occasional,4,none,none,none,none,0.0,0.96,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,542.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1306,IRR-TAN-2022-01306,Tanzania,2022,0.41,commercial,False,484.0,21.2,rare,2,none,none,none,none,0.0,0.41,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,660.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1307,IRR-GHA-2018-01307,Ghana,2018,4.53,subsistence,False,1103.0,23.5,occasional,2,none,none,none,none,0.0,4.53,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,642.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1308,IRR-ETH-2025-01308,Ethiopia,2025,0.26,subsistence,False,870.0,32.4,rare,3,none,none,none,none,0.0,0.26,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,461.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1309,IRR-TAN-2018-01309,Tanzania,2018,1.49,subsistence,False,641.0,24.5,rare,3,none,none,none,none,0.0,1.49,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,494.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1310,IRR-NIG-2024-01310,Nigeria,2024,0.44,subsistence,True,1007.0,20.4,rare,4,drip,wetland,manual,individual,0.31,0.13,71.4,15.0,4,good,783.0,74.0,True,256.0,True,763.0,445.0,83.0,634.0,1.51,72.0,80.9,48.4,0.0,5.0,weekly,calendar,cotton,56.8,1.32,2,2391.0,7630.0,False,False,False,0.0,0.0,good,high,False,False,False,6.3,modern,high_burden
1311,IRR-ZAM-2022-01311,Zambia,2022,1.84,semi-commercial,False,858.0,34.4,rare,7,none,none,none,none,0.0,1.84,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,445.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1312,IRR-NIG-2020-01312,Nigeria,2020,0.76,subsistence,False,951.0,21.4,occasional,7,none,none,none,none,0.0,0.76,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,645.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1313,IRR-ZAM-2023-01313,Zambia,2023,2.33,subsistence,True,752.0,25.3,frequent,3,surface,river,diesel,individual,1.99,0.34,85.3,112.0,18,fair,1591.0,118.0,False,0.0,True,339.0,516.0,47.2,160.0,1.73,84.3,66.0,26.3,275.0,60.0,daily,weather_based,rice,37.1,1.47,1,6743.0,3391.0,False,False,False,0.0,13.3,poor,low,False,True,False,3.7,traditional,high_burden
1314,IRR-KEN-2021-01314,Kenya,2021,0.71,subsistence,False,798.0,29.7,rare,7,none,none,none,none,0.0,0.71,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,418.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1315,IRR-MAL-2022-01315,Mali,2022,3.25,subsistence,False,1276.0,31.9,occasional,7,none,none,none,none,0.0,3.25,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,482.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1316,IRR-BUR-2025-01316,Burkina Faso,2025,0.95,subsistence,False,919.0,29.7,occasional,3,none,none,none,none,0.0,0.95,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,633.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1317,IRR-MAL-2021-01317,Malawi,2021,0.93,semi-commercial,False,1207.0,21.7,occasional,5,none,none,none,none,0.0,0.93,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,458.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1318,IRR-NIG-2019-01318,Nigeria,2019,1.78,subsistence,False,986.0,33.6,rare,3,none,none,none,none,0.0,1.78,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,454.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1319,IRR-BUR-2025-01319,Burkina Faso,2025,2.67,subsistence,False,750.0,28.2,rare,7,none,none,none,none,0.0,2.67,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,684.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1320,IRR-ZAM-2018-01320,Zambia,2018,1.06,subsistence,False,1037.0,24.3,occasional,7,none,none,none,none,0.0,1.06,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,472.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1321,IRR-MAL-2020-01321,Mali,2020,1.22,subsistence,False,988.0,30.4,rare,7,none,none,none,none,0.0,1.22,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,501.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1322,IRR-MAL-2018-01322,Mali,2018,0.79,subsistence,False,1331.0,33.5,occasional,7,none,none,none,none,0.0,0.79,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,469.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1323,IRR-NIG-2024-01323,Nigeria,2024,0.5,semi-commercial,False,1145.0,35.0,rare,6,none,none,none,none,0.0,0.5,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,469.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1324,IRR-NIG-2019-01324,Nigeria,2019,2.7,subsistence,False,805.0,26.5,rare,4,none,none,none,none,0.0,2.7,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,660.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1325,IRR-NIG-2019-01325,Nigeria,2019,0.59,semi-commercial,False,1311.0,20.7,frequent,5,none,none,none,none,0.0,0.59,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,547.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1326,IRR-GHA-2020-01326,Ghana,2020,2.33,semi-commercial,False,1447.0,34.3,occasional,6,none,none,none,none,0.0,2.33,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,636.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1327,IRR-ETH-2021-01327,Ethiopia,2021,1.92,subsistence,False,795.0,27.6,frequent,2,none,none,none,none,0.0,1.92,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,588.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1328,IRR-MAL-2022-01328,Mali,2022,0.55,subsistence,True,1519.0,19.5,rare,2,sprinkler,groundwater,gravity,private_company,0.51,0.04,92.4,27.0,6,fair,763.0,66.0,False,0.0,False,693.0,636.0,75.8,526.0,1.2,92.8,88.6,62.4,0.0,10.0,weekly,calendar,fruits,25.7,1.43,1,3526.0,6932.0,False,False,False,46.5,0.0,poor,medium,True,False,False,10.8,modern,high_burden
1329,IRR-MAL-2019-01329,Mali,2019,0.55,subsistence,False,843.0,16.2,frequent,6,none,none,none,none,0.0,0.55,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,621.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1330,IRR-UGA-2019-01330,Uganda,2019,0.46,semi-commercial,False,862.0,29.5,occasional,2,none,none,none,none,0.0,0.46,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,558.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1331,IRR-NIG-2022-01331,Nigeria,2022,1.59,semi-commercial,True,764.0,17.0,rare,5,flood,river,solar,government,0.52,1.08,32.5,20.0,19,good,207.0,14.0,False,0.0,True,550.0,651.0,47.3,260.0,1.17,71.9,83.7,28.5,0.0,21.0,biweekly,visual,vegetables,53.1,1.54,1,2850.0,5502.0,False,True,True,0.0,5.8,good,low,False,False,False,0.5,traditional,high_burden
1332,IRR-TAN-2018-01332,Tanzania,2018,2.61,subsistence,False,820.0,28.3,occasional,5,none,none,none,none,0.0,2.61,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,630.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1333,IRR-ZAM-2023-01333,Zambia,2023,0.32,commercial,False,430.0,32.9,occasional,2,none,none,none,none,0.0,0.32,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,540.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1334,IRR-MAL-2023-01334,Malawi,2023,0.82,commercial,False,1178.0,15.5,occasional,7,none,none,none,none,0.0,0.82,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,625.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1335,IRR-NIG-2021-01335,Nigeria,2021,3.25,semi-commercial,False,1268.0,29.4,occasional,6,none,none,none,none,0.0,3.25,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,474.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1336,IRR-KEN-2020-01336,Kenya,2020,3.92,commercial,False,1584.0,24.4,occasional,4,none,none,none,none,0.0,3.92,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,429.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1337,IRR-MAL-2022-01337,Malawi,2022,0.63,subsistence,False,818.0,31.4,occasional,3,none,none,none,none,0.0,0.63,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,504.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1338,IRR-MAL-2023-01338,Malawi,2023,2.73,commercial,True,1183.0,26.5,occasional,5,sprinkler,rainwater_harvesting,electric,individual,0.84,1.89,30.9,30.0,19,good,1266.0,140.0,False,0.0,False,502.0,693.0,71.8,361.0,1.41,81.3,86.4,50.4,125.0,17.0,biweekly,calendar,maize,36.7,1.95,1,4237.0,5020.0,False,False,False,0.0,11.5,good,medium,False,False,False,2.5,modern,high_burden
1339,IRR-ZAM-2023-01339,Zambia,2023,2.55,subsistence,True,964.0,23.0,frequent,4,sprinkler,river,solar,government,0.82,1.74,32.0,41.0,6,poor,1224.0,80.0,True,375.0,True,716.0,546.0,72.8,521.0,1.67,76.2,66.0,36.6,0.0,16.0,weekly,calendar,vegetables,41.3,1.35,1,5843.0,7160.0,False,False,False,0.0,9.5,poor,medium,True,True,False,2.3,modern,high_burden
1340,IRR-UGA-2022-01340,Uganda,2022,1.13,commercial,False,769.0,28.1,frequent,2,none,none,none,none,0.0,1.13,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,519.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1341,IRR-ZAM-2024-01341,Zambia,2024,4.48,semi-commercial,False,823.0,25.1,occasional,7,none,none,none,none,0.0,4.48,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,420.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1342,IRR-UGA-2018-01342,Uganda,2018,1.15,semi-commercial,False,1419.0,24.1,occasional,5,none,none,none,none,0.0,1.15,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,602.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1343,IRR-MAL-2024-01343,Malawi,2024,3.93,commercial,False,769.0,22.8,rare,4,none,none,none,none,0.0,3.93,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,609.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1344,IRR-TAN-2018-01344,Tanzania,2018,1.15,subsistence,False,1574.0,27.6,occasional,6,none,none,none,none,0.0,1.15,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,624.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1345,IRR-UGA-2022-01345,Uganda,2022,2.26,semi-commercial,False,1096.0,20.3,occasional,5,none,none,none,none,0.0,2.26,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,413.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1346,IRR-MAL-2019-01346,Mali,2019,1.61,subsistence,False,1325.0,16.3,rare,2,none,none,none,none,0.0,1.61,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,542.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1347,IRR-MAL-2021-01347,Mali,2021,1.77,subsistence,False,978.0,27.0,occasional,3,none,none,none,none,0.0,1.77,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,434.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1348,IRR-TAN-2025-01348,Tanzania,2025,1.65,semi-commercial,False,1349.0,19.4,rare,2,none,none,none,none,0.0,1.65,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,462.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1349,IRR-KEN-2025-01349,Kenya,2025,0.73,commercial,False,1113.0,34.1,frequent,6,none,none,none,none,0.0,0.73,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,590.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1350,IRR-MAL-2020-01350,Malawi,2020,2.27,subsistence,False,1027.0,19.5,occasional,3,none,none,none,none,0.0,2.27,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,601.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1351,IRR-ZAM-2020-01351,Zambia,2020,0.95,subsistence,False,755.0,33.8,occasional,5,none,none,none,none,0.0,0.95,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,468.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1352,IRR-NIG-2020-01352,Nigeria,2020,1.54,semi-commercial,False,1007.0,26.1,rare,7,none,none,none,none,0.0,1.54,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,455.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1353,IRR-UGA-2023-01353,Uganda,2023,2.31,subsistence,False,792.0,29.5,rare,4,none,none,none,none,0.0,2.31,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,643.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1354,IRR-MAL-2020-01354,Mali,2020,1.31,semi-commercial,False,1130.0,17.6,occasional,4,none,none,none,none,0.0,1.31,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,515.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1355,IRR-UGA-2022-01355,Uganda,2022,1.09,subsistence,False,567.0,17.7,occasional,5,none,none,none,none,0.0,1.09,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,435.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1356,IRR-BUR-2023-01356,Burkina Faso,2023,1.92,subsistence,False,986.0,19.5,frequent,5,none,none,none,none,0.0,1.92,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,512.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1357,IRR-KEN-2023-01357,Kenya,2023,1.37,semi-commercial,False,737.0,15.8,frequent,2,none,none,none,none,0.0,1.37,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,629.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1358,IRR-NIG-2023-01358,Nigeria,2023,1.79,subsistence,False,775.0,34.9,rare,6,none,none,none,none,0.0,1.79,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,644.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1359,IRR-BUR-2020-01359,Burkina Faso,2020,0.82,subsistence,False,499.0,31.8,occasional,4,none,none,none,none,0.0,0.82,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,450.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1360,IRR-KEN-2020-01360,Kenya,2020,3.14,semi-commercial,False,978.0,15.2,frequent,3,none,none,none,none,0.0,3.14,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,599.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1361,IRR-NIG-2022-01361,Nigeria,2022,1.81,subsistence,False,1114.0,34.2,frequent,5,none,none,none,none,0.0,1.81,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,562.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1362,IRR-MAL-2019-01362,Malawi,2019,0.9,commercial,True,1250.0,19.7,frequent,4,surface,reservoir,electric,shared,0.8,0.1,88.9,43.0,18,good,639.0,69.0,False,0.0,True,535.0,531.0,51.7,276.0,1.42,84.6,60.6,26.5,96.0,24.0,biweekly,visual,fruits,23.4,1.55,1,4270.0,5348.0,True,False,False,0.0,8.3,good,low,True,True,True,6.1,traditional,high_burden
1363,IRR-ETH-2019-01363,Ethiopia,2019,2.56,commercial,True,992.0,16.8,occasional,5,surface,reservoir,manual,cooperative,1.7,0.86,66.4,65.0,0,fair,1358.0,89.0,False,0.0,False,703.0,483.0,53.7,378.0,2.25,78.8,84.2,35.6,0.0,51.0,weekly,calendar,sugarcane,60.0,1.73,1,11941.0,7034.0,False,False,False,0.0,0.0,poor,low,False,False,False,1.8,traditional,high_burden
1364,IRR-NIG-2023-01364,Nigeria,2023,1.05,subsistence,False,1292.0,16.3,rare,5,none,none,none,none,0.0,1.05,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,539.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1365,IRR-UGA-2019-01365,Uganda,2019,1.82,commercial,False,933.0,21.3,occasional,7,none,none,none,none,0.0,1.82,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,638.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1366,IRR-BUR-2022-01366,Burkina Faso,2022,1.56,subsistence,False,1178.0,20.3,rare,2,none,none,none,none,0.0,1.56,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,670.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1367,IRR-ETH-2024-01367,Ethiopia,2024,2.04,semi-commercial,False,881.0,19.2,rare,5,none,none,none,none,0.0,2.04,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,587.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1368,IRR-NIG-2022-01368,Nigeria,2022,0.7,commercial,False,836.0,20.3,rare,5,none,none,none,none,0.0,0.7,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,670.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1369,IRR-MAL-2025-01369,Malawi,2025,1.46,semi-commercial,True,926.0,28.9,occasional,5,flood,rainwater_harvesting,diesel,shared,1.28,0.18,87.6,63.0,14,poor,511.0,37.0,False,0.0,False,573.0,607.0,42.6,244.0,1.76,74.7,63.8,20.3,180.0,51.0,weekly,visual,horticulture,24.2,1.55,2,7312.0,5729.0,True,False,False,0.0,13.1,poor,low,False,False,False,2.9,traditional,high_burden
1370,IRR-UGA-2022-01370,Uganda,2022,1.62,subsistence,False,438.0,24.3,rare,4,none,none,none,none,0.0,1.62,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,668.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1371,IRR-GHA-2019-01371,Ghana,2019,1.13,subsistence,True,511.0,25.0,occasional,2,flood,river,electric,individual,0.45,0.67,40.2,25.0,4,good,181.0,23.0,False,0.0,False,752.0,544.0,40.8,307.0,1.84,89.0,64.7,23.5,63.0,18.0,daily,visual,sugarcane,55.6,2.21,1,3400.0,7525.0,True,True,False,0.0,3.4,good,low,True,False,False,0.6,traditional,high_burden
1372,IRR-BUR-2023-01372,Burkina Faso,2023,1.52,subsistence,True,944.0,22.5,occasional,5,surface,groundwater,solar,individual,1.1,0.43,72.0,37.0,6,fair,878.0,123.0,False,0.0,False,322.0,522.0,53.9,174.0,2.09,89.7,84.6,40.9,0.0,33.0,as_needed,visual,vegetables,54.9,1.81,1,3539.0,3223.0,False,False,False,57.8,21.5,poor,low,False,False,False,2.1,traditional,high_burden
1373,IRR-GHA-2024-01373,Ghana,2024,4.53,semi-commercial,False,986.0,26.3,frequent,4,none,none,none,none,0.0,4.53,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,424.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1374,IRR-GHA-2020-01374,Ghana,2020,1.43,commercial,False,1296.0,22.0,rare,4,none,none,none,none,0.0,1.43,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,693.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1375,IRR-ETH-2025-01375,Ethiopia,2025,1.94,semi-commercial,True,961.0,23.4,occasional,4,drip,groundwater,gravity,government,1.74,0.19,90.0,94.0,6,good,4356.0,540.0,True,1648.0,True,314.0,513.0,82.6,259.0,0.95,87.7,75.9,55.0,0.0,26.0,daily,calendar,cotton,56.0,1.93,1,5471.0,3140.0,False,False,False,21.9,0.0,good,high,True,False,True,8.0,modern,high_burden
1376,IRR-MAL-2021-01376,Mali,2021,1.97,subsistence,True,567.0,21.6,occasional,3,surface,groundwater,electric,individual,1.69,0.28,85.9,101.0,9,good,1354.0,138.0,False,0.0,True,773.0,417.0,49.3,381.0,2.26,73.9,83.6,30.4,113.0,51.0,as_needed,visual,sugarcane,56.4,1.84,1,13081.0,7730.0,False,False,False,50.5,9.9,good,low,False,False,True,2.4,traditional,high_burden
1377,IRR-GHA-2025-01377,Ghana,2025,1.2,semi-commercial,False,1223.0,15.0,occasional,5,none,none,none,none,0.0,1.2,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,484.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1378,IRR-KEN-2021-01378,Kenya,2021,1.11,semi-commercial,False,927.0,32.2,occasional,5,none,none,none,none,0.0,1.11,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,619.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1379,IRR-NIG-2025-01379,Nigeria,2025,2.44,commercial,True,944.0,19.3,occasional,7,sprinkler,groundwater,electric,individual,1.99,0.46,81.3,61.0,9,excellent,2979.0,246.0,False,0.0,True,381.0,502.0,70.9,270.0,1.09,92.6,84.0,55.1,235.0,40.0,as_needed,weather_based,horticulture,54.8,2.41,1,7557.0,3806.0,False,False,False,42.6,24.6,good,medium,False,False,True,4.5,modern,high_burden
1380,IRR-KEN-2022-01380,Kenya,2022,2.56,semi-commercial,False,984.0,24.7,occasional,7,none,none,none,none,0.0,2.56,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,459.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1381,IRR-NIG-2024-01381,Nigeria,2024,3.07,subsistence,False,995.0,24.9,frequent,6,none,none,none,none,0.0,3.07,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,544.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1382,IRR-MAL-2023-01382,Malawi,2023,2.0,subsistence,False,756.0,21.6,rare,3,none,none,none,none,0.0,2.0,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,681.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1383,IRR-UGA-2019-01383,Uganda,2019,0.99,subsistence,False,1068.0,33.9,rare,5,none,none,none,none,0.0,0.99,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,631.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1384,IRR-MAL-2019-01384,Mali,2019,0.51,subsistence,False,767.0,17.2,frequent,4,none,none,none,none,0.0,0.51,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,534.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1385,IRR-ETH-2021-01385,Ethiopia,2021,2.81,commercial,False,893.0,21.3,occasional,3,none,none,none,none,0.0,2.81,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,451.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1386,IRR-MAL-2019-01386,Malawi,2019,0.7,subsistence,False,669.0,33.0,occasional,7,none,none,none,none,0.0,0.7,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,452.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1387,IRR-ETH-2022-01387,Ethiopia,2022,0.96,semi-commercial,True,1217.0,28.4,frequent,2,flood,river,diesel,cooperative,0.44,0.52,46.0,23.0,15,fair,176.0,23.0,False,0.0,False,584.0,472.0,49.2,287.0,2.0,83.2,76.5,31.3,61.0,18.0,weekly,visual,maize,36.0,1.83,1,2566.0,5845.0,False,False,True,0.0,13.0,poor,low,False,False,False,1.0,traditional,high_burden
1388,IRR-ETH-2019-01388,Ethiopia,2019,0.93,semi-commercial,False,654.0,24.7,occasional,7,none,none,none,none,0.0,0.93,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,523.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1389,IRR-GHA-2024-01389,Ghana,2024,0.23,subsistence,False,1065.0,30.5,occasional,4,none,none,none,none,0.0,0.23,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,516.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1390,IRR-TAN-2019-01390,Tanzania,2019,0.56,semi-commercial,False,709.0,28.4,occasional,6,none,none,none,none,0.0,0.56,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,512.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1391,IRR-UGA-2021-01391,Uganda,2021,1.67,semi-commercial,False,906.0,28.0,frequent,2,none,none,none,none,0.0,1.67,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,568.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1392,IRR-ETH-2022-01392,Ethiopia,2022,2.24,subsistence,False,1134.0,26.4,frequent,3,none,none,none,none,0.0,2.24,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,676.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1393,IRR-BUR-2024-01393,Burkina Faso,2024,4.8,subsistence,False,696.0,27.1,occasional,4,none,none,none,none,0.0,4.8,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,417.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1394,IRR-GHA-2023-01394,Ghana,2023,0.78,semi-commercial,False,1224.0,21.6,frequent,2,none,none,none,none,0.0,0.78,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,576.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1395,IRR-MAL-2023-01395,Mali,2023,0.47,subsistence,False,1229.0,27.1,occasional,3,none,none,none,none,0.0,0.47,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,633.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1396,IRR-GHA-2019-01396,Ghana,2019,0.63,subsistence,False,988.0,30.8,rare,5,none,none,none,none,0.0,0.63,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,632.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1397,IRR-KEN-2022-01397,Kenya,2022,0.21,semi-commercial,False,1051.0,18.0,frequent,4,none,none,none,none,0.0,0.21,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,468.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1398,IRR-TAN-2020-01398,Tanzania,2020,2.73,subsistence,False,1051.0,29.3,occasional,2,none,none,none,none,0.0,2.73,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,633.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1399,IRR-MAL-2020-01399,Mali,2020,1.17,semi-commercial,False,951.0,26.8,rare,2,none,none,none,none,0.0,1.17,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,537.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1400,IRR-KEN-2021-01400,Kenya,2021,0.58,subsistence,True,861.0,15.9,occasional,7,surface,river,gravity,individual,0.23,0.35,39.8,11.0,1,poor,184.0,21.0,True,104.0,False,472.0,620.0,47.5,224.0,1.3,89.4,88.0,37.4,0.0,7.0,daily,calendar,rice,48.4,1.74,2,1085.0,4717.0,False,True,False,0.0,0.0,poor,low,False,False,False,1.3,traditional,high_burden
1401,IRR-MAL-2019-01401,Mali,2019,1.95,semi-commercial,False,1022.0,22.2,rare,6,none,none,none,none,0.0,1.95,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,450.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1402,IRR-BUR-2020-01402,Burkina Faso,2020,1.44,subsistence,False,1021.0,23.1,rare,3,none,none,none,none,0.0,1.44,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,401.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1403,IRR-KEN-2022-01403,Kenya,2022,0.57,subsistence,False,1274.0,24.5,frequent,7,none,none,none,none,0.0,0.57,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,587.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1404,IRR-MAL-2018-01404,Mali,2018,4.13,semi-commercial,False,400.0,28.8,rare,2,none,none,none,none,0.0,4.13,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,440.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1405,IRR-MAL-2019-01405,Mali,2019,3.3,subsistence,False,1318.0,35.0,rare,7,none,none,none,none,0.0,3.3,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,556.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1406,IRR-BUR-2021-01406,Burkina Faso,2021,0.69,subsistence,False,817.0,16.8,rare,6,none,none,none,none,0.0,0.69,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,469.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1407,IRR-MAL-2022-01407,Mali,2022,2.65,subsistence,True,1149.0,20.0,occasional,4,surface,reservoir,diesel,shared,1.12,1.53,42.3,51.0,13,excellent,897.0,109.0,False,0.0,False,571.0,540.0,52.7,301.0,2.39,71.6,60.0,22.6,262.0,34.0,as_needed,visual,vegetables,34.4,1.7,2,6399.0,5706.0,True,False,False,0.0,11.5,good,low,False,False,True,2.0,traditional,high_burden
1408,IRR-UGA-2021-01408,Uganda,2021,1.54,subsistence,False,746.0,31.3,frequent,6,none,none,none,none,0.0,1.54,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,467.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1409,IRR-TAN-2022-01409,Tanzania,2022,1.67,subsistence,False,832.0,20.7,occasional,4,none,none,none,none,0.0,1.67,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,680.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1410,IRR-TAN-2021-01410,Tanzania,2021,3.43,subsistence,False,991.0,18.6,frequent,5,none,none,none,none,0.0,3.43,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,554.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1411,IRR-ETH-2021-01411,Ethiopia,2021,3.8,semi-commercial,True,960.0,31.6,rare,6,drip,groundwater,solar,cooperative,2.43,1.37,64.0,129.0,19,poor,6079.0,569.0,False,0.0,True,610.0,671.0,94.8,579.0,2.37,80.4,79.9,60.9,0.0,36.0,biweekly,calendar,horticulture,34.1,1.63,1,14836.0,6101.0,False,False,True,11.1,15.0,poor,high,True,False,False,9.4,modern,high_burden
1412,IRR-KEN-2021-01412,Kenya,2021,0.85,commercial,False,715.0,15.0,occasional,7,none,none,none,none,0.0,0.85,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,577.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1413,IRR-ZAM-2018-01413,Zambia,2018,1.06,commercial,False,1048.0,16.5,frequent,4,none,none,none,none,0.0,1.06,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,470.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1414,IRR-ZAM-2022-01414,Zambia,2022,0.7,semi-commercial,False,927.0,16.8,frequent,2,none,none,none,none,0.0,0.7,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,679.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1415,IRR-GHA-2018-01415,Ghana,2018,1.47,semi-commercial,False,1075.0,29.6,rare,6,none,none,none,none,0.0,1.47,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,610.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1416,IRR-NIG-2022-01416,Nigeria,2022,3.49,subsistence,False,780.0,34.8,rare,4,none,none,none,none,0.0,3.49,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,609.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1417,IRR-MAL-2019-01417,Malawi,2019,2.0,semi-commercial,False,1459.0,18.7,occasional,2,none,none,none,none,0.0,2.0,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,626.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1418,IRR-ZAM-2019-01418,Zambia,2019,1.76,subsistence,False,1275.0,34.6,rare,7,none,none,none,none,0.0,1.76,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,592.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1419,IRR-ETH-2019-01419,Ethiopia,2019,0.28,subsistence,False,660.0,33.6,occasional,2,none,none,none,none,0.0,0.28,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,509.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1420,IRR-NIG-2022-01420,Nigeria,2022,0.56,semi-commercial,False,1250.0,34.7,occasional,5,none,none,none,none,0.0,0.56,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,470.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1421,IRR-BUR-2022-01421,Burkina Faso,2022,0.45,subsistence,True,1180.0,32.3,rare,4,surface,reservoir,solar,individual,0.19,0.25,43.4,9.0,19,good,155.0,22.0,False,0.0,True,743.0,693.0,57.8,430.0,2.49,88.6,89.8,46.0,0.0,6.0,daily,calendar,rice,48.6,1.8,1,1437.0,7430.0,False,False,False,0.0,22.0,good,low,True,False,True,1.4,traditional,high_burden
1422,IRR-ZAM-2022-01422,Zambia,2022,0.36,commercial,False,1073.0,23.1,frequent,3,none,none,none,none,0.0,0.36,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,441.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1423,IRR-TAN-2019-01423,Tanzania,2019,0.78,subsistence,False,638.0,27.5,rare,4,none,none,none,none,0.0,0.78,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,445.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1424,IRR-KEN-2019-01424,Kenya,2019,1.19,subsistence,False,1411.0,34.5,rare,4,none,none,none,none,0.0,1.19,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,682.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1425,IRR-MAL-2023-01425,Malawi,2023,1.44,subsistence,False,1299.0,21.9,occasional,3,none,none,none,none,0.0,1.44,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,638.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1426,IRR-KEN-2021-01426,Kenya,2021,2.1,semi-commercial,False,847.0,21.3,occasional,3,none,none,none,none,0.0,2.1,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,443.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1427,IRR-MAL-2025-01427,Malawi,2025,1.45,subsistence,False,716.0,21.5,frequent,4,none,none,none,none,0.0,1.45,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,528.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1428,IRR-ETH-2018-01428,Ethiopia,2018,0.65,semi-commercial,False,1168.0,19.9,rare,2,none,none,none,none,0.0,0.65,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,656.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1429,IRR-NIG-2021-01429,Nigeria,2021,0.89,subsistence,False,723.0,15.9,occasional,4,none,none,none,none,0.0,0.89,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,623.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1430,IRR-NIG-2023-01430,Nigeria,2023,1.48,subsistence,False,860.0,27.9,rare,7,none,none,none,none,0.0,1.48,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,566.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1431,IRR-TAN-2018-01431,Tanzania,2018,1.66,subsistence,False,753.0,19.6,occasional,2,none,none,none,none,0.0,1.66,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,687.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1432,IRR-BUR-2023-01432,Burkina Faso,2023,0.85,subsistence,False,523.0,33.1,rare,3,none,none,none,none,0.0,0.85,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,670.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1433,IRR-UGA-2024-01433,Uganda,2024,1.12,subsistence,False,996.0,25.9,frequent,4,none,none,none,none,0.0,1.12,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,567.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1434,IRR-MAL-2020-01434,Mali,2020,1.56,subsistence,False,638.0,29.2,rare,4,none,none,none,none,0.0,1.56,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,699.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1435,IRR-KEN-2018-01435,Kenya,2018,5.82,semi-commercial,False,985.0,17.0,frequent,2,none,none,none,none,0.0,5.82,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,646.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1436,IRR-MAL-2025-01436,Malawi,2025,1.64,subsistence,False,1378.0,15.1,occasional,4,none,none,none,none,0.0,1.64,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,592.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1437,IRR-ZAM-2019-01437,Zambia,2019,5.5,subsistence,False,1040.0,28.1,occasional,2,none,none,none,none,0.0,5.5,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,622.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1438,IRR-MAL-2018-01438,Mali,2018,1.23,subsistence,False,1270.0,32.9,rare,5,none,none,none,none,0.0,1.23,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,445.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1439,IRR-ETH-2018-01439,Ethiopia,2018,2.04,semi-commercial,False,872.0,15.9,frequent,6,none,none,none,none,0.0,2.04,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,503.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1440,IRR-NIG-2019-01440,Nigeria,2019,1.66,subsistence,False,669.0,16.0,frequent,3,none,none,none,none,0.0,1.66,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,666.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1441,IRR-MAL-2024-01441,Mali,2024,6.2,subsistence,False,946.0,21.2,frequent,5,none,none,none,none,0.0,6.2,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,449.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1442,IRR-NIG-2020-01442,Nigeria,2020,1.89,semi-commercial,False,637.0,16.5,occasional,6,none,none,none,none,0.0,1.89,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,640.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1443,IRR-TAN-2019-01443,Tanzania,2019,2.94,subsistence,False,747.0,29.7,frequent,7,none,none,none,none,0.0,2.94,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,507.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1444,IRR-UGA-2019-01444,Uganda,2019,0.87,subsistence,False,819.0,25.6,rare,2,none,none,none,none,0.0,0.87,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,451.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1445,IRR-TAN-2018-01445,Tanzania,2018,1.05,semi-commercial,False,1348.0,34.7,rare,4,none,none,none,none,0.0,1.05,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,692.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1446,IRR-NIG-2020-01446,Nigeria,2020,1.2,semi-commercial,False,592.0,28.9,rare,3,none,none,none,none,0.0,1.2,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,468.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1447,IRR-KEN-2018-01447,Kenya,2018,1.9,subsistence,False,1049.0,27.4,rare,2,none,none,none,none,0.0,1.9,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,650.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1448,IRR-MAL-2019-01448,Malawi,2019,1.21,semi-commercial,False,900.0,26.1,occasional,2,none,none,none,none,0.0,1.21,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,472.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1449,IRR-MAL-2019-01449,Malawi,2019,0.87,semi-commercial,False,551.0,30.1,occasional,5,none,none,none,none,0.0,0.87,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,513.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1450,IRR-GHA-2019-01450,Ghana,2019,0.7,subsistence,False,859.0,32.7,occasional,4,none,none,none,none,0.0,0.7,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,456.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1451,IRR-NIG-2021-01451,Nigeria,2021,2.09,semi-commercial,True,1039.0,33.4,rare,2,surface,river,gravity,shared,1.14,0.95,54.6,63.0,14,poor,912.0,134.0,False,0.0,False,373.0,464.0,59.5,222.0,1.32,72.0,67.5,28.9,0.0,34.0,weekly,calendar,horticulture,20.5,1.38,2,4246.0,3726.0,True,True,False,0.0,0.0,poor,low,True,False,False,4.3,traditional,high_burden
1452,IRR-TAN-2025-01452,Tanzania,2025,0.37,semi-commercial,True,986.0,15.7,occasional,5,drip,lake,gravity,shared,0.34,0.03,91.7,20.0,18,excellent,858.0,101.0,False,0.0,False,738.0,510.0,95.0,701.0,1.36,90.0,72.3,61.8,0.0,5.0,as_needed,calendar,fruits,34.0,2.1,1,2534.0,7380.0,False,False,False,0.0,0.0,good,high,True,False,False,13.5,modern,high_burden
1453,IRR-ETH-2020-01453,Ethiopia,2020,1.06,semi-commercial,False,881.0,29.2,occasional,5,none,none,none,none,0.0,1.06,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,569.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1454,IRR-ZAM-2019-01454,Zambia,2019,2.7,subsistence,False,982.0,17.2,occasional,4,none,none,none,none,0.0,2.7,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,690.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1455,IRR-NIG-2018-01455,Nigeria,2018,0.51,subsistence,False,926.0,30.8,rare,5,none,none,none,none,0.0,0.51,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,646.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1456,IRR-GHA-2021-01456,Ghana,2021,2.84,semi-commercial,False,516.0,15.6,frequent,3,none,none,none,none,0.0,2.84,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,445.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1457,IRR-GHA-2025-01457,Ghana,2025,3.7,semi-commercial,False,520.0,34.1,occasional,3,none,none,none,none,0.0,3.7,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,638.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1458,IRR-MAL-2025-01458,Mali,2025,4.26,subsistence,False,1019.0,18.0,occasional,2,none,none,none,none,0.0,4.26,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,468.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1459,IRR-MAL-2018-01459,Malawi,2018,0.94,subsistence,False,656.0,31.2,rare,6,none,none,none,none,0.0,0.94,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,520.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1460,IRR-MAL-2024-01460,Mali,2024,1.44,subsistence,False,791.0,32.2,occasional,6,none,none,none,none,0.0,1.44,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,608.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1461,IRR-TAN-2024-01461,Tanzania,2024,2.11,commercial,False,1076.0,20.6,occasional,6,none,none,none,none,0.0,2.11,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,648.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1462,IRR-KEN-2020-01462,Kenya,2020,6.58,subsistence,True,1155.0,33.8,rare,4,sprinkler,groundwater,solar,shared,3.89,2.69,59.1,171.0,12,good,5841.0,341.0,False,0.0,False,476.0,419.0,73.5,350.0,2.42,80.3,75.4,44.5,0.0,78.0,as_needed,calendar,rice,34.9,1.9,1,18539.0,4760.0,True,True,False,13.8,3.8,good,medium,False,False,True,5.1,modern,high_burden
1463,IRR-MAL-2023-01463,Mali,2023,6.05,subsistence,False,812.0,15.9,occasional,5,none,none,none,none,0.0,6.05,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,682.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1464,IRR-ETH-2022-01464,Ethiopia,2022,0.84,commercial,False,905.0,25.8,frequent,6,none,none,none,none,0.0,0.84,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,567.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1465,IRR-NIG-2019-01465,Nigeria,2019,1.32,semi-commercial,False,1216.0,27.1,rare,6,none,none,none,none,0.0,1.32,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,628.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1466,IRR-ETH-2018-01466,Ethiopia,2018,0.86,subsistence,False,639.0,24.0,rare,7,none,none,none,none,0.0,0.86,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,681.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1467,IRR-MAL-2022-01467,Malawi,2022,1.72,semi-commercial,False,724.0,20.1,occasional,3,none,none,none,none,0.0,1.72,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,595.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1468,IRR-MAL-2024-01468,Mali,2024,1.49,subsistence,False,818.0,31.4,frequent,2,none,none,none,none,0.0,1.49,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,632.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1469,IRR-TAN-2022-01469,Tanzania,2022,1.6,semi-commercial,False,1021.0,25.7,occasional,4,none,none,none,none,0.0,1.6,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,634.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1470,IRR-NIG-2021-01470,Nigeria,2021,0.53,subsistence,False,720.0,28.8,occasional,2,none,none,none,none,0.0,0.53,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,427.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1471,IRR-BUR-2022-01471,Burkina Faso,2022,4.16,subsistence,False,898.0,21.1,occasional,2,none,none,none,none,0.0,4.16,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,484.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1472,IRR-UGA-2024-01472,Uganda,2024,0.85,subsistence,False,641.0,29.5,rare,5,none,none,none,none,0.0,0.85,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,476.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1473,IRR-ZAM-2024-01473,Zambia,2024,0.76,subsistence,False,417.0,31.3,frequent,5,none,none,none,none,0.0,0.76,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,469.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1474,IRR-KEN-2019-01474,Kenya,2019,0.85,commercial,False,952.0,15.8,frequent,7,none,none,none,none,0.0,0.85,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,462.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1475,IRR-NIG-2019-01475,Nigeria,2019,1.55,semi-commercial,False,986.0,17.5,occasional,5,none,none,none,none,0.0,1.55,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,491.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1476,IRR-GHA-2025-01476,Ghana,2025,1.02,subsistence,False,427.0,25.0,occasional,7,none,none,none,none,0.0,1.02,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,575.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1477,IRR-ETH-2018-01477,Ethiopia,2018,2.43,subsistence,False,1150.0,26.0,rare,5,none,none,none,none,0.0,2.43,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,455.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1478,IRR-MAL-2023-01478,Malawi,2023,1.52,semi-commercial,False,789.0,30.2,occasional,5,none,none,none,none,0.0,1.52,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,529.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1479,IRR-MAL-2022-01479,Mali,2022,0.52,commercial,True,1038.0,26.8,occasional,5,manual,groundwater,manual,individual,0.22,0.3,41.9,7.0,13,good,43.0,6.0,False,0.0,True,535.0,455.0,53.0,284.0,2.36,94.9,76.7,38.6,0.0,17.0,biweekly,soil_moisture,fruits,21.1,1.95,1,1164.0,5352.0,True,False,False,54.0,0.0,good,low,False,False,True,0.8,traditional,high_burden
1480,IRR-ETH-2023-01480,Ethiopia,2023,1.59,subsistence,False,903.0,32.8,rare,2,none,none,none,none,0.0,1.59,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,568.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1481,IRR-BUR-2019-01481,Burkina Faso,2019,1.56,subsistence,False,972.0,15.4,frequent,6,none,none,none,none,0.0,1.56,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,440.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1482,IRR-GHA-2020-01482,Ghana,2020,1.12,subsistence,False,606.0,23.5,rare,6,none,none,none,none,0.0,1.12,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,632.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1483,IRR-ZAM-2024-01483,Zambia,2024,1.47,semi-commercial,False,574.0,27.7,rare,4,none,none,none,none,0.0,1.47,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,553.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1484,IRR-GHA-2021-01484,Ghana,2021,0.81,commercial,False,729.0,26.4,frequent,7,none,none,none,none,0.0,0.81,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,654.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1485,IRR-BUR-2023-01485,Burkina Faso,2023,2.9,subsistence,False,1051.0,28.3,rare,3,none,none,none,none,0.0,2.9,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,514.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1486,IRR-NIG-2024-01486,Nigeria,2024,0.99,semi-commercial,False,1273.0,26.1,occasional,6,none,none,none,none,0.0,0.99,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,626.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1487,IRR-UGA-2018-01487,Uganda,2018,1.68,subsistence,False,908.0,24.3,occasional,6,none,none,none,none,0.0,1.68,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,601.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1488,IRR-TAN-2020-01488,Tanzania,2020,4.01,subsistence,False,714.0,19.6,frequent,6,none,none,none,none,0.0,4.01,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,485.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1489,IRR-KEN-2025-01489,Kenya,2025,2.38,subsistence,False,1033.0,18.8,rare,5,none,none,none,none,0.0,2.38,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,489.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1490,IRR-KEN-2022-01490,Kenya,2022,1.98,commercial,True,1215.0,15.4,occasional,6,flood,rainwater_harvesting,diesel,cooperative,1.26,0.71,63.9,71.0,18,fair,505.0,44.0,False,0.0,False,576.0,677.0,43.4,250.0,2.19,90.0,87.9,34.3,231.0,51.0,as_needed,visual,rice,43.9,1.49,2,7267.0,5756.0,False,False,False,0.0,11.4,poor,low,True,False,False,1.2,traditional,high_burden
1491,IRR-ZAM-2021-01491,Zambia,2021,1.79,subsistence,False,827.0,33.6,occasional,7,none,none,none,none,0.0,1.79,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,405.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1492,IRR-UGA-2020-01492,Uganda,2020,1.04,semi-commercial,False,1057.0,34.5,rare,5,none,none,none,none,0.0,1.04,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,630.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1493,IRR-NIG-2019-01493,Nigeria,2019,0.51,commercial,False,1025.0,19.8,rare,5,none,none,none,none,0.0,0.51,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,589.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1494,IRR-ZAM-2023-01494,Zambia,2023,0.83,subsistence,False,1039.0,20.1,rare,3,none,none,none,none,0.0,0.83,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,549.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1495,IRR-ZAM-2019-01495,Zambia,2019,1.34,semi-commercial,False,1196.0,26.7,occasional,6,none,none,none,none,0.0,1.34,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,699.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1496,IRR-TAN-2021-01496,Tanzania,2021,1.06,semi-commercial,False,829.0,15.7,frequent,5,none,none,none,none,0.0,1.06,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,626.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1497,IRR-BUR-2023-01497,Burkina Faso,2023,1.0,subsistence,False,400.0,19.5,frequent,4,none,none,none,none,0.0,1.0,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,505.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1498,IRR-KEN-2022-01498,Kenya,2022,3.08,subsistence,False,915.0,25.7,frequent,6,none,none,none,none,0.0,3.08,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,605.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1499,IRR-MAL-2018-01499,Malawi,2018,3.47,semi-commercial,False,952.0,27.7,occasional,2,none,none,none,none,0.0,3.47,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,575.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1500,IRR-MAL-2021-01500,Mali,2021,3.13,subsistence,False,809.0,16.4,frequent,2,none,none,none,none,0.0,3.13,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,545.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1501,IRR-ZAM-2019-01501,Zambia,2019,1.64,semi-commercial,True,1066.0,18.2,occasional,3,drip,groundwater,diesel,shared,0.85,0.79,51.7,26.0,15,poor,2118.0,300.0,False,0.0,False,756.0,489.0,84.4,637.0,1.39,84.2,78.2,55.6,173.0,13.0,daily,weather_based,cotton,50.6,2.1,3,6400.0,7556.0,False,False,True,79.4,22.1,poor,high,True,False,False,5.1,modern,high_burden
1502,IRR-BUR-2025-01502,Burkina Faso,2025,1.13,subsistence,True,857.0,32.7,occasional,7,sprinkler,groundwater,gravity,shared,0.87,0.26,76.9,36.0,1,excellent,1305.0,154.0,False,0.0,False,585.0,493.0,80.2,469.0,0.98,70.3,69.1,39.0,0.0,17.0,daily,soil_moisture,rice,57.4,2.42,2,5088.0,5847.0,True,False,False,49.0,0.0,good,medium,False,False,True,4.0,modern,high_burden
1503,IRR-TAN-2021-01503,Tanzania,2021,0.59,subsistence,True,921.0,30.7,occasional,6,manual,lake,diesel,individual,0.27,0.32,46.3,11.0,16,good,55.0,8.0,True,32.0,True,615.0,602.0,60.9,375.0,2.29,79.8,71.3,34.6,37.0,22.0,weekly,calendar,vegetables,59.7,2.36,2,1677.0,6150.0,True,True,False,0.0,16.9,good,low,False,False,False,0.3,traditional,high_burden
1504,IRR-UGA-2025-01504,Uganda,2025,0.95,subsistence,False,731.0,26.4,occasional,7,none,none,none,none,0.0,0.95,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,541.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1505,IRR-UGA-2022-01505,Uganda,2022,2.17,semi-commercial,False,626.0,25.6,occasional,6,none,none,none,none,0.0,2.17,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,540.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1506,IRR-ZAM-2025-01506,Zambia,2025,2.47,semi-commercial,False,600.0,23.1,occasional,6,none,none,none,none,0.0,2.47,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,448.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1507,IRR-ETH-2019-01507,Ethiopia,2019,0.62,subsistence,False,788.0,32.0,occasional,6,none,none,none,none,0.0,0.62,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,550.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1508,IRR-TAN-2024-01508,Tanzania,2024,2.28,subsistence,False,552.0,24.5,rare,5,none,none,none,none,0.0,2.28,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,627.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1509,IRR-KEN-2021-01509,Kenya,2021,1.75,subsistence,False,1140.0,16.8,frequent,2,none,none,none,none,0.0,1.75,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,637.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1510,IRR-ZAM-2025-01510,Zambia,2025,0.22,commercial,False,858.0,19.8,frequent,5,none,none,none,none,0.0,0.22,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,597.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1511,IRR-UGA-2019-01511,Uganda,2019,2.54,semi-commercial,False,974.0,28.8,rare,5,none,none,none,none,0.0,2.54,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,620.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1512,IRR-UGA-2018-01512,Uganda,2018,1.25,subsistence,False,707.0,28.5,rare,2,none,none,none,none,0.0,1.25,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,534.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1513,IRR-TAN-2024-01513,Tanzania,2024,1.1,subsistence,False,919.0,20.2,frequent,4,none,none,none,none,0.0,1.1,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,688.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1514,IRR-TAN-2022-01514,Tanzania,2022,1.08,semi-commercial,True,948.0,23.9,occasional,5,manual,river,diesel,cooperative,0.86,0.22,79.9,51.0,2,excellent,173.0,9.0,False,0.0,False,433.0,620.0,62.1,269.0,0.94,74.4,87.2,40.3,190.0,69.0,as_needed,visual,rice,34.8,1.27,1,3738.0,4329.0,False,True,False,0.0,6.6,good,low,True,False,False,0.9,traditional,high_burden
1515,IRR-GHA-2023-01515,Ghana,2023,0.32,subsistence,False,637.0,33.4,occasional,3,none,none,none,none,0.0,0.32,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,488.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1516,IRR-MAL-2020-01516,Mali,2020,1.19,semi-commercial,False,961.0,16.4,occasional,4,none,none,none,none,0.0,1.19,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,606.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1517,IRR-KEN-2018-01517,Kenya,2018,0.75,subsistence,False,887.0,27.1,rare,4,none,none,none,none,0.0,0.75,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,418.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1518,IRR-KEN-2025-01518,Kenya,2025,3.47,semi-commercial,False,1213.0,19.4,occasional,7,none,none,none,none,0.0,3.47,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,543.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1519,IRR-ETH-2018-01519,Ethiopia,2018,2.03,commercial,False,828.0,25.0,occasional,4,none,none,none,none,0.0,2.03,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,572.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1520,IRR-KEN-2025-01520,Kenya,2025,1.44,subsistence,True,684.0,23.4,occasional,7,drip,rainwater_harvesting,diesel,shared,0.69,0.75,47.9,24.0,6,poor,1725.0,128.0,False,0.0,True,583.0,572.0,95.0,554.0,1.18,92.5,74.0,65.0,158.0,10.0,weekly,visual,maize,45.2,1.35,1,4023.0,5831.0,True,False,False,0.0,3.7,poor,high,False,False,False,5.3,modern,high_burden
1521,IRR-ETH-2020-01521,Ethiopia,2020,2.42,semi-commercial,False,751.0,34.4,occasional,4,none,none,none,none,0.0,2.42,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,681.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1522,IRR-ETH-2019-01522,Ethiopia,2019,0.96,subsistence,False,1096.0,17.0,rare,6,none,none,none,none,0.0,0.96,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,595.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1523,IRR-MAL-2021-01523,Malawi,2021,1.36,semi-commercial,False,831.0,22.9,frequent,2,none,none,none,none,0.0,1.36,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,446.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1524,IRR-BUR-2022-01524,Burkina Faso,2022,0.78,subsistence,False,962.0,19.8,occasional,7,none,none,none,none,0.0,0.78,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,532.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1525,IRR-MAL-2020-01525,Mali,2020,1.12,commercial,False,1487.0,33.2,occasional,3,none,none,none,none,0.0,1.12,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,509.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1526,IRR-BUR-2018-01526,Burkina Faso,2018,2.11,subsistence,False,943.0,26.7,occasional,2,none,none,none,none,0.0,2.11,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,590.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1527,IRR-ETH-2018-01527,Ethiopia,2018,8.0,semi-commercial,False,825.0,30.2,occasional,4,none,none,none,none,0.0,8.0,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,589.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1528,IRR-MAL-2024-01528,Malawi,2024,1.79,semi-commercial,False,969.0,29.2,occasional,3,none,none,none,none,0.0,1.79,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,513.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1529,IRR-UGA-2024-01529,Uganda,2024,3.53,commercial,False,954.0,33.7,frequent,2,none,none,none,none,0.0,3.53,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,436.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1530,IRR-ETH-2019-01530,Ethiopia,2019,7.27,subsistence,False,1246.0,33.1,rare,6,none,none,none,none,0.0,7.27,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,695.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1531,IRR-GHA-2020-01531,Ghana,2020,0.39,subsistence,False,837.0,20.5,frequent,2,none,none,none,none,0.0,0.39,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,570.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1532,IRR-MAL-2019-01532,Mali,2019,2.69,subsistence,False,898.0,25.5,occasional,3,none,none,none,none,0.0,2.69,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,414.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1533,IRR-TAN-2025-01533,Tanzania,2025,1.94,subsistence,False,707.0,19.2,occasional,5,none,none,none,none,0.0,1.94,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,604.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1534,IRR-ZAM-2019-01534,Zambia,2019,8.07,commercial,False,1323.0,20.0,frequent,2,none,none,none,none,0.0,8.07,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,649.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1535,IRR-ZAM-2024-01535,Zambia,2024,0.73,semi-commercial,False,778.0,30.3,frequent,7,none,none,none,none,0.0,0.73,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,415.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1536,IRR-GHA-2021-01536,Ghana,2021,0.98,semi-commercial,True,1205.0,30.6,occasional,6,flood,groundwater,gravity,cooperative,0.43,0.55,44.3,25.0,0,excellent,173.0,22.0,False,0.0,False,445.0,467.0,47.0,209.0,1.56,78.2,70.7,26.0,0.0,17.0,as_needed,calendar,fruits,44.5,1.81,2,1928.0,4446.0,False,True,False,8.8,0.0,good,low,True,False,True,0.8,traditional,high_burden
1537,IRR-MAL-2019-01537,Malawi,2019,1.01,semi-commercial,False,1289.0,30.9,rare,3,none,none,none,none,0.0,1.01,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,649.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1538,IRR-GHA-2019-01538,Ghana,2019,1.8,subsistence,False,644.0,34.8,rare,4,none,none,none,none,0.0,1.8,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,568.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1539,IRR-MAL-2018-01539,Mali,2018,6.1,subsistence,False,541.0,20.1,occasional,4,none,none,none,none,0.0,6.1,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,423.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1540,IRR-BUR-2023-01540,Burkina Faso,2023,1.13,subsistence,False,400.0,28.2,occasional,7,none,none,none,none,0.0,1.13,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,554.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1541,IRR-ZAM-2023-01541,Zambia,2023,1.55,subsistence,False,826.0,19.1,frequent,7,none,none,none,none,0.0,1.55,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,570.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1542,IRR-MAL-2022-01542,Mali,2022,1.15,subsistence,False,854.0,18.1,frequent,5,none,none,none,none,0.0,1.15,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,667.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1543,IRR-KEN-2019-01543,Kenya,2019,0.81,semi-commercial,False,901.0,26.2,occasional,4,none,none,none,none,0.0,0.81,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,623.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1544,IRR-BUR-2020-01544,Burkina Faso,2020,1.14,semi-commercial,False,999.0,28.0,rare,6,none,none,none,none,0.0,1.14,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,581.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1545,IRR-TAN-2019-01545,Tanzania,2019,0.76,subsistence,False,1115.0,31.2,occasional,2,none,none,none,none,0.0,0.76,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,663.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1546,IRR-UGA-2023-01546,Uganda,2023,1.08,semi-commercial,False,1194.0,22.4,occasional,4,none,none,none,none,0.0,1.08,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,497.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1547,IRR-UGA-2024-01547,Uganda,2024,1.84,semi-commercial,False,725.0,24.7,rare,7,none,none,none,none,0.0,1.84,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,476.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1548,IRR-MAL-2018-01548,Mali,2018,1.17,subsistence,False,800.0,16.2,frequent,7,none,none,none,none,0.0,1.17,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,543.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1549,IRR-NIG-2019-01549,Nigeria,2019,1.7,semi-commercial,False,1166.0,27.6,occasional,2,none,none,none,none,0.0,1.7,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,505.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1550,IRR-ZAM-2021-01550,Zambia,2021,1.16,subsistence,True,1111.0,17.3,frequent,5,sprinkler,river,solar,shared,0.67,0.49,57.6,31.0,6,good,1003.0,101.0,False,0.0,False,506.0,656.0,68.7,348.0,2.33,89.0,70.3,43.0,0.0,13.0,as_needed,weather_based,rice,47.1,2.09,2,3382.0,5058.0,False,False,False,0.0,2.3,good,medium,False,True,False,3.7,modern,high_burden
1551,IRR-TAN-2024-01551,Tanzania,2024,3.01,semi-commercial,False,751.0,28.1,rare,2,none,none,none,none,0.0,3.01,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,595.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1552,IRR-TAN-2019-01552,Tanzania,2019,2.48,commercial,False,970.0,16.1,occasional,5,none,none,none,none,0.0,2.48,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,640.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1553,IRR-GHA-2025-01553,Ghana,2025,0.77,semi-commercial,False,901.0,23.1,occasional,2,none,none,none,none,0.0,0.77,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,402.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1554,IRR-MAL-2023-01554,Malawi,2023,2.35,commercial,True,768.0,17.6,frequent,7,manual,groundwater,wind,government,0.98,1.37,41.7,43.0,12,excellent,197.0,13.0,False,0.0,True,562.0,461.0,61.0,343.0,1.56,93.4,84.6,48.3,0.0,79.0,weekly,calendar,cotton,58.7,1.79,1,5525.0,5621.0,True,True,False,22.3,0.0,good,low,False,True,True,0.3,traditional,high_burden
1555,IRR-KEN-2020-01555,Kenya,2020,2.1,subsistence,False,685.0,17.9,occasional,4,none,none,none,none,0.0,2.1,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,402.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1556,IRR-BUR-2024-01556,Burkina Faso,2024,0.94,semi-commercial,False,835.0,34.2,occasional,2,none,none,none,none,0.0,0.94,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,681.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1557,IRR-MAL-2025-01557,Mali,2025,1.04,subsistence,False,887.0,33.8,occasional,3,none,none,none,none,0.0,1.04,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,662.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1558,IRR-UGA-2018-01558,Uganda,2018,0.72,semi-commercial,False,754.0,20.8,occasional,4,none,none,none,none,0.0,0.72,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,616.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1559,IRR-ZAM-2023-01559,Zambia,2023,3.09,semi-commercial,False,1061.0,16.2,rare,7,none,none,none,none,0.0,3.09,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,608.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1560,IRR-TAN-2018-01560,Tanzania,2018,0.27,subsistence,False,738.0,26.1,rare,7,none,none,none,none,0.0,0.27,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,469.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1561,IRR-BUR-2018-01561,Burkina Faso,2018,0.67,semi-commercial,False,1061.0,29.5,occasional,3,none,none,none,none,0.0,0.67,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,473.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1562,IRR-NIG-2021-01562,Nigeria,2021,2.44,semi-commercial,True,1331.0,29.6,frequent,7,flood,rainwater_harvesting,gravity,shared,1.74,0.7,71.5,102.0,14,good,697.0,65.0,False,0.0,False,601.0,604.0,46.4,279.0,1.47,85.9,83.3,33.2,0.0,70.0,daily,calendar,maize,56.4,1.5,1,10466.0,6009.0,False,True,False,0.0,0.0,good,low,False,True,False,1.0,traditional,high_burden
1563,IRR-NIG-2025-01563,Nigeria,2025,0.77,commercial,False,1431.0,32.4,occasional,6,none,none,none,none,0.0,0.77,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,539.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1564,IRR-NIG-2018-01564,Nigeria,2018,2.09,subsistence,False,992.0,26.5,frequent,3,none,none,none,none,0.0,2.09,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,516.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1565,IRR-UGA-2023-01565,Uganda,2023,4.58,subsistence,False,1063.0,26.6,frequent,3,none,none,none,none,0.0,4.58,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,507.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1566,IRR-NIG-2022-01566,Nigeria,2022,1.56,semi-commercial,False,496.0,28.0,rare,4,none,none,none,none,0.0,1.56,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,416.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1567,IRR-KEN-2021-01567,Kenya,2021,0.67,semi-commercial,True,966.0,20.2,rare,7,manual,wetland,diesel,cooperative,0.47,0.2,70.0,22.0,13,good,93.0,10.0,False,0.0,False,617.0,554.0,59.6,368.0,1.07,90.3,66.5,35.8,87.0,37.0,weekly,visual,fruits,54.1,1.99,2,2877.0,6169.0,False,False,False,0.0,15.2,good,low,True,False,False,0.5,traditional,high_burden
1568,IRR-NIG-2024-01568,Nigeria,2024,1.19,subsistence,False,1188.0,24.9,occasional,6,none,none,none,none,0.0,1.19,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,681.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1569,IRR-BUR-2019-01569,Burkina Faso,2019,5.8,semi-commercial,False,772.0,32.5,rare,3,none,none,none,none,0.0,5.8,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,507.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1570,IRR-MAL-2021-01570,Mali,2021,0.7,subsistence,False,503.0,21.2,occasional,5,none,none,none,none,0.0,0.7,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,421.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1571,IRR-NIG-2020-01571,Nigeria,2020,0.99,subsistence,False,1054.0,24.4,frequent,4,none,none,none,none,0.0,0.99,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,652.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1572,IRR-BUR-2019-01572,Burkina Faso,2019,2.14,subsistence,False,1071.0,17.0,occasional,4,none,none,none,none,0.0,2.14,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,666.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1573,IRR-NIG-2018-01573,Nigeria,2018,0.44,subsistence,False,1324.0,21.0,rare,5,none,none,none,none,0.0,0.44,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,656.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1574,IRR-TAN-2021-01574,Tanzania,2021,2.91,subsistence,False,808.0,28.4,rare,4,none,none,none,none,0.0,2.91,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,513.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1575,IRR-UGA-2019-01575,Uganda,2019,3.22,semi-commercial,False,1287.0,15.5,occasional,6,none,none,none,none,0.0,3.22,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,502.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1576,IRR-MAL-2022-01576,Malawi,2022,0.5,subsistence,False,1386.0,25.5,frequent,4,none,none,none,none,0.0,0.5,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,433.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1577,IRR-KEN-2018-01577,Kenya,2018,1.51,semi-commercial,True,863.0,23.9,frequent,6,surface,rainwater_harvesting,electric,individual,0.69,0.83,45.4,27.0,5,fair,549.0,30.0,False,0.0,True,672.0,655.0,51.1,343.0,1.36,71.1,88.0,31.9,51.0,21.0,weekly,calendar,vegetables,30.6,1.74,1,4617.0,6724.0,False,False,False,0.0,3.6,poor,low,False,True,False,2.4,traditional,high_burden
1578,IRR-MAL-2023-01578,Malawi,2023,2.02,subsistence,False,995.0,26.8,rare,7,none,none,none,none,0.0,2.02,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,421.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1579,IRR-MAL-2024-01579,Mali,2024,0.67,subsistence,False,1039.0,15.8,occasional,4,none,none,none,none,0.0,0.67,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,575.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1580,IRR-BUR-2023-01580,Burkina Faso,2023,0.98,subsistence,False,1497.0,18.4,frequent,4,none,none,none,none,0.0,0.98,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,613.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1581,IRR-KEN-2023-01581,Kenya,2023,2.64,semi-commercial,False,510.0,18.8,rare,5,none,none,none,none,0.0,2.64,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,466.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1582,IRR-ETH-2020-01582,Ethiopia,2020,1.23,subsistence,False,536.0,17.8,occasional,4,none,none,none,none,0.0,1.23,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,515.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1583,IRR-KEN-2021-01583,Kenya,2021,1.73,subsistence,False,724.0,23.8,occasional,2,none,none,none,none,0.0,1.73,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,691.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1584,IRR-BUR-2020-01584,Burkina Faso,2020,2.68,subsistence,False,700.0,32.0,occasional,3,none,none,none,none,0.0,2.68,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,516.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1585,IRR-UGA-2024-01585,Uganda,2024,0.91,subsistence,False,1234.0,19.8,frequent,5,none,none,none,none,0.0,0.91,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,506.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1586,IRR-UGA-2022-01586,Uganda,2022,5.05,semi-commercial,False,1245.0,17.6,rare,3,none,none,none,none,0.0,5.05,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,496.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1587,IRR-KEN-2025-01587,Kenya,2025,4.13,subsistence,False,1322.0,23.8,occasional,7,none,none,none,none,0.0,4.13,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,454.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1588,IRR-MAL-2019-01588,Malawi,2019,0.29,subsistence,False,1045.0,20.0,occasional,3,none,none,none,none,0.0,0.29,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,619.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1589,IRR-ZAM-2021-01589,Zambia,2021,3.59,subsistence,True,937.0,26.1,occasional,5,surface,groundwater,wind,government,3.22,0.36,89.9,100.0,4,excellent,2579.0,227.0,False,0.0,True,326.0,483.0,51.8,169.0,2.31,94.8,89.4,43.9,0.0,97.0,biweekly,soil_moisture,vegetables,36.4,1.43,1,10502.0,3257.0,True,False,False,79.6,0.0,good,low,True,False,True,3.9,traditional,high_burden
1590,IRR-GHA-2024-01590,Ghana,2024,1.57,subsistence,True,882.0,19.5,frequent,2,sprinkler,river,wind,individual,0.88,0.69,56.2,44.0,14,excellent,1320.0,126.0,False,0.0,False,379.0,686.0,78.5,298.0,1.97,94.0,76.6,56.5,0.0,18.0,weekly,visual,rice,52.6,1.77,2,3340.0,3795.0,False,False,False,0.0,0.0,good,medium,True,True,False,3.2,modern,high_burden
1591,IRR-KEN-2020-01591,Kenya,2020,1.08,subsistence,False,1117.0,23.9,frequent,5,none,none,none,none,0.0,1.08,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,686.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1592,IRR-ZAM-2022-01592,Zambia,2022,1.36,subsistence,False,962.0,28.6,rare,7,none,none,none,none,0.0,1.36,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,458.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1593,IRR-MAL-2018-01593,Mali,2018,0.55,semi-commercial,False,1110.0,15.8,rare,7,none,none,none,none,0.0,0.55,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,619.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1594,IRR-MAL-2020-01594,Mali,2020,1.76,subsistence,False,692.0,18.4,occasional,4,none,none,none,none,0.0,1.76,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,634.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1595,IRR-UGA-2019-01595,Uganda,2019,0.69,commercial,False,1071.0,29.2,rare,4,none,none,none,none,0.0,0.69,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,526.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1596,IRR-ETH-2020-01596,Ethiopia,2020,0.55,semi-commercial,False,482.0,27.7,rare,2,none,none,none,none,0.0,0.55,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,424.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1597,IRR-BUR-2024-01597,Burkina Faso,2024,1.99,semi-commercial,False,541.0,23.7,frequent,4,none,none,none,none,0.0,1.99,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,543.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1598,IRR-BUR-2019-01598,Burkina Faso,2019,2.96,semi-commercial,False,400.0,26.0,occasional,3,none,none,none,none,0.0,2.96,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,667.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1599,IRR-MAL-2023-01599,Mali,2023,0.7,semi-commercial,False,846.0,15.7,rare,7,none,none,none,none,0.0,0.7,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,453.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1600,IRR-GHA-2020-01600,Ghana,2020,1.48,commercial,False,836.0,23.0,occasional,2,none,none,none,none,0.0,1.48,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,501.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1601,IRR-NIG-2018-01601,Nigeria,2018,1.27,subsistence,False,1235.0,31.2,occasional,3,none,none,none,none,0.0,1.27,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,548.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1602,IRR-ZAM-2019-01602,Zambia,2019,1.96,semi-commercial,False,677.0,26.3,rare,5,none,none,none,none,0.0,1.96,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,645.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1603,IRR-KEN-2022-01603,Kenya,2022,0.6,subsistence,False,988.0,21.3,occasional,2,none,none,none,none,0.0,0.6,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,657.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1604,IRR-GHA-2019-01604,Ghana,2019,1.23,semi-commercial,False,489.0,22.3,rare,4,none,none,none,none,0.0,1.23,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,612.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1605,IRR-MAL-2024-01605,Malawi,2024,2.74,subsistence,False,1048.0,31.5,rare,4,none,none,none,none,0.0,2.74,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,603.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1606,IRR-KEN-2021-01606,Kenya,2021,1.58,subsistence,False,1047.0,25.0,occasional,6,none,none,none,none,0.0,1.58,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,668.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1607,IRR-BUR-2022-01607,Burkina Faso,2022,1.17,subsistence,False,579.0,23.5,frequent,6,none,none,none,none,0.0,1.17,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,651.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1608,IRR-MAL-2018-01608,Malawi,2018,0.68,subsistence,False,1126.0,21.0,rare,3,none,none,none,none,0.0,0.68,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,425.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1609,IRR-BUR-2021-01609,Burkina Faso,2021,0.28,subsistence,False,1028.0,21.2,frequent,3,none,none,none,none,0.0,0.28,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,438.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1610,IRR-ZAM-2021-01610,Zambia,2021,1.87,subsistence,False,957.0,17.7,rare,4,none,none,none,none,0.0,1.87,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,472.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1611,IRR-KEN-2019-01611,Kenya,2019,0.61,semi-commercial,False,871.0,15.8,occasional,7,none,none,none,none,0.0,0.61,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,641.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1612,IRR-BUR-2024-01612,Burkina Faso,2024,1.27,subsistence,False,629.0,24.1,rare,7,none,none,none,none,0.0,1.27,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,546.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1613,IRR-KEN-2023-01613,Kenya,2023,1.85,semi-commercial,False,795.0,35.0,occasional,2,none,none,none,none,0.0,1.85,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,670.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1614,IRR-ZAM-2018-01614,Zambia,2018,0.41,subsistence,False,946.0,29.3,occasional,2,none,none,none,none,0.0,0.41,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,694.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1615,IRR-ETH-2023-01615,Ethiopia,2023,0.33,subsistence,True,1108.0,34.9,rare,6,flood,river,solar,shared,0.27,0.06,81.8,13.0,4,fair,110.0,12.0,True,40.0,True,625.0,452.0,41.6,260.0,1.5,86.1,82.9,29.7,0.0,11.0,daily,soil_moisture,vegetables,56.2,2.07,2,1714.0,6253.0,False,False,False,0.0,3.6,poor,low,False,False,False,1.2,traditional,high_burden
1616,IRR-GHA-2024-01616,Ghana,2024,0.92,semi-commercial,False,1000.0,27.3,rare,6,none,none,none,none,0.0,0.92,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,523.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1617,IRR-MAL-2024-01617,Mali,2024,2.63,commercial,False,705.0,27.3,occasional,6,none,none,none,none,0.0,2.63,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,539.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1618,IRR-TAN-2024-01618,Tanzania,2024,1.19,semi-commercial,False,720.0,15.8,occasional,4,none,none,none,none,0.0,1.19,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,495.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1619,IRR-GHA-2020-01619,Ghana,2020,0.39,subsistence,False,529.0,24.5,occasional,4,none,none,none,none,0.0,0.39,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,482.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1620,IRR-MAL-2025-01620,Malawi,2025,3.46,subsistence,False,845.0,19.9,frequent,2,none,none,none,none,0.0,3.46,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,617.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1621,IRR-ZAM-2025-01621,Zambia,2025,2.87,subsistence,False,922.0,17.7,occasional,3,none,none,none,none,0.0,2.87,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,688.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1622,IRR-BUR-2019-01622,Burkina Faso,2019,2.15,commercial,True,788.0,21.3,rare,3,flood,groundwater,diesel,shared,2.07,0.07,96.6,116.0,11,fair,829.0,55.0,True,360.0,False,365.0,514.0,39.5,144.0,1.93,92.7,79.9,29.2,267.0,83.0,weekly,calendar,cotton,40.7,2.46,2,7572.0,3654.0,False,False,False,69.5,21.4,poor,low,False,False,False,1.9,traditional,high_burden
1623,IRR-BUR-2023-01623,Burkina Faso,2023,2.16,subsistence,False,876.0,31.1,occasional,3,none,none,none,none,0.0,2.16,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,654.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1624,IRR-KEN-2018-01624,Kenya,2018,0.89,subsistence,True,1214.0,19.1,frequent,4,flood,groundwater,gravity,government,0.58,0.31,65.1,24.0,5,poor,233.0,29.0,False,0.0,False,794.0,621.0,44.5,353.0,2.29,82.6,89.5,32.9,0.0,23.0,daily,weather_based,fruits,47.3,1.91,1,4621.0,7943.0,True,False,True,63.4,0.0,poor,low,True,False,False,1.1,traditional,high_burden
1625,IRR-KEN-2018-01625,Kenya,2018,1.65,semi-commercial,False,1005.0,33.0,rare,2,none,none,none,none,0.0,1.65,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,605.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1626,IRR-GHA-2025-01626,Ghana,2025,0.83,subsistence,False,428.0,24.4,occasional,3,none,none,none,none,0.0,0.83,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,676.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1627,IRR-MAL-2019-01627,Malawi,2019,0.65,semi-commercial,False,1046.0,31.2,rare,2,none,none,none,none,0.0,0.65,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,438.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1628,IRR-GHA-2022-01628,Ghana,2022,0.65,subsistence,False,1132.0,34.5,rare,5,none,none,none,none,0.0,0.65,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,522.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1629,IRR-MAL-2019-01629,Mali,2019,2.11,subsistence,False,903.0,16.2,rare,6,none,none,none,none,0.0,2.11,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,567.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1630,IRR-GHA-2021-01630,Ghana,2021,0.67,semi-commercial,False,772.0,34.2,frequent,3,none,none,none,none,0.0,0.67,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,465.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1631,IRR-ZAM-2023-01631,Zambia,2023,0.53,semi-commercial,False,529.0,30.9,frequent,7,none,none,none,none,0.0,0.53,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,463.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1632,IRR-NIG-2022-01632,Nigeria,2022,0.63,subsistence,False,1025.0,17.6,frequent,3,none,none,none,none,0.0,0.63,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,441.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1633,IRR-TAN-2020-01633,Tanzania,2020,2.19,subsistence,False,1251.0,21.7,occasional,4,none,none,none,none,0.0,2.19,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,477.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1634,IRR-NIG-2022-01634,Nigeria,2022,1.47,commercial,False,663.0,18.1,occasional,7,none,none,none,none,0.0,1.47,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,599.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1635,IRR-MAL-2020-01635,Malawi,2020,1.56,semi-commercial,False,973.0,33.7,occasional,4,none,none,none,none,0.0,1.56,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,505.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1636,IRR-TAN-2025-01636,Tanzania,2025,0.71,subsistence,False,922.0,32.7,frequent,2,none,none,none,none,0.0,0.71,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,543.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1637,IRR-TAN-2019-01637,Tanzania,2019,0.47,subsistence,False,1208.0,31.5,occasional,7,none,none,none,none,0.0,0.47,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,555.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1638,IRR-UGA-2025-01638,Uganda,2025,1.0,semi-commercial,True,1034.0,19.4,rare,6,drip,river,electric,shared,0.94,0.07,93.2,36.0,10,excellent,2339.0,246.0,False,0.0,False,702.0,435.0,80.5,565.0,1.05,73.5,77.6,45.9,113.0,14.0,biweekly,calendar,maize,31.2,1.5,2,6569.0,7020.0,False,False,False,0.0,22.3,good,high,False,False,False,15.0,modern,high_burden
1639,IRR-ETH-2020-01639,Ethiopia,2020,1.06,subsistence,False,1161.0,24.3,occasional,7,none,none,none,none,0.0,1.06,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,514.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1640,IRR-ZAM-2022-01640,Zambia,2022,2.16,semi-commercial,False,811.0,26.6,frequent,5,none,none,none,none,0.0,2.16,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,620.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1641,IRR-GHA-2018-01641,Ghana,2018,1.9,semi-commercial,False,535.0,29.0,occasional,3,none,none,none,none,0.0,1.9,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,533.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1642,IRR-UGA-2018-01642,Uganda,2018,1.16,semi-commercial,False,655.0,28.7,rare,2,none,none,none,none,0.0,1.16,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,406.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1643,IRR-BUR-2021-01643,Burkina Faso,2021,0.31,subsistence,False,817.0,20.3,occasional,2,none,none,none,none,0.0,0.31,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,528.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1644,IRR-KEN-2021-01644,Kenya,2021,2.28,subsistence,False,964.0,31.0,rare,2,none,none,none,none,0.0,2.28,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,577.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1645,IRR-ETH-2019-01645,Ethiopia,2019,1.24,semi-commercial,False,427.0,19.7,rare,4,none,none,none,none,0.0,1.24,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,558.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1646,IRR-TAN-2023-01646,Tanzania,2023,1.81,subsistence,True,958.0,25.6,frequent,7,sprinkler,river,solar,individual,0.88,0.93,48.7,38.0,7,good,1322.0,143.0,False,0.0,False,799.0,559.0,69.4,555.0,1.37,89.1,88.4,54.7,0.0,18.0,as_needed,calendar,rice,54.8,2.49,2,7043.0,7990.0,False,False,False,0.0,16.0,good,medium,False,True,False,2.7,modern,high_burden
1647,IRR-ETH-2024-01647,Ethiopia,2024,2.09,semi-commercial,False,1137.0,28.1,occasional,7,none,none,none,none,0.0,2.09,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,536.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1648,IRR-ZAM-2024-01648,Zambia,2024,4.56,semi-commercial,False,948.0,20.2,rare,6,none,none,none,none,0.0,4.56,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,588.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1649,IRR-GHA-2019-01649,Ghana,2019,0.62,subsistence,False,1449.0,25.7,occasional,6,none,none,none,none,0.0,0.62,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,613.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1650,IRR-MAL-2021-01650,Mali,2021,0.79,commercial,False,1165.0,33.6,occasional,5,none,none,none,none,0.0,0.79,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,408.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1651,IRR-MAL-2018-01651,Malawi,2018,2.75,semi-commercial,False,1014.0,31.5,occasional,6,none,none,none,none,0.0,2.75,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,500.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1652,IRR-BUR-2021-01652,Burkina Faso,2021,0.97,subsistence,False,500.0,19.5,occasional,4,none,none,none,none,0.0,0.97,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,619.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1653,IRR-ETH-2021-01653,Ethiopia,2021,0.41,subsistence,False,876.0,33.0,frequent,7,none,none,none,none,0.0,0.41,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,528.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1654,IRR-KEN-2021-01654,Kenya,2021,0.81,semi-commercial,False,842.0,30.6,rare,6,none,none,none,none,0.0,0.81,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,474.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1655,IRR-BUR-2024-01655,Burkina Faso,2024,0.93,semi-commercial,False,792.0,31.2,occasional,6,none,none,none,none,0.0,0.93,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,566.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1656,IRR-GHA-2021-01656,Ghana,2021,0.49,subsistence,False,1061.0,15.3,frequent,6,none,none,none,none,0.0,0.49,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,422.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1657,IRR-UGA-2020-01657,Uganda,2020,1.79,subsistence,False,1378.0,25.7,occasional,5,none,none,none,none,0.0,1.79,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,428.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1658,IRR-ZAM-2019-01658,Zambia,2019,1.76,semi-commercial,False,900.0,25.2,rare,3,none,none,none,none,0.0,1.76,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,592.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1659,IRR-KEN-2021-01659,Kenya,2021,2.84,subsistence,True,666.0,24.8,rare,6,flood,rainwater_harvesting,gravity,government,2.34,0.5,82.5,126.0,12,good,935.0,50.0,False,0.0,False,768.0,464.0,46.6,358.0,2.44,84.8,83.8,33.1,0.0,94.0,biweekly,visual,rice,21.7,1.23,1,17965.0,7682.0,False,False,False,0.0,0.0,good,low,False,False,False,3.0,traditional,high_burden
1660,IRR-GHA-2025-01660,Ghana,2025,2.7,subsistence,False,1018.0,24.0,occasional,3,none,none,none,none,0.0,2.7,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,659.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1661,IRR-GHA-2022-01661,Ghana,2022,2.2,subsistence,False,742.0,28.3,rare,6,none,none,none,none,0.0,2.2,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,430.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1662,IRR-TAN-2024-01662,Tanzania,2024,1.26,semi-commercial,False,1054.0,16.1,frequent,2,none,none,none,none,0.0,1.26,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,441.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1663,IRR-MAL-2021-01663,Mali,2021,0.54,semi-commercial,False,929.0,30.2,rare,2,none,none,none,none,0.0,0.54,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,493.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1664,IRR-BUR-2023-01664,Burkina Faso,2023,1.84,subsistence,False,821.0,21.5,frequent,7,none,none,none,none,0.0,1.84,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,694.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1665,IRR-UGA-2024-01665,Uganda,2024,3.98,subsistence,True,845.0,32.4,occasional,2,sprinkler,wetland,diesel,cooperative,2.03,1.95,51.0,102.0,19,poor,3042.0,206.0,True,1646.0,False,535.0,673.0,75.6,405.0,2.23,74.3,72.1,40.5,594.0,41.0,daily,visual,horticulture,47.3,2.4,1,10857.0,5354.0,False,False,False,0.0,24.7,poor,medium,True,False,False,3.2,modern,high_burden
1666,IRR-ETH-2019-01666,Ethiopia,2019,1.72,subsistence,False,459.0,31.0,rare,2,none,none,none,none,0.0,1.72,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,450.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1667,IRR-TAN-2025-01667,Tanzania,2025,1.33,subsistence,False,805.0,33.9,rare,3,none,none,none,none,0.0,1.33,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,589.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1668,IRR-MAL-2021-01668,Malawi,2021,0.95,subsistence,False,1075.0,28.9,occasional,6,none,none,none,none,0.0,0.95,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,543.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1669,IRR-TAN-2021-01669,Tanzania,2021,4.59,subsistence,False,935.0,20.8,rare,6,none,none,none,none,0.0,4.59,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,495.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1670,IRR-ZAM-2025-01670,Zambia,2025,5.42,semi-commercial,False,950.0,21.2,rare,6,none,none,none,none,0.0,5.42,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,692.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1671,IRR-NIG-2020-01671,Nigeria,2020,1.66,subsistence,False,592.0,34.0,rare,6,none,none,none,none,0.0,1.66,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,518.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1672,IRR-MAL-2024-01672,Mali,2024,0.4,semi-commercial,True,808.0,21.1,rare,2,manual,lake,diesel,cooperative,0.22,0.18,55.3,7.0,4,excellent,45.0,5.0,False,0.0,True,730.0,658.0,54.0,394.0,1.43,94.4,82.4,41.9,30.0,18.0,as_needed,calendar,maize,53.7,1.67,2,1629.0,7304.0,False,True,False,0.0,6.7,good,low,False,False,False,0.4,traditional,high_burden
1673,IRR-NIG-2023-01673,Nigeria,2023,0.56,semi-commercial,False,401.0,27.9,frequent,3,none,none,none,none,0.0,0.56,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,462.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1674,IRR-UGA-2023-01674,Uganda,2023,1.96,subsistence,False,936.0,26.3,rare,5,none,none,none,none,0.0,1.96,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,439.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1675,IRR-GHA-2022-01675,Ghana,2022,0.25,subsistence,False,1059.0,17.9,rare,5,none,none,none,none,0.0,0.25,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,504.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1676,IRR-ETH-2023-01676,Ethiopia,2023,4.09,commercial,True,1120.0,33.4,occasional,4,drip,river,gravity,individual,3.13,0.96,76.6,132.0,16,poor,7832.0,957.0,False,0.0,False,554.0,449.0,78.4,435.0,1.38,75.0,81.9,48.2,0.0,47.0,as_needed,calendar,rice,29.3,2.15,1,17357.0,5540.0,False,False,False,0.0,0.0,poor,high,False,False,False,13.1,modern,high_burden
1677,IRR-BUR-2023-01677,Burkina Faso,2023,0.83,subsistence,False,968.0,29.4,rare,5,none,none,none,none,0.0,0.83,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,533.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1678,IRR-ZAM-2022-01678,Zambia,2022,1.71,semi-commercial,False,1011.0,28.5,rare,5,none,none,none,none,0.0,1.71,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,657.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1679,IRR-MAL-2018-01679,Mali,2018,0.9,semi-commercial,False,561.0,15.5,rare,2,none,none,none,none,0.0,0.9,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,664.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1680,IRR-ETH-2021-01680,Ethiopia,2021,2.13,semi-commercial,False,916.0,26.9,occasional,5,none,none,none,none,0.0,2.13,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,487.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1681,IRR-MAL-2019-01681,Malawi,2019,0.88,subsistence,True,806.0,15.1,occasional,6,sprinkler,groundwater,gravity,cooperative,0.5,0.37,57.5,28.0,1,good,757.0,65.0,False,0.0,False,578.0,552.0,68.7,397.0,1.82,93.7,82.5,53.1,0.0,10.0,weekly,weather_based,rice,22.4,1.92,1,2917.0,5780.0,False,True,False,66.5,0.0,good,medium,False,False,True,7.7,modern,high_burden
1682,IRR-KEN-2021-01682,Kenya,2021,1.44,semi-commercial,False,1233.0,24.5,frequent,4,none,none,none,none,0.0,1.44,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,556.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1683,IRR-NIG-2023-01683,Nigeria,2023,0.32,semi-commercial,False,948.0,25.6,occasional,6,none,none,none,none,0.0,0.32,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,640.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1684,IRR-TAN-2018-01684,Tanzania,2018,1.43,subsistence,False,637.0,21.7,rare,6,none,none,none,none,0.0,1.43,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,439.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1685,IRR-BUR-2018-01685,Burkina Faso,2018,0.83,subsistence,False,676.0,17.3,frequent,5,none,none,none,none,0.0,0.83,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,408.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1686,IRR-UGA-2018-01686,Uganda,2018,1.88,semi-commercial,False,553.0,16.0,frequent,5,none,none,none,none,0.0,1.88,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,425.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1687,IRR-ZAM-2025-01687,Zambia,2025,1.29,semi-commercial,False,802.0,34.6,rare,2,none,none,none,none,0.0,1.29,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,479.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1688,IRR-MAL-2025-01688,Mali,2025,0.54,semi-commercial,False,1176.0,18.8,rare,6,none,none,none,none,0.0,0.54,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,696.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1689,IRR-BUR-2020-01689,Burkina Faso,2020,2.61,subsistence,False,493.0,23.8,rare,6,none,none,none,none,0.0,2.61,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,640.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1690,IRR-MAL-2021-01690,Malawi,2021,0.5,subsistence,False,1063.0,26.7,rare,2,none,none,none,none,0.0,0.5,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,678.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1691,IRR-KEN-2023-01691,Kenya,2023,1.55,commercial,True,746.0,23.1,frequent,5,sprinkler,groundwater,diesel,cooperative,0.7,0.85,45.1,32.0,9,fair,1050.0,81.0,False,0.0,False,347.0,481.0,69.7,242.0,1.23,90.5,85.1,53.7,94.0,14.0,as_needed,weather_based,fruits,53.1,1.34,1,2430.0,3473.0,True,True,True,35.7,12.8,poor,medium,True,False,False,2.5,modern,high_burden
1692,IRR-MAL-2018-01692,Malawi,2018,0.9,subsistence,False,654.0,15.6,occasional,2,none,none,none,none,0.0,0.9,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,564.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1693,IRR-BUR-2018-01693,Burkina Faso,2018,0.8,semi-commercial,False,691.0,22.0,occasional,3,none,none,none,none,0.0,0.8,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,441.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1694,IRR-GHA-2023-01694,Ghana,2023,9.52,subsistence,False,976.0,15.3,frequent,6,none,none,none,none,0.0,9.52,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,544.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1695,IRR-KEN-2021-01695,Kenya,2021,3.54,semi-commercial,False,493.0,22.4,frequent,7,none,none,none,none,0.0,3.54,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,531.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1696,IRR-MAL-2022-01696,Mali,2022,2.36,semi-commercial,False,1111.0,24.9,frequent,4,none,none,none,none,0.0,2.36,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,541.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1697,IRR-MAL-2022-01697,Mali,2022,2.29,semi-commercial,False,722.0,16.6,occasional,7,none,none,none,none,0.0,2.29,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,661.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1698,IRR-ETH-2024-01698,Ethiopia,2024,1.78,subsistence,False,964.0,28.5,occasional,2,none,none,none,none,0.0,1.78,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,597.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1699,IRR-TAN-2022-01699,Tanzania,2022,0.83,subsistence,False,1013.0,17.0,frequent,7,none,none,none,none,0.0,0.83,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,550.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1700,IRR-ETH-2019-01700,Ethiopia,2019,0.41,semi-commercial,False,500.0,29.2,occasional,5,none,none,none,none,0.0,0.41,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,512.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1701,IRR-KEN-2025-01701,Kenya,2025,1.2,semi-commercial,False,1057.0,28.3,occasional,5,none,none,none,none,0.0,1.2,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,631.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1702,IRR-ETH-2018-01702,Ethiopia,2018,1.24,subsistence,False,915.0,30.0,occasional,2,none,none,none,none,0.0,1.24,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,523.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1703,IRR-NIG-2024-01703,Nigeria,2024,2.91,semi-commercial,False,860.0,19.3,frequent,7,none,none,none,none,0.0,2.91,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,645.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1704,IRR-ETH-2024-01704,Ethiopia,2024,4.76,subsistence,True,649.0,15.7,occasional,7,surface,rainwater_harvesting,diesel,individual,2.23,2.52,46.9,101.0,11,good,1785.0,214.0,False,0.0,False,663.0,411.0,58.4,387.0,1.13,86.3,62.1,31.3,630.0,67.0,biweekly,soil_moisture,rice,52.9,2.4,1,14790.0,6627.0,False,False,False,0.0,2.3,good,low,False,False,False,1.4,traditional,high_burden
1705,IRR-ETH-2022-01705,Ethiopia,2022,0.93,subsistence,True,981.0,22.9,rare,4,drip,groundwater,diesel,individual,0.28,0.65,30.1,17.0,10,good,697.0,69.0,True,416.0,True,359.0,568.0,84.6,303.0,0.94,90.0,72.4,55.1,73.0,4.0,weekly,soil_moisture,horticulture,42.0,2.09,1,1000.0,3588.0,False,False,False,57.6,16.3,good,high,False,False,True,3.6,modern,high_burden
1706,IRR-KEN-2025-01706,Kenya,2025,2.45,subsistence,False,1193.0,34.3,rare,4,none,none,none,none,0.0,2.45,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,560.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1707,IRR-UGA-2025-01707,Uganda,2025,1.34,semi-commercial,False,1131.0,30.0,rare,6,none,none,none,none,0.0,1.34,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,507.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1708,IRR-MAL-2021-01708,Malawi,2021,2.53,subsistence,False,866.0,27.4,occasional,7,none,none,none,none,0.0,2.53,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,665.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1709,IRR-MAL-2025-01709,Mali,2025,3.11,semi-commercial,False,974.0,22.2,rare,6,none,none,none,none,0.0,3.11,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,638.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1710,IRR-ETH-2018-01710,Ethiopia,2018,2.35,subsistence,False,758.0,16.9,occasional,7,none,none,none,none,0.0,2.35,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,599.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1711,IRR-BUR-2020-01711,Burkina Faso,2020,3.01,commercial,False,711.0,30.7,frequent,5,none,none,none,none,0.0,3.01,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,675.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1712,IRR-MAL-2019-01712,Malawi,2019,0.77,semi-commercial,False,1097.0,15.2,occasional,4,none,none,none,none,0.0,0.77,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,472.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1713,IRR-ZAM-2020-01713,Zambia,2020,2.13,subsistence,False,605.0,23.4,occasional,5,none,none,none,none,0.0,2.13,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,671.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1714,IRR-KEN-2024-01714,Kenya,2024,0.39,semi-commercial,False,1359.0,16.0,occasional,2,none,none,none,none,0.0,0.39,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,521.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1715,IRR-ZAM-2021-01715,Zambia,2021,1.57,subsistence,False,701.0,29.0,frequent,3,none,none,none,none,0.0,1.57,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,502.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1716,IRR-KEN-2022-01716,Kenya,2022,3.26,commercial,True,1192.0,34.9,occasional,6,surface,lake,electric,shared,1.11,2.15,34.1,60.0,5,poor,888.0,60.0,True,471.0,True,346.0,451.0,59.1,205.0,1.52,81.4,74.6,35.9,114.0,33.0,biweekly,visual,vegetables,26.1,2.32,1,3840.0,3459.0,True,False,True,0.0,2.6,poor,low,True,False,False,2.1,traditional,high_burden
1717,IRR-MAL-2024-01717,Mali,2024,1.77,subsistence,False,1496.0,23.6,occasional,2,none,none,none,none,0.0,1.77,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,584.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1718,IRR-ETH-2024-01718,Ethiopia,2024,1.13,semi-commercial,False,1020.0,15.5,occasional,4,none,none,none,none,0.0,1.13,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,518.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1719,IRR-KEN-2022-01719,Kenya,2022,1.13,semi-commercial,False,784.0,23.6,frequent,5,none,none,none,none,0.0,1.13,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,537.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1720,IRR-ZAM-2023-01720,Zambia,2023,3.62,subsistence,False,1225.0,24.3,frequent,6,none,none,none,none,0.0,3.62,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,412.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1721,IRR-ETH-2023-01721,Ethiopia,2023,1.13,semi-commercial,False,684.0,17.0,occasional,7,none,none,none,none,0.0,1.13,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,426.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1722,IRR-GHA-2018-01722,Ghana,2018,2.34,commercial,False,1006.0,28.2,rare,5,none,none,none,none,0.0,2.34,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,644.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1723,IRR-ZAM-2021-01723,Zambia,2021,1.13,commercial,False,898.0,31.3,rare,5,none,none,none,none,0.0,1.13,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,673.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1724,IRR-GHA-2025-01724,Ghana,2025,2.37,semi-commercial,False,1120.0,21.4,rare,2,none,none,none,none,0.0,2.37,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,522.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1725,IRR-MAL-2022-01725,Mali,2022,1.38,semi-commercial,False,1183.0,30.0,occasional,2,none,none,none,none,0.0,1.38,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,440.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1726,IRR-NIG-2025-01726,Nigeria,2025,1.09,subsistence,False,661.0,30.6,rare,5,none,none,none,none,0.0,1.09,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,537.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1727,IRR-GHA-2025-01727,Ghana,2025,3.73,subsistence,False,852.0,20.3,occasional,5,none,none,none,none,0.0,3.73,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,528.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1728,IRR-GHA-2018-01728,Ghana,2018,0.99,semi-commercial,False,652.0,19.6,occasional,6,none,none,none,none,0.0,0.99,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,612.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1729,IRR-GHA-2021-01729,Ghana,2021,1.12,subsistence,False,677.0,21.9,occasional,2,none,none,none,none,0.0,1.12,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,555.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1730,IRR-MAL-2025-01730,Mali,2025,1.24,commercial,False,886.0,34.0,frequent,6,none,none,none,none,0.0,1.24,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,666.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1731,IRR-BUR-2021-01731,Burkina Faso,2021,1.93,subsistence,False,1044.0,34.9,rare,4,none,none,none,none,0.0,1.93,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,517.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1732,IRR-MAL-2021-01732,Malawi,2021,2.7,subsistence,True,767.0,21.3,frequent,6,sprinkler,river,manual,shared,1.59,1.11,58.8,82.0,19,good,2379.0,181.0,False,0.0,False,534.0,633.0,68.8,367.0,1.49,91.0,65.3,40.8,0.0,32.0,daily,calendar,rice,44.1,1.83,1,8467.0,5339.0,False,True,False,0.0,0.0,good,medium,False,True,False,4.0,modern,high_burden
1733,IRR-UGA-2019-01733,Uganda,2019,3.18,subsistence,False,1152.0,25.3,frequent,2,none,none,none,none,0.0,3.18,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,634.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1734,IRR-NIG-2020-01734,Nigeria,2020,1.84,subsistence,False,518.0,33.0,rare,2,none,none,none,none,0.0,1.84,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,559.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1735,IRR-GHA-2022-01735,Ghana,2022,0.98,subsistence,False,830.0,21.9,frequent,2,none,none,none,none,0.0,0.98,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,682.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1736,IRR-ZAM-2025-01736,Zambia,2025,1.37,semi-commercial,False,1286.0,17.7,occasional,3,none,none,none,none,0.0,1.37,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,595.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1737,IRR-UGA-2023-01737,Uganda,2023,1.93,commercial,False,783.0,25.3,frequent,4,none,none,none,none,0.0,1.93,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,501.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1738,IRR-UGA-2018-01738,Uganda,2018,0.78,subsistence,False,1141.0,17.2,rare,6,none,none,none,none,0.0,0.78,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,608.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1739,IRR-MAL-2018-01739,Malawi,2018,1.21,semi-commercial,False,1331.0,29.4,occasional,7,none,none,none,none,0.0,1.21,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,633.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1740,IRR-ETH-2020-01740,Ethiopia,2020,0.52,semi-commercial,False,1004.0,29.9,rare,5,none,none,none,none,0.0,0.52,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,473.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1741,IRR-ETH-2023-01741,Ethiopia,2023,2.39,subsistence,False,675.0,23.9,frequent,6,none,none,none,none,0.0,2.39,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,512.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1742,IRR-TAN-2023-01742,Tanzania,2023,1.66,subsistence,True,1028.0,26.6,frequent,3,sprinkler,river,diesel,shared,1.31,0.34,79.3,53.0,5,fair,1970.0,261.0,False,0.0,False,714.0,655.0,70.4,503.0,1.46,89.8,74.5,47.1,284.0,26.0,daily,calendar,vegetables,40.9,2.27,3,9377.0,7141.0,False,False,True,0.0,23.0,poor,medium,False,False,False,5.8,modern,high_burden
1743,IRR-GHA-2019-01743,Ghana,2019,5.82,semi-commercial,False,915.0,19.2,rare,5,none,none,none,none,0.0,5.82,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,690.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1744,IRR-UGA-2020-01744,Uganda,2020,1.64,semi-commercial,False,967.0,25.4,frequent,5,none,none,none,none,0.0,1.64,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,510.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1745,IRR-UGA-2025-01745,Uganda,2025,1.08,commercial,False,823.0,19.7,frequent,2,none,none,none,none,0.0,1.08,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,407.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1746,IRR-TAN-2023-01746,Tanzania,2023,0.72,subsistence,True,494.0,21.4,occasional,5,sprinkler,river,solar,cooperative,0.4,0.31,56.2,23.0,6,good,604.0,82.0,False,0.0,True,376.0,656.0,73.3,275.0,1.04,94.3,74.7,51.7,0.0,8.0,biweekly,calendar,fruits,43.4,1.43,3,1513.0,3757.0,False,False,False,0.0,23.6,good,medium,True,False,False,3.9,modern,high_burden
1747,IRR-ETH-2025-01747,Ethiopia,2025,1.43,commercial,False,1029.0,16.5,occasional,3,none,none,none,none,0.0,1.43,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,659.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1748,IRR-GHA-2021-01748,Ghana,2021,6.54,semi-commercial,False,677.0,28.8,frequent,2,none,none,none,none,0.0,6.54,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,426.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1749,IRR-UGA-2022-01749,Uganda,2022,1.56,commercial,False,852.0,19.9,occasional,7,none,none,none,none,0.0,1.56,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,580.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1750,IRR-MAL-2019-01750,Malawi,2019,0.78,semi-commercial,False,1130.0,33.8,occasional,5,none,none,none,none,0.0,0.78,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,699.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1751,IRR-KEN-2018-01751,Kenya,2018,0.64,subsistence,False,743.0,20.9,frequent,4,none,none,none,none,0.0,0.64,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,515.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1752,IRR-UGA-2022-01752,Uganda,2022,1.02,subsistence,False,639.0,30.6,frequent,3,none,none,none,none,0.0,1.02,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,624.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1753,IRR-GHA-2020-01753,Ghana,2020,5.92,subsistence,False,1200.0,33.5,occasional,4,none,none,none,none,0.0,5.92,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,598.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1754,IRR-UGA-2024-01754,Uganda,2024,1.01,subsistence,False,1024.0,18.3,rare,7,none,none,none,none,0.0,1.01,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,548.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1755,IRR-TAN-2024-01755,Tanzania,2024,1.04,semi-commercial,False,1141.0,22.3,occasional,3,none,none,none,none,0.0,1.04,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,409.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1756,IRR-ETH-2024-01756,Ethiopia,2024,0.89,subsistence,False,1027.0,27.7,frequent,7,none,none,none,none,0.0,0.89,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,598.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1757,IRR-ZAM-2021-01757,Zambia,2021,1.13,semi-commercial,True,610.0,18.3,occasional,5,sprinkler,lake,electric,individual,0.62,0.51,54.5,35.0,0,excellent,926.0,54.0,False,0.0,False,457.0,454.0,63.9,292.0,1.19,83.2,82.2,43.7,57.0,12.0,as_needed,visual,vegetables,51.8,1.31,2,2824.0,4575.0,False,False,False,0.0,11.7,good,medium,True,False,False,3.2,modern,high_burden
1758,IRR-ZAM-2024-01758,Zambia,2024,1.91,semi-commercial,False,1074.0,21.2,rare,4,none,none,none,none,0.0,1.91,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,633.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1759,IRR-MAL-2023-01759,Malawi,2023,0.43,subsistence,False,817.0,19.6,occasional,2,none,none,none,none,0.0,0.43,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,675.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1760,IRR-MAL-2019-01760,Malawi,2019,0.76,subsistence,False,967.0,18.0,occasional,3,none,none,none,none,0.0,0.76,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,579.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1761,IRR-ZAM-2023-01761,Zambia,2023,0.55,subsistence,False,915.0,29.5,occasional,3,none,none,none,none,0.0,0.55,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,587.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1762,IRR-ZAM-2025-01762,Zambia,2025,1.21,semi-commercial,True,888.0,17.7,frequent,4,manual,lake,diesel,private_company,1.05,0.16,87.0,54.0,8,good,210.0,13.0,True,106.0,False,396.0,499.0,55.9,221.0,1.31,73.7,86.6,35.6,246.0,84.0,daily,soil_moisture,vegetables,23.5,1.72,3,4160.0,3957.0,True,False,False,0.0,20.5,good,low,False,True,False,1.5,traditional,high_burden
1763,IRR-MAL-2020-01763,Mali,2020,0.99,subsistence,False,932.0,20.3,rare,2,none,none,none,none,0.0,0.99,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,507.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1764,IRR-ETH-2025-01764,Ethiopia,2025,3.43,subsistence,False,877.0,17.3,occasional,6,none,none,none,none,0.0,3.43,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,446.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1765,IRR-TAN-2021-01765,Tanzania,2021,1.12,subsistence,True,956.0,23.0,occasional,4,drip,rainwater_harvesting,gravity,government,0.5,0.63,44.3,28.0,7,poor,1241.0,137.0,False,0.0,True,342.0,622.0,77.8,266.0,1.83,87.4,86.9,59.1,0.0,7.0,as_needed,weather_based,fruits,57.1,1.84,1,1696.0,3415.0,True,True,False,0.0,0.0,poor,high,True,False,False,3.9,modern,high_burden
1766,IRR-ZAM-2022-01766,Zambia,2022,1.29,semi-commercial,False,884.0,16.8,occasional,3,none,none,none,none,0.0,1.29,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,415.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1767,IRR-TAN-2018-01767,Tanzania,2018,0.3,semi-commercial,False,1011.0,16.9,frequent,3,none,none,none,none,0.0,0.3,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,499.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1768,IRR-BUR-2022-01768,Burkina Faso,2022,0.42,subsistence,False,672.0,27.9,frequent,4,none,none,none,none,0.0,0.42,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,437.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1769,IRR-MAL-2020-01769,Malawi,2020,0.74,subsistence,False,638.0,28.3,occasional,2,none,none,none,none,0.0,0.74,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,462.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1770,IRR-NIG-2018-01770,Nigeria,2018,1.43,commercial,False,962.0,23.6,occasional,3,none,none,none,none,0.0,1.43,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,576.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1771,IRR-ZAM-2025-01771,Zambia,2025,1.7,subsistence,False,818.0,20.0,occasional,4,none,none,none,none,0.0,1.7,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,446.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1772,IRR-MAL-2024-01772,Mali,2024,5.15,semi-commercial,False,735.0,15.6,rare,6,none,none,none,none,0.0,5.15,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,595.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1773,IRR-KEN-2024-01773,Kenya,2024,4.29,semi-commercial,True,1625.0,22.4,occasional,2,flood,river,solar,individual,1.36,2.92,31.8,80.0,0,poor,546.0,58.0,False,0.0,False,642.0,488.0,39.5,254.0,2.45,79.4,78.1,24.5,0.0,55.0,weekly,weather_based,sugarcane,48.5,1.8,2,8769.0,6424.0,False,True,False,0.0,6.7,poor,low,True,False,False,0.5,traditional,high_burden
1774,IRR-NIG-2024-01774,Nigeria,2024,0.89,subsistence,False,699.0,30.3,frequent,6,none,none,none,none,0.0,0.89,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,429.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1775,IRR-ZAM-2023-01775,Zambia,2023,2.72,subsistence,False,479.0,16.1,rare,6,none,none,none,none,0.0,2.72,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,652.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1776,IRR-TAN-2025-01776,Tanzania,2025,0.54,subsistence,False,650.0,20.6,occasional,4,none,none,none,none,0.0,0.54,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,453.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1777,IRR-GHA-2025-01777,Ghana,2025,1.03,semi-commercial,False,1009.0,18.6,occasional,4,none,none,none,none,0.0,1.03,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,592.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1778,IRR-TAN-2022-01778,Tanzania,2022,0.89,semi-commercial,False,1021.0,23.3,frequent,5,none,none,none,none,0.0,0.89,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,432.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1779,IRR-ZAM-2022-01779,Zambia,2022,1.51,subsistence,False,784.0,33.2,occasional,2,none,none,none,none,0.0,1.51,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,501.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1780,IRR-ETH-2018-01780,Ethiopia,2018,1.46,semi-commercial,False,400.0,21.5,occasional,4,none,none,none,none,0.0,1.46,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,683.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1781,IRR-BUR-2018-01781,Burkina Faso,2018,1.66,semi-commercial,False,1302.0,16.3,occasional,6,none,none,none,none,0.0,1.66,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,509.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1782,IRR-MAL-2021-01782,Malawi,2021,4.57,subsistence,False,431.0,16.8,frequent,6,none,none,none,none,0.0,4.57,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,622.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1783,IRR-GHA-2023-01783,Ghana,2023,1.59,semi-commercial,False,1083.0,25.9,rare,3,none,none,none,none,0.0,1.59,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,665.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1784,IRR-MAL-2020-01784,Malawi,2020,3.64,subsistence,True,1168.0,33.9,rare,2,flood,river,wind,cooperative,2.23,1.42,61.1,91.0,0,fair,891.0,87.0,True,395.0,False,510.0,538.0,45.8,234.0,1.47,90.4,75.4,31.3,0.0,89.0,daily,soil_moisture,vegetables,44.8,2.1,2,11359.0,5101.0,False,False,False,0.0,0.0,poor,low,False,False,False,1.1,traditional,high_burden
1785,IRR-KEN-2025-01785,Kenya,2025,2.47,semi-commercial,False,1168.0,24.1,rare,6,none,none,none,none,0.0,2.47,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,439.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1786,IRR-BUR-2021-01786,Burkina Faso,2021,1.46,subsistence,False,400.0,24.0,rare,5,none,none,none,none,0.0,1.46,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,666.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1787,IRR-NIG-2023-01787,Nigeria,2023,0.5,semi-commercial,False,1170.0,22.5,occasional,5,none,none,none,none,0.0,0.5,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,456.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1788,IRR-ZAM-2021-01788,Zambia,2021,1.25,subsistence,False,456.0,22.5,rare,3,none,none,none,none,0.0,1.25,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,455.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1789,IRR-KEN-2018-01789,Kenya,2018,2.98,semi-commercial,False,854.0,23.5,occasional,5,none,none,none,none,0.0,2.98,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,591.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1790,IRR-NIG-2020-01790,Nigeria,2020,1.39,commercial,False,1316.0,25.5,occasional,3,none,none,none,none,0.0,1.39,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,629.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1791,IRR-BUR-2022-01791,Burkina Faso,2022,1.45,semi-commercial,False,1053.0,25.7,rare,3,none,none,none,none,0.0,1.45,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,583.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1792,IRR-UGA-2018-01792,Uganda,2018,0.34,subsistence,False,749.0,16.7,rare,2,none,none,none,none,0.0,0.34,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,593.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1793,IRR-ETH-2020-01793,Ethiopia,2020,2.97,semi-commercial,False,697.0,24.8,frequent,7,none,none,none,none,0.0,2.97,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,576.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1794,IRR-MAL-2022-01794,Malawi,2022,1.61,semi-commercial,False,1087.0,19.2,occasional,7,none,none,none,none,0.0,1.61,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,680.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1795,IRR-TAN-2022-01795,Tanzania,2022,2.26,subsistence,False,733.0,19.5,occasional,5,none,none,none,none,0.0,2.26,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,580.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1796,IRR-BUR-2023-01796,Burkina Faso,2023,0.82,semi-commercial,False,835.0,24.4,rare,3,none,none,none,none,0.0,0.82,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,488.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1797,IRR-BUR-2020-01797,Burkina Faso,2020,2.36,semi-commercial,False,557.0,30.4,frequent,5,none,none,none,none,0.0,2.36,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,484.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1798,IRR-ZAM-2020-01798,Zambia,2020,0.99,semi-commercial,False,679.0,30.7,occasional,6,none,none,none,none,0.0,0.99,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,438.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1799,IRR-KEN-2023-01799,Kenya,2023,0.91,semi-commercial,False,488.0,21.8,frequent,6,none,none,none,none,0.0,0.91,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,650.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1800,IRR-BUR-2024-01800,Burkina Faso,2024,0.91,semi-commercial,True,576.0,31.6,occasional,7,sprinkler,rainwater_harvesting,electric,private_company,0.46,0.44,51.0,27.0,16,poor,695.0,104.0,True,322.0,False,455.0,480.0,80.2,365.0,1.14,91.6,64.4,47.3,62.0,9.0,biweekly,soil_moisture,maize,33.3,1.23,2,2110.0,4553.0,True,False,False,0.0,5.6,poor,medium,False,False,False,4.6,modern,high_burden
1801,IRR-MAL-2020-01801,Malawi,2020,1.3,semi-commercial,True,988.0,20.4,occasional,4,flood,rainwater_harvesting,gravity,government,0.61,0.69,47.1,26.0,16,fair,245.0,29.0,False,0.0,False,763.0,583.0,42.7,326.0,2.02,84.7,83.3,30.2,0.0,25.0,daily,calendar,maize,43.1,2.3,2,4676.0,7626.0,False,True,False,0.0,0.0,poor,low,True,False,False,0.9,traditional,high_burden
1802,IRR-BUR-2020-01802,Burkina Faso,2020,1.85,semi-commercial,False,1038.0,16.4,rare,4,none,none,none,none,0.0,1.85,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,592.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1803,IRR-ZAM-2019-01803,Zambia,2019,2.43,subsistence,False,969.0,20.6,occasional,4,none,none,none,none,0.0,2.43,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,570.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1804,IRR-NIG-2023-01804,Nigeria,2023,3.26,subsistence,False,1257.0,19.9,occasional,3,none,none,none,none,0.0,3.26,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,481.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1805,IRR-MAL-2024-01805,Malawi,2024,1.14,subsistence,False,1267.0,15.4,frequent,4,none,none,none,none,0.0,1.14,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,600.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1806,IRR-KEN-2018-01806,Kenya,2018,1.85,semi-commercial,False,798.0,32.5,occasional,3,none,none,none,none,0.0,1.85,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,584.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1807,IRR-UGA-2018-01807,Uganda,2018,1.52,semi-commercial,False,825.0,33.6,occasional,2,none,none,none,none,0.0,1.52,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,497.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1808,IRR-GHA-2022-01808,Ghana,2022,0.49,subsistence,False,925.0,31.7,rare,5,none,none,none,none,0.0,0.49,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,454.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1809,IRR-ETH-2024-01809,Ethiopia,2024,2.02,semi-commercial,False,928.0,16.6,frequent,5,none,none,none,none,0.0,2.02,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,542.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1810,IRR-ZAM-2018-01810,Zambia,2018,1.07,subsistence,False,854.0,25.1,occasional,2,none,none,none,none,0.0,1.07,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,616.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1811,IRR-NIG-2025-01811,Nigeria,2025,1.46,subsistence,False,618.0,21.9,rare,4,none,none,none,none,0.0,1.46,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,495.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1812,IRR-ETH-2020-01812,Ethiopia,2020,1.2,semi-commercial,False,624.0,27.7,occasional,4,none,none,none,none,0.0,1.2,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,435.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1813,IRR-BUR-2024-01813,Burkina Faso,2024,1.88,semi-commercial,False,862.0,21.3,frequent,6,none,none,none,none,0.0,1.88,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,680.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1814,IRR-NIG-2023-01814,Nigeria,2023,0.55,commercial,True,556.0,20.2,occasional,3,flood,lake,solar,individual,0.39,0.15,72.0,19.0,17,good,157.0,9.0,False,0.0,False,557.0,547.0,46.5,259.0,2.26,70.3,76.2,24.9,0.0,16.0,biweekly,calendar,sugarcane,21.1,1.85,2,2190.0,5573.0,False,False,False,0.0,9.8,good,low,True,False,False,2.7,traditional,high_burden
1815,IRR-MAL-2018-01815,Malawi,2018,0.79,subsistence,False,400.0,30.4,occasional,2,none,none,none,none,0.0,0.79,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,532.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1816,IRR-MAL-2019-01816,Mali,2019,1.81,commercial,False,599.0,15.9,frequent,4,none,none,none,none,0.0,1.81,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,622.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1817,IRR-KEN-2022-01817,Kenya,2022,1.39,semi-commercial,False,538.0,20.2,frequent,5,none,none,none,none,0.0,1.39,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,509.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1818,IRR-UGA-2022-01818,Uganda,2022,2.68,subsistence,True,876.0,32.1,frequent,4,sprinkler,reservoir,electric,government,1.65,1.02,61.8,53.0,15,fair,2482.0,266.0,False,0.0,False,734.0,629.0,73.4,539.0,2.14,75.4,77.6,43.0,152.0,33.0,as_needed,calendar,sugarcane,29.8,1.57,3,12149.0,7342.0,True,False,False,0.0,5.8,poor,medium,True,True,False,6.2,modern,high_burden
1819,IRR-MAL-2025-01819,Mali,2025,0.84,commercial,False,990.0,24.0,occasional,7,none,none,none,none,0.0,0.84,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,657.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1820,IRR-GHA-2018-01820,Ghana,2018,0.32,semi-commercial,False,1091.0,34.5,rare,5,none,none,none,none,0.0,0.32,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,547.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1821,IRR-UGA-2019-01821,Uganda,2019,2.09,semi-commercial,False,832.0,18.1,occasional,5,none,none,none,none,0.0,2.09,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,494.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1822,IRR-ETH-2019-01822,Ethiopia,2019,1.07,subsistence,False,1312.0,24.8,frequent,5,none,none,none,none,0.0,1.07,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,433.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1823,IRR-ZAM-2018-01823,Zambia,2018,2.55,semi-commercial,False,477.0,32.6,rare,5,none,none,none,none,0.0,2.55,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,531.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1824,IRR-GHA-2021-01824,Ghana,2021,2.35,semi-commercial,False,850.0,18.7,rare,3,none,none,none,none,0.0,2.35,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,402.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1825,IRR-UGA-2018-01825,Uganda,2018,1.18,subsistence,False,466.0,20.2,occasional,3,none,none,none,none,0.0,1.18,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,548.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1826,IRR-TAN-2023-01826,Tanzania,2023,1.59,semi-commercial,False,792.0,21.1,frequent,6,none,none,none,none,0.0,1.59,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,424.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1827,IRR-KEN-2019-01827,Kenya,2019,1.76,subsistence,False,870.0,27.2,rare,6,none,none,none,none,0.0,1.76,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,477.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1828,IRR-BUR-2020-01828,Burkina Faso,2020,1.48,semi-commercial,False,952.0,31.6,rare,7,none,none,none,none,0.0,1.48,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,485.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1829,IRR-UGA-2021-01829,Uganda,2021,1.48,subsistence,False,719.0,30.6,rare,6,none,none,none,none,0.0,1.48,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,511.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1830,IRR-NIG-2020-01830,Nigeria,2020,1.35,semi-commercial,False,833.0,15.7,occasional,7,none,none,none,none,0.0,1.35,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,489.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1831,IRR-NIG-2023-01831,Nigeria,2023,0.9,subsistence,False,794.0,24.0,occasional,3,none,none,none,none,0.0,0.9,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,487.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1832,IRR-ZAM-2019-01832,Zambia,2019,1.86,subsistence,False,1165.0,31.9,rare,7,none,none,none,none,0.0,1.86,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,555.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1833,IRR-MAL-2023-01833,Malawi,2023,1.2,semi-commercial,False,1277.0,18.6,occasional,6,none,none,none,none,0.0,1.2,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,441.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1834,IRR-UGA-2022-01834,Uganda,2022,1.06,subsistence,False,1032.0,23.2,occasional,7,none,none,none,none,0.0,1.06,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,458.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1835,IRR-KEN-2025-01835,Kenya,2025,1.62,subsistence,False,1455.0,25.0,rare,3,none,none,none,none,0.0,1.62,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,634.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1836,IRR-ZAM-2022-01836,Zambia,2022,1.57,subsistence,False,1021.0,15.8,occasional,6,none,none,none,none,0.0,1.57,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,657.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1837,IRR-ETH-2021-01837,Ethiopia,2021,2.63,subsistence,False,1103.0,24.0,frequent,2,none,none,none,none,0.0,2.63,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,491.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1838,IRR-MAL-2018-01838,Malawi,2018,2.52,semi-commercial,False,720.0,28.0,occasional,5,none,none,none,none,0.0,2.52,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,647.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1839,IRR-ETH-2024-01839,Ethiopia,2024,0.81,semi-commercial,False,866.0,16.7,frequent,5,none,none,none,none,0.0,0.81,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,405.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1840,IRR-UGA-2022-01840,Uganda,2022,1.13,subsistence,True,681.0,28.3,occasional,6,flood,river,diesel,individual,0.65,0.48,57.9,39.0,8,fair,262.0,22.0,True,119.0,False,613.0,514.0,38.3,234.0,2.45,88.1,89.2,30.1,192.0,26.0,as_needed,visual,vegetables,54.6,2.26,3,4007.0,6127.0,False,False,True,0.0,23.9,poor,low,False,False,False,0.8,traditional,high_burden
1841,IRR-ETH-2021-01841,Ethiopia,2021,2.68,subsistence,False,1249.0,20.4,frequent,5,none,none,none,none,0.0,2.68,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,439.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1842,IRR-BUR-2021-01842,Burkina Faso,2021,2.38,semi-commercial,False,1082.0,20.6,rare,2,none,none,none,none,0.0,2.38,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,622.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1843,IRR-ETH-2020-01843,Ethiopia,2020,1.76,commercial,True,892.0,21.6,frequent,5,flood,river,solar,individual,1.02,0.74,57.9,47.0,13,good,408.0,39.0,False,0.0,True,505.0,552.0,46.0,233.0,1.48,78.0,79.2,28.4,0.0,41.0,weekly,calendar,sugarcane,24.2,1.77,1,5151.0,5053.0,False,True,False,0.0,24.1,good,low,True,True,False,1.9,traditional,high_burden
1844,IRR-TAN-2018-01844,Tanzania,2018,1.04,semi-commercial,False,955.0,18.1,rare,6,none,none,none,none,0.0,1.04,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,543.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1845,IRR-ZAM-2025-01845,Zambia,2025,2.53,commercial,False,847.0,29.2,occasional,4,none,none,none,none,0.0,2.53,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,573.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1846,IRR-ZAM-2022-01846,Zambia,2022,1.53,subsistence,False,536.0,29.1,frequent,7,none,none,none,none,0.0,1.53,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,686.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1847,IRR-KEN-2021-01847,Kenya,2021,2.64,semi-commercial,False,1076.0,28.3,rare,2,none,none,none,none,0.0,2.64,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,414.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1848,IRR-ZAM-2023-01848,Zambia,2023,1.49,semi-commercial,False,1199.0,29.1,occasional,5,none,none,none,none,0.0,1.49,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,434.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1849,IRR-BUR-2024-01849,Burkina Faso,2024,0.55,semi-commercial,False,840.0,21.7,occasional,6,none,none,none,none,0.0,0.55,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,453.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1850,IRR-NIG-2025-01850,Nigeria,2025,2.04,semi-commercial,False,903.0,26.2,occasional,7,none,none,none,none,0.0,2.04,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,546.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1851,IRR-ZAM-2022-01851,Zambia,2022,1.27,semi-commercial,False,834.0,29.8,rare,5,none,none,none,none,0.0,1.27,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,686.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1852,IRR-TAN-2021-01852,Tanzania,2021,1.12,subsistence,False,666.0,25.2,occasional,2,none,none,none,none,0.0,1.12,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,485.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1853,IRR-TAN-2019-01853,Tanzania,2019,1.06,subsistence,False,570.0,20.4,occasional,6,none,none,none,none,0.0,1.06,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,627.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1854,IRR-TAN-2021-01854,Tanzania,2021,0.88,semi-commercial,False,1003.0,28.0,rare,3,none,none,none,none,0.0,0.88,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,456.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1855,IRR-BUR-2022-01855,Burkina Faso,2022,2.47,subsistence,False,432.0,26.4,frequent,5,none,none,none,none,0.0,2.47,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,610.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1856,IRR-UGA-2019-01856,Uganda,2019,3.92,semi-commercial,False,925.0,30.1,occasional,6,none,none,none,none,0.0,3.92,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,665.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1857,IRR-ETH-2023-01857,Ethiopia,2023,1.12,subsistence,False,1325.0,18.8,frequent,7,none,none,none,none,0.0,1.12,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,602.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1858,IRR-TAN-2021-01858,Tanzania,2021,0.99,commercial,True,703.0,29.6,occasional,6,sprinkler,groundwater,diesel,shared,0.51,0.48,51.6,24.0,11,fair,763.0,87.0,False,0.0,False,694.0,609.0,81.2,564.0,1.43,81.5,90.0,59.6,88.0,10.0,as_needed,visual,vegetables,48.7,1.92,1,3531.0,6944.0,False,False,False,63.9,17.8,poor,medium,False,False,False,3.2,modern,high_burden
1859,IRR-GHA-2024-01859,Ghana,2024,1.7,subsistence,False,972.0,18.4,rare,3,none,none,none,none,0.0,1.7,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,481.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1860,IRR-GHA-2023-01860,Ghana,2023,1.14,subsistence,False,884.0,26.8,frequent,5,none,none,none,none,0.0,1.14,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,594.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1861,IRR-KEN-2020-01861,Kenya,2020,1.12,semi-commercial,False,1191.0,22.7,rare,2,none,none,none,none,0.0,1.12,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,490.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1862,IRR-NIG-2025-01862,Nigeria,2025,0.35,commercial,False,1021.0,25.5,rare,5,none,none,none,none,0.0,0.35,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,572.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1863,IRR-MAL-2022-01863,Malawi,2022,2.56,semi-commercial,False,657.0,17.4,frequent,2,none,none,none,none,0.0,2.56,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,492.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1864,IRR-NIG-2021-01864,Nigeria,2021,0.95,semi-commercial,False,986.0,31.5,occasional,5,none,none,none,none,0.0,0.95,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,600.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1865,IRR-MAL-2024-01865,Mali,2024,1.63,subsistence,False,980.0,19.4,occasional,2,none,none,none,none,0.0,1.63,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,687.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1866,IRR-TAN-2025-01866,Tanzania,2025,0.49,subsistence,False,1576.0,34.9,occasional,6,none,none,none,none,0.0,0.49,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,487.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1867,IRR-ZAM-2018-01867,Zambia,2018,2.98,subsistence,False,530.0,23.0,occasional,3,none,none,none,none,0.0,2.98,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,446.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1868,IRR-ETH-2021-01868,Ethiopia,2021,1.56,semi-commercial,False,1100.0,17.7,occasional,6,none,none,none,none,0.0,1.56,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,689.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1869,IRR-NIG-2018-01869,Nigeria,2018,2.22,subsistence,False,1032.0,31.2,occasional,6,none,none,none,none,0.0,2.22,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,672.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1870,IRR-ZAM-2019-01870,Zambia,2019,1.82,subsistence,False,847.0,17.1,occasional,2,none,none,none,none,0.0,1.82,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,407.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1871,IRR-BUR-2021-01871,Burkina Faso,2021,0.72,subsistence,False,577.0,33.5,occasional,4,none,none,none,none,0.0,0.72,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,694.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1872,IRR-NIG-2023-01872,Nigeria,2023,5.75,semi-commercial,False,709.0,30.3,frequent,2,none,none,none,none,0.0,5.75,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,666.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1873,IRR-ZAM-2021-01873,Zambia,2021,2.03,semi-commercial,False,712.0,32.7,rare,4,none,none,none,none,0.0,2.03,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,491.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1874,IRR-NIG-2021-01874,Nigeria,2021,0.95,semi-commercial,False,905.0,17.3,rare,6,none,none,none,none,0.0,0.95,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,432.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1875,IRR-BUR-2021-01875,Burkina Faso,2021,2.81,subsistence,False,900.0,29.8,rare,6,none,none,none,none,0.0,2.81,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,465.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1876,IRR-BUR-2021-01876,Burkina Faso,2021,0.8,commercial,True,592.0,26.4,rare,7,drip,river,diesel,shared,0.41,0.38,51.7,22.0,1,fair,1029.0,58.0,False,0.0,False,616.0,518.0,95.0,585.0,1.79,76.7,94.1,68.6,106.0,6.0,biweekly,visual,sugarcane,53.9,2.39,1,2535.0,6161.0,True,False,False,0.0,21.6,poor,high,False,False,False,4.8,modern,high_burden
1877,IRR-ZAM-2021-01877,Zambia,2021,0.81,subsistence,False,1288.0,30.7,occasional,3,none,none,none,none,0.0,0.81,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,519.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1878,IRR-ETH-2022-01878,Ethiopia,2022,0.3,semi-commercial,False,642.0,27.6,frequent,7,none,none,none,none,0.0,0.3,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,511.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1879,IRR-TAN-2020-01879,Tanzania,2020,1.34,semi-commercial,False,1233.0,26.0,rare,5,none,none,none,none,0.0,1.34,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,572.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1880,IRR-GHA-2024-01880,Ghana,2024,2.4,commercial,True,1193.0,22.0,rare,4,surface,groundwater,diesel,cooperative,1.37,1.03,57.0,74.0,15,poor,1096.0,104.0,False,0.0,False,311.0,574.0,55.4,172.0,1.73,74.4,78.4,32.3,374.0,41.0,weekly,calendar,rice,45.4,2.29,1,4254.0,3106.0,False,False,False,15.0,15.8,poor,low,True,False,False,2.0,traditional,high_burden
1881,IRR-MAL-2024-01881,Mali,2024,1.87,subsistence,False,1227.0,31.3,rare,3,none,none,none,none,0.0,1.87,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,457.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1882,IRR-TAN-2022-01882,Tanzania,2022,0.42,subsistence,False,544.0,16.0,occasional,6,none,none,none,none,0.0,0.42,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,691.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1883,IRR-ZAM-2023-01883,Zambia,2023,1.64,subsistence,False,1002.0,17.4,rare,6,none,none,none,none,0.0,1.64,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,555.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1884,IRR-BUR-2020-01884,Burkina Faso,2020,1.34,subsistence,False,783.0,26.9,occasional,7,none,none,none,none,0.0,1.34,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,582.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1885,IRR-ETH-2023-01885,Ethiopia,2023,1.31,semi-commercial,True,400.0,25.4,occasional,3,surface,rainwater_harvesting,diesel,cooperative,0.58,0.74,43.8,21.0,17,excellent,460.0,55.0,False,0.0,False,322.0,517.0,52.7,170.0,1.59,80.8,72.0,30.6,116.0,17.0,daily,visual,rice,30.7,1.21,2,1853.0,3219.0,False,False,False,0.0,9.0,good,low,False,False,False,2.3,traditional,high_burden
1886,IRR-KEN-2022-01886,Kenya,2022,1.52,commercial,True,1055.0,32.6,occasional,6,surface,groundwater,solar,individual,0.73,0.78,48.4,26.0,11,excellent,587.0,51.0,False,0.0,False,674.0,474.0,51.3,345.0,1.3,79.1,76.4,31.0,0.0,22.0,biweekly,weather_based,sugarcane,56.8,1.65,1,4943.0,6736.0,False,True,True,77.2,16.6,good,low,True,False,True,1.4,traditional,high_burden
1887,IRR-NIG-2018-01887,Nigeria,2018,0.57,commercial,False,840.0,19.2,rare,2,none,none,none,none,0.0,0.57,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,581.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1888,IRR-UGA-2024-01888,Uganda,2024,1.73,subsistence,False,439.0,22.5,frequent,7,none,none,none,none,0.0,1.73,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,421.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1889,IRR-ZAM-2019-01889,Zambia,2019,0.5,commercial,False,995.0,22.4,occasional,6,none,none,none,none,0.0,0.5,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,450.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1890,IRR-ZAM-2021-01890,Zambia,2021,0.54,commercial,False,976.0,19.2,occasional,5,none,none,none,none,0.0,0.54,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,612.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1891,IRR-BUR-2021-01891,Burkina Faso,2021,0.51,subsistence,False,1012.0,16.5,rare,6,none,none,none,none,0.0,0.51,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,537.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1892,IRR-TAN-2018-01892,Tanzania,2018,3.66,semi-commercial,False,416.0,17.4,occasional,5,none,none,none,none,0.0,3.66,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,632.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1893,IRR-KEN-2025-01893,Kenya,2025,6.86,semi-commercial,True,744.0,21.7,rare,3,sprinkler,rainwater_harvesting,electric,government,4.14,2.73,60.3,162.0,5,fair,6204.0,361.0,False,0.0,False,696.0,532.0,64.2,447.0,1.73,92.8,75.5,45.0,521.0,83.0,as_needed,calendar,maize,21.4,2.4,2,28783.0,6959.0,True,False,False,0.0,3.7,poor,medium,False,False,False,8.4,modern,high_burden
1894,IRR-ETH-2024-01894,Ethiopia,2024,1.08,semi-commercial,False,1163.0,23.7,occasional,4,none,none,none,none,0.0,1.08,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,450.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1895,IRR-MAL-2021-01895,Mali,2021,1.09,subsistence,False,1396.0,17.8,occasional,3,none,none,none,none,0.0,1.09,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,521.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1896,IRR-TAN-2019-01896,Tanzania,2019,0.85,semi-commercial,False,928.0,24.3,occasional,4,none,none,none,none,0.0,0.85,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,654.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1897,IRR-KEN-2021-01897,Kenya,2021,2.18,subsistence,False,859.0,32.1,occasional,6,none,none,none,none,0.0,2.18,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,674.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1898,IRR-NIG-2023-01898,Nigeria,2023,1.4,semi-commercial,False,686.0,20.8,frequent,6,none,none,none,none,0.0,1.4,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,538.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1899,IRR-GHA-2021-01899,Ghana,2021,1.25,semi-commercial,False,1119.0,33.6,occasional,3,none,none,none,none,0.0,1.25,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,641.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1900,IRR-TAN-2021-01900,Tanzania,2021,1.99,subsistence,False,665.0,23.7,occasional,3,none,none,none,none,0.0,1.99,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,451.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1901,IRR-KEN-2025-01901,Kenya,2025,0.65,subsistence,False,1175.0,18.4,occasional,4,none,none,none,none,0.0,0.65,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,679.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1902,IRR-BUR-2020-01902,Burkina Faso,2020,0.62,subsistence,False,770.0,21.8,frequent,6,none,none,none,none,0.0,0.62,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,453.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1903,IRR-NIG-2025-01903,Nigeria,2025,1.45,subsistence,True,628.0,21.2,rare,2,flood,river,electric,individual,0.71,0.74,49.1,32.0,2,fair,285.0,26.0,False,0.0,False,561.0,665.0,41.8,235.0,2.28,86.3,86.1,31.1,57.0,28.0,as_needed,calendar,rice,55.6,1.89,1,3999.0,5614.0,False,False,True,0.0,12.8,poor,low,False,False,False,0.7,traditional,high_burden
1904,IRR-MAL-2022-01904,Mali,2022,1.17,subsistence,False,857.0,19.1,occasional,6,none,none,none,none,0.0,1.17,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,635.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1905,IRR-GHA-2025-01905,Ghana,2025,1.88,semi-commercial,False,992.0,18.6,rare,6,none,none,none,none,0.0,1.88,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,414.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1906,IRR-MAL-2020-01906,Mali,2020,0.61,subsistence,False,778.0,17.5,occasional,4,none,none,none,none,0.0,0.61,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,401.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1907,IRR-MAL-2025-01907,Malawi,2025,4.06,semi-commercial,False,967.0,28.4,rare,7,none,none,none,none,0.0,4.06,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,671.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1908,IRR-NIG-2018-01908,Nigeria,2018,0.21,semi-commercial,False,400.0,23.0,rare,2,none,none,none,none,0.0,0.21,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,697.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1909,IRR-MAL-2024-01909,Mali,2024,3.96,subsistence,False,718.0,22.9,occasional,6,none,none,none,none,0.0,3.96,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,571.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1910,IRR-KEN-2021-01910,Kenya,2021,0.79,commercial,False,721.0,25.4,rare,2,none,none,none,none,0.0,0.79,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,461.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1911,IRR-GHA-2020-01911,Ghana,2020,1.56,subsistence,True,1182.0,18.1,frequent,3,flood,reservoir,diesel,private_company,0.79,0.76,50.9,26.0,8,fair,316.0,41.0,False,0.0,False,742.0,428.0,44.4,330.0,1.73,79.9,86.0,30.5,212.0,32.0,weekly,visual,fruits,39.5,1.55,1,5871.0,7421.0,True,False,True,0.0,21.8,poor,low,False,False,False,1.0,traditional,high_burden
1912,IRR-NIG-2018-01912,Nigeria,2018,1.83,subsistence,False,1201.0,30.2,occasional,4,none,none,none,none,0.0,1.83,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,607.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1913,IRR-UGA-2023-01913,Uganda,2023,0.74,subsistence,True,865.0,16.5,occasional,4,flood,groundwater,diesel,shared,0.5,0.25,67.0,29.0,4,good,200.0,17.0,False,0.0,True,694.0,489.0,38.7,269.0,1.61,92.6,64.9,23.3,100.0,20.0,as_needed,visual,maize,51.1,1.23,1,3461.0,6936.0,False,False,False,71.7,21.2,good,low,False,False,True,1.0,traditional,high_burden
1914,IRR-BUR-2021-01914,Burkina Faso,2021,1.53,semi-commercial,False,677.0,17.5,frequent,6,none,none,none,none,0.0,1.53,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,410.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1915,IRR-KEN-2025-01915,Kenya,2025,6.62,subsistence,True,986.0,32.5,frequent,2,flood,rainwater_harvesting,electric,individual,4.1,2.52,61.9,132.0,4,fair,1639.0,150.0,True,848.0,True,476.0,484.0,48.9,233.0,0.83,76.3,74.5,27.8,286.0,164.0,as_needed,calendar,vegetables,20.3,2.37,2,19487.0,4755.0,False,True,False,0.0,12.5,poor,low,True,True,False,2.4,traditional,high_burden
1916,IRR-ETH-2018-01916,Ethiopia,2018,1.9,subsistence,False,885.0,29.5,occasional,5,none,none,none,none,0.0,1.9,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,547.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1917,IRR-ZAM-2025-01917,Zambia,2025,0.95,semi-commercial,False,1143.0,17.1,occasional,3,none,none,none,none,0.0,0.95,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,409.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1918,IRR-NIG-2022-01918,Nigeria,2022,0.73,semi-commercial,False,542.0,30.3,occasional,2,none,none,none,none,0.0,0.73,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,593.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1919,IRR-GHA-2022-01919,Ghana,2022,0.92,semi-commercial,False,1098.0,16.0,frequent,6,none,none,none,none,0.0,0.92,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,602.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1920,IRR-GHA-2021-01920,Ghana,2021,1.24,commercial,False,698.0,21.3,occasional,5,none,none,none,none,0.0,1.24,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,414.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1921,IRR-MAL-2020-01921,Mali,2020,0.64,semi-commercial,False,1031.0,32.7,frequent,6,none,none,none,none,0.0,0.64,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,694.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1922,IRR-KEN-2019-01922,Kenya,2019,2.21,subsistence,False,1372.0,29.8,rare,2,none,none,none,none,0.0,2.21,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,700.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1923,IRR-NIG-2019-01923,Nigeria,2019,0.69,semi-commercial,False,1008.0,24.1,rare,4,none,none,none,none,0.0,0.69,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,430.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1924,IRR-TAN-2024-01924,Tanzania,2024,0.63,semi-commercial,False,801.0,15.1,rare,6,none,none,none,none,0.0,0.63,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,409.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1925,IRR-TAN-2019-01925,Tanzania,2019,1.67,semi-commercial,True,1141.0,32.4,frequent,3,sprinkler,reservoir,electric,individual,0.61,1.06,36.6,29.0,7,excellent,914.0,110.0,False,0.0,True,768.0,639.0,69.2,531.0,1.79,72.9,78.4,39.5,89.0,12.0,as_needed,visual,vegetables,36.0,2.16,2,4680.0,7681.0,False,False,False,0.0,18.7,good,medium,False,True,True,3.0,modern,high_burden
1926,IRR-MAL-2020-01926,Malawi,2020,1.79,semi-commercial,False,1410.0,29.5,rare,4,none,none,none,none,0.0,1.79,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,573.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1927,IRR-MAL-2024-01927,Mali,2024,1.03,semi-commercial,False,1059.0,24.3,frequent,7,none,none,none,none,0.0,1.03,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,423.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1928,IRR-MAL-2021-01928,Malawi,2021,2.07,subsistence,False,1128.0,16.0,occasional,7,none,none,none,none,0.0,2.07,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,680.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1929,IRR-TAN-2022-01929,Tanzania,2022,0.99,semi-commercial,False,699.0,23.9,rare,3,none,none,none,none,0.0,0.99,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,571.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1930,IRR-GHA-2019-01930,Ghana,2019,0.73,semi-commercial,False,702.0,15.6,occasional,5,none,none,none,none,0.0,0.73,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,586.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1931,IRR-UGA-2023-01931,Uganda,2023,0.88,semi-commercial,False,905.0,20.0,occasional,3,none,none,none,none,0.0,0.88,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,610.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1932,IRR-GHA-2018-01932,Ghana,2018,0.41,semi-commercial,False,1218.0,26.3,rare,6,none,none,none,none,0.0,0.41,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,632.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1933,IRR-GHA-2023-01933,Ghana,2023,0.52,commercial,False,751.0,27.4,rare,3,none,none,none,none,0.0,0.52,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,535.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1934,IRR-ETH-2023-01934,Ethiopia,2023,1.94,subsistence,True,585.0,18.3,frequent,3,surface,groundwater,diesel,cooperative,1.17,0.77,60.3,59.0,12,good,935.0,101.0,False,0.0,True,484.0,589.0,55.1,267.0,2.37,76.6,87.6,37.0,153.0,35.0,weekly,soil_moisture,fruits,46.6,1.23,3,5650.0,4836.0,False,False,False,41.9,20.0,good,low,False,True,True,2.1,traditional,high_burden
1935,IRR-BUR-2020-01935,Burkina Faso,2020,0.7,subsistence,False,1092.0,31.2,occasional,7,none,none,none,none,0.0,0.7,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,543.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1936,IRR-KEN-2019-01936,Kenya,2019,7.45,subsistence,False,1077.0,23.1,occasional,3,none,none,none,none,0.0,7.45,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,475.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1937,IRR-MAL-2024-01937,Mali,2024,0.75,subsistence,False,730.0,33.7,occasional,5,none,none,none,none,0.0,0.75,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,659.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1938,IRR-GHA-2022-01938,Ghana,2022,0.9,subsistence,False,845.0,29.7,frequent,4,none,none,none,none,0.0,0.9,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,632.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1939,IRR-ZAM-2022-01939,Zambia,2022,2.7,subsistence,False,1511.0,29.5,frequent,3,none,none,none,none,0.0,2.7,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,619.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1940,IRR-ZAM-2021-01940,Zambia,2021,0.4,subsistence,False,710.0,20.0,rare,4,none,none,none,none,0.0,0.4,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,631.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1941,IRR-UGA-2024-01941,Uganda,2024,0.81,subsistence,False,1379.0,23.5,occasional,5,none,none,none,none,0.0,0.81,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,663.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1942,IRR-TAN-2020-01942,Tanzania,2020,2.66,semi-commercial,False,562.0,22.2,occasional,4,none,none,none,none,0.0,2.66,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,609.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1943,IRR-MAL-2020-01943,Mali,2020,2.69,semi-commercial,False,1082.0,15.5,occasional,3,none,none,none,none,0.0,2.69,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,492.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1944,IRR-TAN-2018-01944,Tanzania,2018,1.87,subsistence,False,400.0,29.4,occasional,3,none,none,none,none,0.0,1.87,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,660.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1945,IRR-UGA-2022-01945,Uganda,2022,1.53,semi-commercial,True,741.0,23.5,occasional,4,manual,groundwater,diesel,shared,1.1,0.42,72.4,46.0,6,poor,221.0,25.0,False,0.0,True,364.0,435.0,54.5,198.0,1.44,89.2,76.9,37.3,159.0,88.0,as_needed,calendar,vegetables,52.4,2.03,1,4022.0,3640.0,True,False,False,47.5,12.2,poor,low,False,False,False,0.6,traditional,high_burden
1946,IRR-ZAM-2024-01946,Zambia,2024,2.01,semi-commercial,False,790.0,24.7,occasional,6,none,none,none,none,0.0,2.01,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,433.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1947,IRR-ZAM-2023-01947,Zambia,2023,1.57,subsistence,False,948.0,19.2,occasional,7,none,none,none,none,0.0,1.57,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,675.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1948,IRR-GHA-2020-01948,Ghana,2020,2.21,semi-commercial,False,662.0,23.7,frequent,5,none,none,none,none,0.0,2.21,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,481.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1949,IRR-NIG-2018-01949,Nigeria,2018,4.42,subsistence,False,1089.0,16.1,frequent,7,none,none,none,none,0.0,4.42,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,611.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1950,IRR-TAN-2022-01950,Tanzania,2022,2.82,semi-commercial,True,862.0,28.4,frequent,3,surface,groundwater,diesel,individual,2.66,0.16,94.3,112.0,17,poor,2127.0,238.0,False,0.0,True,767.0,471.0,53.0,406.0,1.58,85.9,66.2,30.1,660.0,80.0,biweekly,calendar,sugarcane,42.1,1.32,3,20399.0,7672.0,False,True,False,15.2,5.8,poor,low,False,True,False,3.6,traditional,high_burden
1951,IRR-ETH-2019-01951,Ethiopia,2019,1.39,semi-commercial,False,986.0,16.7,occasional,5,none,none,none,none,0.0,1.39,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,569.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1952,IRR-MAL-2018-01952,Malawi,2018,1.23,subsistence,False,1185.0,18.7,frequent,3,none,none,none,none,0.0,1.23,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,676.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1953,IRR-MAL-2020-01953,Malawi,2020,2.44,subsistence,False,753.0,21.4,occasional,2,none,none,none,none,0.0,2.44,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,616.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1954,IRR-KEN-2018-01954,Kenya,2018,0.39,semi-commercial,False,1014.0,19.7,occasional,5,none,none,none,none,0.0,0.39,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,484.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1955,IRR-KEN-2025-01955,Kenya,2025,1.5,semi-commercial,False,1011.0,22.4,occasional,5,none,none,none,none,0.0,1.5,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,670.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1956,IRR-NIG-2021-01956,Nigeria,2021,0.72,commercial,False,757.0,30.0,frequent,2,none,none,none,none,0.0,0.72,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,639.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1957,IRR-MAL-2021-01957,Malawi,2021,0.97,subsistence,False,1416.0,33.1,rare,4,none,none,none,none,0.0,0.97,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,472.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1958,IRR-ZAM-2019-01958,Zambia,2019,3.53,semi-commercial,False,870.0,29.6,occasional,2,none,none,none,none,0.0,3.53,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,613.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1959,IRR-BUR-2019-01959,Burkina Faso,2019,2.27,subsistence,False,931.0,22.3,frequent,2,none,none,none,none,0.0,2.27,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,447.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1960,IRR-TAN-2020-01960,Tanzania,2020,1.58,semi-commercial,False,1127.0,23.3,occasional,4,none,none,none,none,0.0,1.58,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,558.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1961,IRR-NIG-2021-01961,Nigeria,2021,1.08,subsistence,False,986.0,17.8,occasional,5,none,none,none,none,0.0,1.08,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,507.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1962,IRR-UGA-2020-01962,Uganda,2020,2.06,semi-commercial,True,810.0,24.5,occasional,4,manual,river,gravity,cooperative,1.84,0.22,89.4,72.0,8,fair,368.0,44.0,True,209.0,True,522.0,656.0,63.5,331.0,1.46,80.6,66.9,34.2,0.0,147.0,weekly,visual,vegetables,58.0,1.41,2,9604.0,5221.0,False,False,True,0.0,0.0,poor,low,False,False,False,0.6,traditional,high_burden
1963,IRR-BUR-2020-01963,Burkina Faso,2020,1.17,subsistence,False,587.0,32.5,occasional,4,none,none,none,none,0.0,1.17,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,523.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1964,IRR-UGA-2021-01964,Uganda,2021,1.74,subsistence,False,968.0,20.9,frequent,7,none,none,none,none,0.0,1.74,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,451.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1965,IRR-BUR-2024-01965,Burkina Faso,2024,0.93,semi-commercial,False,1044.0,21.9,frequent,4,none,none,none,none,0.0,0.93,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,675.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1966,IRR-ZAM-2021-01966,Zambia,2021,0.54,semi-commercial,False,655.0,25.8,occasional,3,none,none,none,none,0.0,0.54,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,462.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1967,IRR-ZAM-2024-01967,Zambia,2024,1.22,semi-commercial,False,882.0,26.9,rare,4,none,none,none,none,0.0,1.22,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,683.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1968,IRR-ETH-2021-01968,Ethiopia,2021,2.11,subsistence,False,1319.0,18.8,occasional,7,none,none,none,none,0.0,2.11,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,523.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1969,IRR-ETH-2019-01969,Ethiopia,2019,1.52,semi-commercial,False,644.0,17.2,rare,5,none,none,none,none,0.0,1.52,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,585.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1970,IRR-GHA-2024-01970,Ghana,2024,1.67,semi-commercial,False,1259.0,24.0,occasional,4,none,none,none,none,0.0,1.67,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,422.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1971,IRR-MAL-2018-01971,Mali,2018,1.92,semi-commercial,False,651.0,30.0,rare,3,none,none,none,none,0.0,1.92,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,445.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1972,IRR-MAL-2018-01972,Malawi,2018,1.06,subsistence,True,446.0,24.3,occasional,5,sprinkler,wetland,diesel,individual,0.62,0.44,58.8,23.0,5,fair,933.0,110.0,False,0.0,False,402.0,678.0,68.2,274.0,0.94,74.3,84.3,42.7,112.0,12.0,as_needed,visual,vegetables,34.8,1.64,1,2503.0,4023.0,False,True,False,0.0,16.7,poor,medium,False,False,False,5.1,modern,high_burden
1973,IRR-NIG-2018-01973,Nigeria,2018,1.86,semi-commercial,False,1358.0,16.7,occasional,6,none,none,none,none,0.0,1.86,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,586.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1974,IRR-ETH-2018-01974,Ethiopia,2018,1.67,subsistence,False,930.0,30.7,frequent,5,none,none,none,none,0.0,1.67,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,629.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1975,IRR-ETH-2025-01975,Ethiopia,2025,1.88,subsistence,False,1074.0,15.5,occasional,2,none,none,none,none,0.0,1.88,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,447.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1976,IRR-MAL-2024-01976,Mali,2024,2.24,subsistence,False,487.0,33.1,frequent,2,none,none,none,none,0.0,2.24,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,511.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1977,IRR-ETH-2020-01977,Ethiopia,2020,0.35,semi-commercial,False,1105.0,27.1,occasional,3,none,none,none,none,0.0,0.35,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,592.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1978,IRR-MAL-2018-01978,Mali,2018,2.64,commercial,False,1247.0,16.7,occasional,2,none,none,none,none,0.0,2.64,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,595.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1979,IRR-BUR-2022-01979,Burkina Faso,2022,2.83,subsistence,False,647.0,17.4,occasional,3,none,none,none,none,0.0,2.83,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,610.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1980,IRR-KEN-2023-01980,Kenya,2023,0.54,subsistence,False,1219.0,18.8,rare,7,none,none,none,none,0.0,0.54,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,410.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1981,IRR-NIG-2021-01981,Nigeria,2021,2.73,semi-commercial,False,1414.0,31.8,occasional,4,none,none,none,none,0.0,2.73,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,533.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1982,IRR-ZAM-2024-01982,Zambia,2024,2.84,subsistence,False,534.0,19.1,rare,4,none,none,none,none,0.0,2.84,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,592.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1983,IRR-UGA-2019-01983,Uganda,2019,1.09,subsistence,False,498.0,21.7,occasional,6,none,none,none,none,0.0,1.09,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,550.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1984,IRR-BUR-2019-01984,Burkina Faso,2019,0.59,subsistence,False,569.0,19.0,rare,3,none,none,none,none,0.0,0.59,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,462.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1985,IRR-MAL-2020-01985,Mali,2020,2.09,subsistence,False,764.0,23.3,frequent,5,none,none,none,none,0.0,2.09,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,616.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1986,IRR-BUR-2024-01986,Burkina Faso,2024,0.94,subsistence,False,1217.0,21.4,occasional,7,none,none,none,none,0.0,0.94,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,564.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1987,IRR-TAN-2018-01987,Tanzania,2018,2.08,subsistence,False,1275.0,25.7,frequent,6,none,none,none,none,0.0,2.08,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,560.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
1988,IRR-KEN-2020-01988,Kenya,2020,2.77,subsistence,False,593.0,17.5,rare,3,none,none,none,none,0.0,2.77,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,687.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1989,IRR-UGA-2023-01989,Uganda,2023,1.82,subsistence,False,1142.0,17.6,rare,3,none,none,none,none,0.0,1.82,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,467.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1990,IRR-KEN-2023-01990,Kenya,2023,0.45,subsistence,False,1180.0,32.9,rare,3,none,none,none,none,0.0,0.45,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,542.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1991,IRR-GHA-2024-01991,Ghana,2024,0.97,subsistence,False,1115.0,28.0,occasional,4,none,none,none,none,0.0,0.97,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,523.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1992,IRR-TAN-2018-01992,Tanzania,2018,0.48,semi-commercial,False,1278.0,23.9,occasional,3,none,none,none,none,0.0,0.48,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,520.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1993,IRR-ZAM-2025-01993,Zambia,2025,3.4,semi-commercial,False,972.0,31.3,occasional,6,none,none,none,none,0.0,3.4,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,612.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1994,IRR-ETH-2018-01994,Ethiopia,2018,0.48,subsistence,False,783.0,18.9,rare,4,none,none,none,none,0.0,0.48,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,562.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1995,IRR-BUR-2024-01995,Burkina Faso,2024,0.74,semi-commercial,False,1191.0,32.7,occasional,3,none,none,none,none,0.0,0.74,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,534.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1996,IRR-KEN-2024-01996,Kenya,2024,0.94,subsistence,False,798.0,24.9,occasional,6,none,none,none,none,0.0,0.94,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,501.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1997,IRR-TAN-2022-01997,Tanzania,2022,3.54,semi-commercial,True,400.0,35.0,occasional,2,drip,river,electric,government,2.71,0.84,76.4,85.0,18,fair,6774.0,457.0,False,0.0,False,727.0,603.0,86.7,630.0,1.87,75.1,71.5,46.6,338.0,41.0,weekly,visual,rice,57.0,1.58,3,19686.0,7265.0,False,False,False,0.0,9.0,poor,high,False,False,False,6.7,modern,high_burden
1998,IRR-NIG-2020-01998,Nigeria,2020,2.5,subsistence,False,946.0,18.2,occasional,2,none,none,none,none,0.0,2.5,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,694.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
1999,IRR-GHA-2022-01999,Ghana,2022,1.4,subsistence,False,673.0,20.0,rare,6,none,none,none,none,0.0,1.4,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,555.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2000,IRR-UGA-2021-02000,Uganda,2021,2.81,semi-commercial,False,712.0,21.3,rare,6,none,none,none,none,0.0,2.81,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,640.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2001,IRR-KEN-2023-02001,Kenya,2023,0.48,semi-commercial,False,955.0,23.8,occasional,3,none,none,none,none,0.0,0.48,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,677.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2002,IRR-ETH-2019-02002,Ethiopia,2019,2.18,subsistence,False,800.0,17.3,occasional,5,none,none,none,none,0.0,2.18,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,540.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2003,IRR-NIG-2023-02003,Nigeria,2023,2.11,subsistence,False,963.0,27.1,rare,7,none,none,none,none,0.0,2.11,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,420.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2004,IRR-NIG-2022-02004,Nigeria,2022,0.81,semi-commercial,True,1178.0,20.2,occasional,2,sprinkler,reservoir,wind,individual,0.71,0.1,87.7,37.0,15,fair,1065.0,79.0,False,0.0,False,582.0,572.0,65.6,382.0,1.01,92.3,82.3,49.8,0.0,14.0,weekly,calendar,rice,22.0,1.73,1,4131.0,5816.0,False,False,False,0.0,0.0,poor,medium,False,False,False,12.0,modern,high_burden
2005,IRR-UGA-2022-02005,Uganda,2022,5.81,semi-commercial,False,545.0,32.1,frequent,2,none,none,none,none,0.0,5.81,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,417.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2006,IRR-MAL-2021-02006,Malawi,2021,1.98,subsistence,False,1158.0,18.6,frequent,6,none,none,none,none,0.0,1.98,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,408.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2007,IRR-NIG-2023-02007,Nigeria,2023,0.49,commercial,False,1303.0,15.9,occasional,7,none,none,none,none,0.0,0.49,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,660.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2008,IRR-NIG-2025-02008,Nigeria,2025,3.75,semi-commercial,False,409.0,31.8,occasional,7,none,none,none,none,0.0,3.75,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,604.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2009,IRR-UGA-2025-02009,Uganda,2025,2.74,subsistence,False,741.0,18.6,frequent,4,none,none,none,none,0.0,2.74,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,582.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2010,IRR-ZAM-2021-02010,Zambia,2021,1.03,commercial,False,873.0,17.3,occasional,7,none,none,none,none,0.0,1.03,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,450.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2011,IRR-UGA-2022-02011,Uganda,2022,1.72,semi-commercial,True,676.0,19.7,occasional,7,flood,river,manual,individual,1.01,0.71,58.8,58.0,16,fair,405.0,51.0,False,0.0,True,476.0,655.0,47.2,225.0,0.88,77.7,65.7,24.1,0.0,41.0,weekly,calendar,fruits,59.0,1.43,1,4817.0,4755.0,False,False,False,0.0,0.0,poor,low,False,False,False,0.8,traditional,high_burden
2012,IRR-NIG-2025-02012,Nigeria,2025,0.6,commercial,True,1029.0,29.3,rare,2,sprinkler,river,solar,government,0.25,0.34,42.7,14.0,6,fair,382.0,42.0,True,184.0,True,562.0,419.0,76.0,428.0,0.93,89.4,85.5,58.1,0.0,5.0,biweekly,calendar,fruits,33.5,2.4,2,1431.0,5624.0,False,False,False,0.0,17.9,poor,medium,False,False,False,3.8,modern,high_burden
2013,IRR-MAL-2023-02013,Malawi,2023,1.26,subsistence,False,724.0,23.8,occasional,6,none,none,none,none,0.0,1.26,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,674.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2014,IRR-GHA-2020-02014,Ghana,2020,0.44,commercial,False,1268.0,30.6,occasional,3,none,none,none,none,0.0,0.44,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,570.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2015,IRR-GHA-2020-02015,Ghana,2020,7.64,commercial,False,780.0,33.2,rare,5,none,none,none,none,0.0,7.64,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,676.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2016,IRR-UGA-2024-02016,Uganda,2024,2.07,subsistence,False,1136.0,24.5,occasional,5,none,none,none,none,0.0,2.07,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,636.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2017,IRR-MAL-2025-02017,Malawi,2025,1.49,semi-commercial,False,1118.0,27.3,rare,5,none,none,none,none,0.0,1.49,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,452.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2018,IRR-GHA-2021-02018,Ghana,2021,1.27,subsistence,False,617.0,24.3,rare,4,none,none,none,none,0.0,1.27,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,540.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2019,IRR-MAL-2020-02019,Mali,2020,3.16,subsistence,False,944.0,29.5,rare,6,none,none,none,none,0.0,3.16,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,439.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2020,IRR-NIG-2025-02020,Nigeria,2025,1.54,commercial,False,1346.0,22.2,rare,7,none,none,none,none,0.0,1.54,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,428.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2021,IRR-ZAM-2018-02021,Zambia,2018,1.3,semi-commercial,False,982.0,16.7,occasional,5,none,none,none,none,0.0,1.3,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,680.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2022,IRR-MAL-2021-02022,Malawi,2021,1.03,semi-commercial,False,796.0,32.3,occasional,2,none,none,none,none,0.0,1.03,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,593.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2023,IRR-ETH-2019-02023,Ethiopia,2019,0.94,subsistence,False,1010.0,29.2,occasional,3,none,none,none,none,0.0,0.94,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,637.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2024,IRR-UGA-2025-02024,Uganda,2025,1.0,subsistence,False,1017.0,22.8,occasional,5,none,none,none,none,0.0,1.0,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,533.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2025,IRR-BUR-2025-02025,Burkina Faso,2025,0.7,semi-commercial,False,936.0,29.9,rare,7,none,none,none,none,0.0,0.7,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,567.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2026,IRR-UGA-2025-02026,Uganda,2025,0.81,semi-commercial,True,711.0,16.3,rare,6,drip,reservoir,electric,shared,0.6,0.22,73.4,31.0,1,good,1491.0,149.0,False,0.0,True,396.0,611.0,78.4,310.0,1.06,91.4,91.4,65.5,83.0,9.0,weekly,visual,vegetables,22.0,2.37,1,2360.0,3957.0,False,True,False,0.0,3.6,good,high,True,False,True,16.7,modern,high_burden
2027,IRR-TAN-2022-02027,Tanzania,2022,0.59,subsistence,True,944.0,34.2,occasional,7,drip,groundwater,diesel,government,0.24,0.34,41.4,13.0,15,good,607.0,36.0,False,0.0,False,664.0,659.0,88.5,587.0,1.34,72.5,87.7,56.2,40.0,4.0,weekly,calendar,rice,44.3,1.52,1,1613.0,6637.0,True,False,False,27.0,20.0,good,high,False,False,True,4.7,modern,high_burden
2028,IRR-TAN-2022-02028,Tanzania,2022,2.27,subsistence,False,1428.0,28.0,rare,5,none,none,none,none,0.0,2.27,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,635.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2029,IRR-BUR-2019-02029,Burkina Faso,2019,1.06,commercial,True,1196.0,29.9,occasional,3,sprinkler,groundwater,electric,cooperative,0.85,0.22,79.7,49.0,16,excellent,1272.0,73.0,False,0.0,True,301.0,599.0,66.3,200.0,2.5,82.6,87.5,47.9,121.0,17.0,daily,visual,vegetables,22.6,1.79,1,2556.0,3014.0,False,False,False,52.9,18.7,good,medium,True,False,True,10.6,modern,high_burden
2030,IRR-ETH-2022-02030,Ethiopia,2022,1.08,subsistence,False,400.0,24.7,rare,7,none,none,none,none,0.0,1.08,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,510.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2031,IRR-KEN-2018-02031,Kenya,2018,1.15,subsistence,False,909.0,23.7,rare,4,none,none,none,none,0.0,1.15,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,404.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2032,IRR-KEN-2021-02032,Kenya,2021,1.47,semi-commercial,False,727.0,32.5,frequent,6,none,none,none,none,0.0,1.47,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,529.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2033,IRR-KEN-2024-02033,Kenya,2024,2.98,subsistence,False,669.0,28.0,rare,2,none,none,none,none,0.0,2.98,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,662.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2034,IRR-ZAM-2025-02034,Zambia,2025,1.59,commercial,False,792.0,24.4,occasional,5,none,none,none,none,0.0,1.59,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,676.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2035,IRR-MAL-2018-02035,Mali,2018,1.13,semi-commercial,False,1461.0,27.3,frequent,7,none,none,none,none,0.0,1.13,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,418.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2036,IRR-TAN-2025-02036,Tanzania,2025,1.03,subsistence,False,846.0,33.3,rare,5,none,none,none,none,0.0,1.03,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,551.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2037,IRR-NIG-2025-02037,Nigeria,2025,1.54,semi-commercial,False,1125.0,27.7,occasional,2,none,none,none,none,0.0,1.54,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,537.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2038,IRR-UGA-2025-02038,Uganda,2025,1.74,commercial,False,1056.0,27.1,rare,4,none,none,none,none,0.0,1.74,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,628.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2039,IRR-MAL-2019-02039,Malawi,2019,1.36,semi-commercial,False,640.0,25.8,rare,6,none,none,none,none,0.0,1.36,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,661.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2040,IRR-BUR-2019-02040,Burkina Faso,2019,1.15,semi-commercial,False,983.0,27.1,occasional,2,none,none,none,none,0.0,1.15,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,610.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2041,IRR-MAL-2024-02041,Mali,2024,1.39,subsistence,False,615.0,19.8,occasional,3,none,none,none,none,0.0,1.39,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,522.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2042,IRR-BUR-2018-02042,Burkina Faso,2018,0.59,subsistence,True,945.0,19.9,occasional,3,sprinkler,lake,diesel,individual,0.43,0.16,72.9,22.0,9,poor,649.0,39.0,False,0.0,False,699.0,463.0,69.7,488.0,2.29,75.1,69.6,36.4,117.0,9.0,as_needed,visual,sugarcane,51.7,2.24,3,3023.0,6992.0,False,True,False,0.0,21.8,poor,medium,False,False,False,4.2,modern,high_burden
2043,IRR-TAN-2022-02043,Tanzania,2022,3.87,subsistence,False,587.0,28.6,occasional,5,none,none,none,none,0.0,3.87,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,420.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2044,IRR-MAL-2025-02044,Malawi,2025,0.94,subsistence,False,902.0,19.0,occasional,2,none,none,none,none,0.0,0.94,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,482.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2045,IRR-UGA-2018-02045,Uganda,2018,1.16,semi-commercial,False,610.0,28.6,occasional,5,none,none,none,none,0.0,1.16,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,638.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2046,IRR-GHA-2019-02046,Ghana,2019,1.01,semi-commercial,False,1018.0,21.5,occasional,7,none,none,none,none,0.0,1.01,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,682.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2047,IRR-TAN-2018-02047,Tanzania,2018,0.67,subsistence,True,644.0,19.9,occasional,5,surface,groundwater,diesel,cooperative,0.64,0.03,95.2,30.0,18,fair,508.0,31.0,False,0.0,True,486.0,649.0,46.9,228.0,1.51,82.8,84.0,32.7,107.0,19.0,weekly,visual,maize,23.9,1.57,2,3089.0,4864.0,False,False,True,74.5,13.1,poor,low,True,False,False,6.4,traditional,high_burden
2048,IRR-MAL-2020-02048,Malawi,2020,0.99,subsistence,False,912.0,33.8,occasional,6,none,none,none,none,0.0,0.99,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,560.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2049,IRR-UGA-2021-02049,Uganda,2021,1.93,subsistence,False,993.0,30.7,rare,6,none,none,none,none,0.0,1.93,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,645.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2050,IRR-MAL-2018-02050,Mali,2018,1.19,subsistence,False,1160.0,17.3,occasional,5,none,none,none,none,0.0,1.19,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,595.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2051,IRR-BUR-2019-02051,Burkina Faso,2019,3.95,subsistence,False,623.0,23.6,occasional,4,none,none,none,none,0.0,3.95,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,523.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2052,IRR-NIG-2019-02052,Nigeria,2019,0.84,semi-commercial,False,753.0,18.7,occasional,5,none,none,none,none,0.0,0.84,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,641.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2053,IRR-MAL-2021-02053,Mali,2021,0.33,subsistence,False,768.0,24.9,rare,2,none,none,none,none,0.0,0.33,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,534.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2054,IRR-GHA-2023-02054,Ghana,2023,1.27,semi-commercial,True,678.0,30.4,occasional,2,flood,reservoir,solar,shared,0.82,0.46,64.2,30.0,5,good,327.0,40.0,False,0.0,False,609.0,449.0,48.2,294.0,1.8,75.2,64.4,23.3,0.0,33.0,daily,calendar,fruits,58.8,1.94,1,4976.0,6094.0,False,False,False,0.0,3.3,good,low,True,False,True,0.9,traditional,high_burden
2055,IRR-ZAM-2024-02055,Zambia,2024,1.39,subsistence,False,841.0,16.5,rare,6,none,none,none,none,0.0,1.39,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,509.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2056,IRR-TAN-2019-02056,Tanzania,2019,0.3,subsistence,False,1284.0,17.5,occasional,4,none,none,none,none,0.0,0.3,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,441.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2057,IRR-ETH-2024-02057,Ethiopia,2024,1.79,commercial,False,872.0,32.2,frequent,3,none,none,none,none,0.0,1.79,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,541.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2058,IRR-UGA-2022-02058,Uganda,2022,0.21,commercial,False,841.0,26.2,occasional,7,none,none,none,none,0.0,0.21,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,439.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2059,IRR-TAN-2025-02059,Tanzania,2025,0.54,semi-commercial,False,750.0,25.3,occasional,2,none,none,none,none,0.0,0.54,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,653.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2060,IRR-GHA-2021-02060,Ghana,2021,3.43,subsistence,False,1179.0,20.4,occasional,4,none,none,none,none,0.0,3.43,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,475.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2061,IRR-NIG-2025-02061,Nigeria,2025,0.96,semi-commercial,False,928.0,32.7,frequent,4,none,none,none,none,0.0,0.96,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,699.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2062,IRR-NIG-2020-02062,Nigeria,2020,1.23,subsistence,False,712.0,21.8,occasional,5,none,none,none,none,0.0,1.23,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,440.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2063,IRR-GHA-2024-02063,Ghana,2024,0.87,semi-commercial,False,400.0,16.0,rare,7,none,none,none,none,0.0,0.87,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,528.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2064,IRR-TAN-2021-02064,Tanzania,2021,0.87,subsistence,False,985.0,29.5,rare,5,none,none,none,none,0.0,0.87,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,625.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2065,IRR-TAN-2018-02065,Tanzania,2018,0.42,commercial,False,764.0,29.8,occasional,3,none,none,none,none,0.0,0.42,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,434.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2066,IRR-UGA-2023-02066,Uganda,2023,0.8,subsistence,False,894.0,21.1,occasional,2,none,none,none,none,0.0,0.8,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,408.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2067,IRR-MAL-2024-02067,Mali,2024,1.05,semi-commercial,False,400.0,29.7,frequent,5,none,none,none,none,0.0,1.05,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,458.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2068,IRR-TAN-2018-02068,Tanzania,2018,2.3,semi-commercial,False,1198.0,26.0,frequent,6,none,none,none,none,0.0,2.3,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,686.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2069,IRR-GHA-2018-02069,Ghana,2018,0.46,subsistence,False,997.0,23.4,occasional,4,none,none,none,none,0.0,0.46,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,618.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2070,IRR-MAL-2024-02070,Mali,2024,2.08,commercial,True,1046.0,26.5,rare,2,flood,groundwater,diesel,government,1.75,0.34,83.8,99.0,16,fair,698.0,64.0,False,0.0,False,311.0,692.0,38.6,120.0,0.86,74.4,64.9,18.6,344.0,70.0,biweekly,calendar,rice,47.8,2.47,2,5430.0,3111.0,False,True,False,43.9,2.6,poor,low,False,False,False,1.4,traditional,high_burden
2071,IRR-MAL-2024-02071,Malawi,2024,3.15,semi-commercial,False,768.0,33.3,frequent,5,none,none,none,none,0.0,3.15,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,406.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2072,IRR-UGA-2020-02072,Uganda,2020,1.45,subsistence,False,949.0,21.9,rare,2,none,none,none,none,0.0,1.45,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,464.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2073,IRR-ZAM-2025-02073,Zambia,2025,1.48,commercial,False,880.0,20.7,frequent,4,none,none,none,none,0.0,1.48,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,520.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2074,IRR-ETH-2025-02074,Ethiopia,2025,3.3,semi-commercial,False,968.0,34.5,occasional,7,none,none,none,none,0.0,3.3,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,546.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2075,IRR-KEN-2018-02075,Kenya,2018,2.61,semi-commercial,True,457.0,27.3,rare,6,flood,groundwater,gravity,individual,1.43,1.19,54.6,78.0,2,fair,570.0,50.0,False,0.0,False,704.0,466.0,43.9,309.0,1.01,84.9,65.8,24.5,0.0,57.0,weekly,soil_moisture,cotton,49.7,2.42,1,10038.0,7038.0,True,False,False,13.5,0.0,poor,low,True,False,False,0.9,traditional,high_burden
2076,IRR-NIG-2023-02076,Nigeria,2023,0.76,semi-commercial,False,602.0,15.8,frequent,6,none,none,none,none,0.0,0.76,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,401.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2077,IRR-ETH-2022-02077,Ethiopia,2022,0.69,subsistence,False,1326.0,20.8,frequent,5,none,none,none,none,0.0,0.69,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,438.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2078,IRR-BUR-2021-02078,Burkina Faso,2021,2.1,commercial,False,1036.0,23.6,frequent,4,none,none,none,none,0.0,2.1,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,416.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2079,IRR-MAL-2024-02079,Mali,2024,0.47,commercial,True,915.0,19.4,rare,3,drip,wetland,electric,shared,0.3,0.17,64.4,17.0,4,poor,758.0,89.0,False,0.0,False,680.0,626.0,95.0,646.0,2.17,87.6,95.0,79.1,39.0,5.0,weekly,visual,vegetables,23.0,2.29,2,2063.0,6799.0,True,True,False,0.0,12.6,poor,high,False,False,False,14.0,modern,high_burden
2080,IRR-ZAM-2018-02080,Zambia,2018,1.43,subsistence,False,1053.0,16.4,occasional,4,none,none,none,none,0.0,1.43,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,644.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2081,IRR-KEN-2019-02081,Kenya,2019,1.11,subsistence,False,1318.0,24.3,frequent,4,none,none,none,none,0.0,1.11,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,571.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2082,IRR-GHA-2019-02082,Ghana,2019,3.68,subsistence,False,579.0,25.9,rare,5,none,none,none,none,0.0,3.68,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,642.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2083,IRR-BUR-2025-02083,Burkina Faso,2025,2.89,subsistence,False,1072.0,30.5,occasional,6,none,none,none,none,0.0,2.89,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,491.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2084,IRR-ZAM-2023-02084,Zambia,2023,0.54,commercial,False,1081.0,20.0,occasional,6,none,none,none,none,0.0,0.54,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,680.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2085,IRR-MAL-2019-02085,Mali,2019,3.2,semi-commercial,False,1151.0,17.8,rare,4,none,none,none,none,0.0,3.2,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,632.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2086,IRR-ZAM-2025-02086,Zambia,2025,0.92,subsistence,True,896.0,21.9,rare,6,flood,groundwater,solar,shared,0.86,0.06,93.3,41.0,19,fair,344.0,26.0,False,0.0,False,610.0,409.0,48.6,296.0,2.12,80.1,75.2,29.3,0.0,34.0,biweekly,calendar,vegetables,23.6,1.53,2,5246.0,6100.0,False,True,True,23.9,20.2,poor,low,False,False,False,3.2,traditional,high_burden
2087,IRR-TAN-2019-02087,Tanzania,2019,0.96,subsistence,False,755.0,31.4,frequent,5,none,none,none,none,0.0,0.96,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,626.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2088,IRR-MAL-2021-02088,Malawi,2021,1.33,semi-commercial,False,927.0,20.7,occasional,2,none,none,none,none,0.0,1.33,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,594.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2089,IRR-NIG-2018-02089,Nigeria,2018,1.92,semi-commercial,False,991.0,23.0,occasional,6,none,none,none,none,0.0,1.92,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,573.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2090,IRR-MAL-2024-02090,Mali,2024,0.99,semi-commercial,False,779.0,30.8,frequent,5,none,none,none,none,0.0,0.99,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,516.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2091,IRR-MAL-2025-02091,Malawi,2025,2.68,subsistence,False,1222.0,20.4,frequent,3,none,none,none,none,0.0,2.68,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,675.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2092,IRR-MAL-2019-02092,Malawi,2019,1.91,subsistence,False,606.0,17.4,occasional,4,none,none,none,none,0.0,1.91,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,662.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2093,IRR-TAN-2020-02093,Tanzania,2020,1.58,semi-commercial,False,681.0,26.2,occasional,6,none,none,none,none,0.0,1.58,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,409.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2094,IRR-BUR-2024-02094,Burkina Faso,2024,0.55,subsistence,False,1044.0,18.8,rare,5,none,none,none,none,0.0,0.55,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,524.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2095,IRR-MAL-2020-02095,Mali,2020,0.88,subsistence,False,945.0,26.6,frequent,3,none,none,none,none,0.0,0.88,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,447.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2096,IRR-GHA-2021-02096,Ghana,2021,1.0,subsistence,False,764.0,26.4,frequent,4,none,none,none,none,0.0,1.0,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,614.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2097,IRR-ZAM-2023-02097,Zambia,2023,0.58,subsistence,False,1208.0,30.1,occasional,4,none,none,none,none,0.0,0.58,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,669.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2098,IRR-MAL-2023-02098,Malawi,2023,1.54,subsistence,False,521.0,34.6,frequent,3,none,none,none,none,0.0,1.54,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,583.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2099,IRR-GHA-2022-02099,Ghana,2022,9.54,semi-commercial,False,845.0,23.3,frequent,6,none,none,none,none,0.0,9.54,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,474.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2100,IRR-MAL-2019-02100,Mali,2019,2.31,semi-commercial,False,562.0,23.8,rare,2,none,none,none,none,0.0,2.31,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,445.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2101,IRR-UGA-2024-02101,Uganda,2024,8.22,subsistence,False,714.0,28.0,frequent,2,none,none,none,none,0.0,8.22,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,424.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2102,IRR-UGA-2025-02102,Uganda,2025,3.65,subsistence,True,925.0,19.3,occasional,2,flood,groundwater,diesel,shared,1.49,2.16,40.7,79.0,12,poor,595.0,79.0,False,0.0,False,639.0,465.0,47.4,303.0,1.56,77.8,82.9,30.6,361.0,59.0,as_needed,calendar,fruits,22.1,2.34,1,9508.0,6394.0,False,False,False,63.9,8.9,poor,low,False,False,False,1.5,traditional,high_burden
2103,IRR-MAL-2021-02103,Malawi,2021,1.35,semi-commercial,True,632.0,16.0,frequent,3,flood,river,wind,cooperative,1.07,0.28,79.5,45.0,2,excellent,430.0,52.0,False,0.0,True,650.0,557.0,42.7,278.0,2.47,74.0,80.1,25.4,0.0,43.0,weekly,calendar,fruits,56.2,2.4,2,6985.0,6504.0,False,False,True,0.0,0.0,good,low,False,False,False,1.1,traditional,high_burden
2104,IRR-GHA-2019-02104,Ghana,2019,5.28,subsistence,False,742.0,19.8,occasional,2,none,none,none,none,0.0,5.28,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,592.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2105,IRR-MAL-2025-02105,Mali,2025,1.35,subsistence,False,944.0,34.0,occasional,3,none,none,none,none,0.0,1.35,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,635.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2106,IRR-MAL-2020-02106,Mali,2020,1.29,commercial,False,967.0,17.5,occasional,4,none,none,none,none,0.0,1.29,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,661.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2107,IRR-MAL-2018-02107,Mali,2018,2.13,subsistence,False,695.0,16.3,occasional,7,none,none,none,none,0.0,2.13,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,417.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2108,IRR-BUR-2022-02108,Burkina Faso,2022,1.04,subsistence,False,1029.0,30.0,occasional,2,none,none,none,none,0.0,1.04,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,407.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2109,IRR-NIG-2025-02109,Nigeria,2025,2.93,subsistence,False,671.0,33.3,occasional,3,none,none,none,none,0.0,2.93,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,582.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2110,IRR-NIG-2024-02110,Nigeria,2024,0.39,semi-commercial,False,822.0,19.0,occasional,3,none,none,none,none,0.0,0.39,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,625.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2111,IRR-TAN-2020-02111,Tanzania,2020,0.45,subsistence,False,1007.0,31.8,occasional,2,none,none,none,none,0.0,0.45,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,567.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2112,IRR-BUR-2018-02112,Burkina Faso,2018,1.55,semi-commercial,False,1004.0,29.2,occasional,5,none,none,none,none,0.0,1.55,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,507.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2113,IRR-ETH-2020-02113,Ethiopia,2020,0.34,semi-commercial,False,1415.0,32.6,rare,2,none,none,none,none,0.0,0.34,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,537.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2114,IRR-UGA-2023-02114,Uganda,2023,0.6,subsistence,False,1338.0,29.1,rare,5,none,none,none,none,0.0,0.6,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,674.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2115,IRR-MAL-2022-02115,Mali,2022,1.88,subsistence,False,1000.0,21.0,rare,3,none,none,none,none,0.0,1.88,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,426.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2116,IRR-MAL-2025-02116,Malawi,2025,2.1,subsistence,True,892.0,32.9,occasional,3,flood,reservoir,diesel,shared,1.11,0.99,52.7,58.0,7,poor,443.0,44.0,True,215.0,True,706.0,681.0,38.8,274.0,2.06,86.4,64.2,21.5,181.0,44.0,daily,calendar,rice,42.0,1.36,1,7815.0,7059.0,False,True,False,0.0,5.5,poor,low,True,False,False,1.0,traditional,high_burden
2117,IRR-ETH-2019-02117,Ethiopia,2019,0.85,semi-commercial,False,883.0,23.4,frequent,5,none,none,none,none,0.0,0.85,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,482.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2118,IRR-MAL-2024-02118,Malawi,2024,2.63,semi-commercial,False,550.0,19.0,occasional,2,none,none,none,none,0.0,2.63,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,632.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2119,IRR-MAL-2021-02119,Mali,2021,1.98,semi-commercial,False,1220.0,27.0,occasional,5,none,none,none,none,0.0,1.98,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,619.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2120,IRR-MAL-2019-02120,Malawi,2019,1.5,semi-commercial,False,774.0,18.0,frequent,7,none,none,none,none,0.0,1.5,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,404.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2121,IRR-ETH-2023-02121,Ethiopia,2023,0.97,subsistence,False,466.0,24.7,occasional,7,none,none,none,none,0.0,0.97,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,666.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2122,IRR-KEN-2021-02122,Kenya,2021,1.32,semi-commercial,False,484.0,30.8,occasional,3,none,none,none,none,0.0,1.32,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,473.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2123,IRR-NIG-2024-02123,Nigeria,2024,6.14,commercial,False,1055.0,29.8,rare,2,none,none,none,none,0.0,6.14,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,402.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2124,IRR-KEN-2023-02124,Kenya,2023,0.72,commercial,False,832.0,20.9,rare,7,none,none,none,none,0.0,0.72,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,538.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2125,IRR-BUR-2023-02125,Burkina Faso,2023,2.02,subsistence,False,920.0,32.0,rare,2,none,none,none,none,0.0,2.02,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,688.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2126,IRR-NIG-2021-02126,Nigeria,2021,2.08,subsistence,False,1173.0,34.4,rare,3,none,none,none,none,0.0,2.08,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,420.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2127,IRR-KEN-2021-02127,Kenya,2021,1.34,semi-commercial,False,844.0,34.9,occasional,7,none,none,none,none,0.0,1.34,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,467.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2128,IRR-UGA-2021-02128,Uganda,2021,1.91,semi-commercial,False,873.0,30.6,rare,2,none,none,none,none,0.0,1.91,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,421.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2129,IRR-NIG-2022-02129,Nigeria,2022,0.83,subsistence,False,656.0,26.4,frequent,2,none,none,none,none,0.0,0.83,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,604.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2130,IRR-MAL-2019-02130,Malawi,2019,3.55,subsistence,False,1083.0,17.1,occasional,4,none,none,none,none,0.0,3.55,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,586.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2131,IRR-MAL-2020-02131,Malawi,2020,0.53,subsistence,False,996.0,15.7,rare,7,none,none,none,none,0.0,0.53,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,504.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2132,IRR-GHA-2023-02132,Ghana,2023,1.68,subsistence,False,978.0,34.9,frequent,6,none,none,none,none,0.0,1.68,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,565.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2133,IRR-KEN-2024-02133,Kenya,2024,2.02,subsistence,False,829.0,34.5,rare,2,none,none,none,none,0.0,2.02,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,533.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2134,IRR-MAL-2019-02134,Mali,2019,0.85,semi-commercial,True,876.0,26.5,rare,7,surface,rainwater_harvesting,diesel,individual,0.36,0.49,42.7,14.0,13,excellent,291.0,36.0,False,0.0,False,689.0,567.0,59.2,408.0,2.48,72.3,69.7,29.8,66.0,11.0,biweekly,visual,cotton,23.4,2.21,1,2505.0,6886.0,False,True,False,0.0,2.9,good,low,True,False,False,2.9,traditional,high_burden
2135,IRR-MAL-2023-02135,Mali,2023,3.53,semi-commercial,False,1060.0,23.8,frequent,3,none,none,none,none,0.0,3.53,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,508.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2136,IRR-ETH-2022-02136,Ethiopia,2022,0.57,commercial,True,865.0,30.0,occasional,4,sprinkler,groundwater,solar,shared,0.3,0.27,52.7,18.0,16,good,454.0,57.0,True,140.0,False,580.0,542.0,72.6,421.0,1.36,77.9,61.6,34.8,0.0,6.0,biweekly,visual,vegetables,22.9,2.13,1,1753.0,5796.0,False,True,False,27.1,7.3,good,medium,False,False,True,6.9,modern,high_burden
2137,IRR-KEN-2020-02137,Kenya,2020,3.08,subsistence,False,630.0,23.9,frequent,3,none,none,none,none,0.0,3.08,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,406.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2138,IRR-KEN-2018-02138,Kenya,2018,4.71,subsistence,True,618.0,18.1,frequent,3,flood,reservoir,solar,individual,4.46,0.25,94.7,245.0,11,poor,1784.0,113.0,False,0.0,False,749.0,405.0,41.8,313.0,1.35,72.2,80.5,24.3,0.0,178.0,biweekly,soil_moisture,rice,27.0,2.03,2,33398.0,7489.0,False,True,False,0.0,12.2,poor,low,False,True,False,2.8,traditional,high_burden
2139,IRR-UGA-2018-02139,Uganda,2018,0.52,semi-commercial,False,966.0,18.1,frequent,5,none,none,none,none,0.0,0.52,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,402.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2140,IRR-NIG-2018-02140,Nigeria,2018,1.96,subsistence,False,863.0,18.0,occasional,5,none,none,none,none,0.0,1.96,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,650.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2141,IRR-BUR-2025-02141,Burkina Faso,2025,3.26,subsistence,False,881.0,34.9,rare,2,none,none,none,none,0.0,3.26,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,596.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2142,IRR-GHA-2023-02142,Ghana,2023,1.15,subsistence,True,639.0,28.5,occasional,5,surface,river,solar,government,0.45,0.7,38.9,19.0,9,good,358.0,41.0,False,0.0,False,738.0,434.0,50.3,371.0,0.89,91.4,62.5,28.7,0.0,13.0,weekly,visual,sugarcane,50.3,1.5,2,3301.0,7377.0,False,False,False,0.0,5.2,good,low,False,False,False,1.2,traditional,high_burden
2143,IRR-ETH-2023-02143,Ethiopia,2023,1.09,semi-commercial,False,943.0,17.1,occasional,3,none,none,none,none,0.0,1.09,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,475.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2144,IRR-GHA-2023-02144,Ghana,2023,0.61,subsistence,False,1101.0,34.4,rare,7,none,none,none,none,0.0,0.61,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,427.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2145,IRR-UGA-2018-02145,Uganda,2018,0.82,subsistence,False,628.0,25.8,occasional,4,none,none,none,none,0.0,0.82,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,657.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2146,IRR-NIG-2020-02146,Nigeria,2020,0.72,subsistence,False,658.0,27.4,frequent,6,none,none,none,none,0.0,0.72,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,587.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2147,IRR-GHA-2018-02147,Ghana,2018,3.36,subsistence,False,838.0,30.1,occasional,3,none,none,none,none,0.0,3.36,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,444.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2148,IRR-NIG-2022-02148,Nigeria,2022,1.63,semi-commercial,False,800.0,22.8,occasional,5,none,none,none,none,0.0,1.63,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,628.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2149,IRR-NIG-2019-02149,Nigeria,2019,2.94,subsistence,False,743.0,29.4,occasional,7,none,none,none,none,0.0,2.94,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,496.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2150,IRR-TAN-2023-02150,Tanzania,2023,1.36,semi-commercial,True,439.0,30.3,occasional,7,surface,groundwater,solar,private_company,0.77,0.59,56.8,30.0,13,excellent,617.0,57.0,True,338.0,False,395.0,449.0,52.5,208.0,1.41,85.4,79.8,35.8,0.0,23.0,daily,calendar,vegetables,40.4,1.57,1,3047.0,3951.0,False,False,False,74.2,7.9,good,low,True,False,True,2.2,traditional,high_burden
2151,IRR-BUR-2018-02151,Burkina Faso,2018,2.76,semi-commercial,False,845.0,33.9,frequent,3,none,none,none,none,0.0,2.76,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,453.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2152,IRR-GHA-2021-02152,Ghana,2021,1.29,semi-commercial,False,1221.0,16.5,rare,4,none,none,none,none,0.0,1.29,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,563.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2153,IRR-KEN-2022-02153,Kenya,2022,0.53,semi-commercial,False,1491.0,31.2,occasional,2,none,none,none,none,0.0,0.53,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,603.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2154,IRR-KEN-2020-02154,Kenya,2020,3.35,semi-commercial,False,1327.0,20.5,frequent,3,none,none,none,none,0.0,3.35,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,499.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2155,IRR-BUR-2018-02155,Burkina Faso,2018,0.87,subsistence,False,1217.0,19.2,occasional,5,none,none,none,none,0.0,0.87,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,404.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2156,IRR-BUR-2025-02156,Burkina Faso,2025,1.32,semi-commercial,False,1136.0,17.6,occasional,7,none,none,none,none,0.0,1.32,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,443.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2157,IRR-ETH-2024-02157,Ethiopia,2024,0.74,semi-commercial,False,1115.0,30.6,frequent,6,none,none,none,none,0.0,0.74,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,584.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2158,IRR-MAL-2021-02158,Mali,2021,8.21,subsistence,False,400.0,25.3,frequent,3,none,none,none,none,0.0,8.21,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,619.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2159,IRR-ETH-2021-02159,Ethiopia,2021,0.7,subsistence,False,1203.0,22.9,frequent,4,none,none,none,none,0.0,0.7,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,679.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2160,IRR-GHA-2021-02160,Ghana,2021,1.79,semi-commercial,False,922.0,21.8,occasional,4,none,none,none,none,0.0,1.79,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,472.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2161,IRR-ZAM-2025-02161,Zambia,2025,1.75,semi-commercial,False,400.0,17.7,occasional,4,none,none,none,none,0.0,1.75,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,639.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2162,IRR-TAN-2018-02162,Tanzania,2018,0.59,subsistence,False,542.0,19.2,rare,4,none,none,none,none,0.0,0.59,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,419.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2163,IRR-TAN-2025-02163,Tanzania,2025,2.64,subsistence,False,767.0,31.2,rare,2,none,none,none,none,0.0,2.64,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,475.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2164,IRR-UGA-2024-02164,Uganda,2024,1.09,semi-commercial,True,1268.0,17.8,occasional,4,sprinkler,groundwater,solar,shared,0.84,0.24,77.6,33.0,12,good,1264.0,120.0,False,0.0,False,629.0,529.0,69.0,434.0,0.97,87.9,71.1,43.1,0.0,17.0,biweekly,visual,rice,23.6,1.91,2,5299.0,6289.0,False,False,False,11.9,24.6,good,medium,False,False,True,9.8,modern,high_burden
2165,IRR-MAL-2023-02165,Malawi,2023,1.91,subsistence,False,769.0,16.0,rare,2,none,none,none,none,0.0,1.91,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,406.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2166,IRR-ZAM-2024-02166,Zambia,2024,1.75,semi-commercial,False,1134.0,16.0,frequent,7,none,none,none,none,0.0,1.75,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,491.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2167,IRR-NIG-2019-02167,Nigeria,2019,1.09,semi-commercial,False,886.0,28.2,rare,7,none,none,none,none,0.0,1.09,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,534.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2168,IRR-ZAM-2025-02168,Zambia,2025,1.02,semi-commercial,True,1032.0,25.2,rare,4,flood,lake,electric,individual,0.76,0.26,74.8,23.0,15,poor,306.0,21.0,False,0.0,False,726.0,437.0,41.1,299.0,0.82,83.2,89.6,30.7,90.0,31.0,as_needed,weather_based,fruits,50.8,1.85,2,5549.0,7264.0,False,False,True,0.0,16.0,poor,low,True,False,False,1.2,traditional,high_burden
2169,IRR-GHA-2023-02169,Ghana,2023,0.65,subsistence,False,1154.0,33.4,occasional,5,none,none,none,none,0.0,0.65,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,516.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2170,IRR-ETH-2022-02170,Ethiopia,2022,1.93,subsistence,False,761.0,30.2,occasional,3,none,none,none,none,0.0,1.93,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,575.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2171,IRR-NIG-2025-02171,Nigeria,2025,2.19,semi-commercial,False,908.0,20.2,occasional,7,none,none,none,none,0.0,2.19,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,590.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2172,IRR-TAN-2018-02172,Tanzania,2018,5.84,subsistence,False,476.0,25.4,occasional,5,none,none,none,none,0.0,5.84,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,434.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2173,IRR-MAL-2025-02173,Mali,2025,1.02,semi-commercial,False,1228.0,27.6,frequent,5,none,none,none,none,0.0,1.02,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,423.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2174,IRR-TAN-2025-02174,Tanzania,2025,1.7,subsistence,False,1091.0,25.5,occasional,2,none,none,none,none,0.0,1.7,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,528.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2175,IRR-UGA-2023-02175,Uganda,2023,0.6,subsistence,False,834.0,23.5,rare,4,none,none,none,none,0.0,0.6,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,518.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2176,IRR-TAN-2021-02176,Tanzania,2021,0.36,subsistence,False,1188.0,34.0,rare,7,none,none,none,none,0.0,0.36,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,448.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2177,IRR-ZAM-2025-02177,Zambia,2025,1.0,subsistence,False,1305.0,23.0,frequent,6,none,none,none,none,0.0,1.0,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,456.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2178,IRR-TAN-2018-02178,Tanzania,2018,3.0,subsistence,False,629.0,18.3,occasional,2,none,none,none,none,0.0,3.0,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,471.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2179,IRR-MAL-2019-02179,Mali,2019,1.99,subsistence,False,890.0,27.0,occasional,6,none,none,none,none,0.0,1.99,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,613.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2180,IRR-GHA-2019-02180,Ghana,2019,0.33,semi-commercial,False,774.0,26.5,frequent,6,none,none,none,none,0.0,0.33,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,483.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2181,IRR-KEN-2021-02181,Kenya,2021,3.09,subsistence,False,893.0,18.4,frequent,2,none,none,none,none,0.0,3.09,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,537.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2182,IRR-ZAM-2023-02182,Zambia,2023,2.09,semi-commercial,False,854.0,19.0,occasional,6,none,none,none,none,0.0,2.09,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,585.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2183,IRR-NIG-2021-02183,Nigeria,2021,2.09,semi-commercial,True,400.0,17.1,rare,3,flood,reservoir,gravity,shared,1.71,0.38,81.6,90.0,12,good,683.0,81.0,False,0.0,False,524.0,482.0,49.0,257.0,2.28,82.2,71.9,29.0,0.0,68.0,as_needed,visual,rice,44.8,1.99,1,8950.0,5243.0,False,True,False,0.0,0.0,good,low,False,False,True,1.5,traditional,high_burden
2184,IRR-NIG-2019-02184,Nigeria,2019,0.6,subsistence,False,472.0,33.2,rare,5,none,none,none,none,0.0,0.6,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,455.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2185,IRR-UGA-2019-02185,Uganda,2019,1.21,semi-commercial,False,780.0,31.0,rare,2,none,none,none,none,0.0,1.21,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,540.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2186,IRR-BUR-2022-02186,Burkina Faso,2022,5.38,commercial,False,860.0,26.0,occasional,5,none,none,none,none,0.0,5.38,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,458.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2187,IRR-UGA-2024-02187,Uganda,2024,1.25,subsistence,False,1089.0,26.9,occasional,4,none,none,none,none,0.0,1.25,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,400.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2188,IRR-ZAM-2024-02188,Zambia,2024,2.09,semi-commercial,True,767.0,30.4,occasional,5,drip,rainwater_harvesting,diesel,government,0.72,1.37,34.5,43.0,8,good,1801.0,151.0,True,932.0,False,474.0,537.0,81.9,389.0,2.04,75.5,70.7,43.7,123.0,11.0,biweekly,calendar,maize,47.7,1.97,2,3416.0,4742.0,False,False,False,0.0,16.8,good,high,False,False,False,3.6,modern,high_burden
2189,IRR-KEN-2018-02189,Kenya,2018,1.58,subsistence,True,866.0,31.9,occasional,7,flood,lake,diesel,shared,0.67,0.91,42.2,31.0,19,good,267.0,17.0,True,123.0,False,328.0,537.0,43.1,141.0,0.8,89.7,71.3,27.5,198.0,27.0,weekly,visual,rice,23.4,2.34,1,2189.0,3278.0,True,True,False,0.0,19.0,good,low,True,False,False,1.4,traditional,high_burden
2190,IRR-GHA-2024-02190,Ghana,2024,2.27,commercial,True,815.0,30.3,occasional,3,surface,lake,diesel,government,1.67,0.6,73.5,68.0,7,fair,1334.0,192.0,False,0.0,False,499.0,496.0,53.8,269.0,1.08,75.1,82.5,33.3,240.0,50.0,weekly,visual,vegetables,51.9,1.34,1,8329.0,4994.0,False,True,False,0.0,23.6,poor,low,True,False,False,2.3,traditional,high_burden
2191,IRR-NIG-2021-02191,Nigeria,2021,0.41,subsistence,False,1050.0,32.7,rare,6,none,none,none,none,0.0,0.41,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,464.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2192,IRR-MAL-2022-02192,Mali,2022,1.92,subsistence,False,1120.0,26.7,occasional,2,none,none,none,none,0.0,1.92,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,595.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2193,IRR-GHA-2019-02193,Ghana,2019,0.61,subsistence,False,1170.0,21.8,rare,4,none,none,none,none,0.0,0.61,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,574.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2194,IRR-TAN-2018-02194,Tanzania,2018,1.99,semi-commercial,False,1170.0,24.0,frequent,3,none,none,none,none,0.0,1.99,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,427.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2195,IRR-MAL-2019-02195,Mali,2019,3.24,subsistence,False,679.0,20.7,occasional,2,none,none,none,none,0.0,3.24,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,565.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2196,IRR-ETH-2018-02196,Ethiopia,2018,0.44,semi-commercial,False,591.0,30.3,rare,5,none,none,none,none,0.0,0.44,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,672.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2197,IRR-BUR-2024-02197,Burkina Faso,2024,1.99,commercial,False,926.0,26.2,occasional,4,none,none,none,none,0.0,1.99,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,664.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2198,IRR-ETH-2025-02198,Ethiopia,2025,0.74,semi-commercial,False,1193.0,20.0,occasional,5,none,none,none,none,0.0,0.74,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,583.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2199,IRR-MAL-2024-02199,Mali,2024,2.32,subsistence,False,923.0,33.4,rare,4,none,none,none,none,0.0,2.32,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,684.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2200,IRR-TAN-2023-02200,Tanzania,2023,0.91,subsistence,False,752.0,15.1,frequent,3,none,none,none,none,0.0,0.91,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,529.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2201,IRR-TAN-2018-02201,Tanzania,2018,1.9,commercial,False,1498.0,33.3,frequent,7,none,none,none,none,0.0,1.9,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,660.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2202,IRR-ETH-2024-02202,Ethiopia,2024,8.74,subsistence,False,988.0,22.4,rare,4,none,none,none,none,0.0,8.74,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,695.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2203,IRR-NIG-2021-02203,Nigeria,2021,0.9,commercial,False,485.0,26.9,occasional,2,none,none,none,none,0.0,0.9,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,581.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2204,IRR-KEN-2021-02204,Kenya,2021,3.04,subsistence,False,542.0,24.3,frequent,6,none,none,none,none,0.0,3.04,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,589.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2205,IRR-ETH-2020-02205,Ethiopia,2020,3.49,subsistence,False,861.0,23.2,occasional,2,none,none,none,none,0.0,3.49,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,413.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2206,IRR-MAL-2025-02206,Mali,2025,1.44,subsistence,False,648.0,28.6,rare,3,none,none,none,none,0.0,1.44,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,687.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2207,IRR-MAL-2018-02207,Malawi,2018,1.03,subsistence,False,786.0,25.6,rare,4,none,none,none,none,0.0,1.03,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,468.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2208,IRR-MAL-2021-02208,Mali,2021,0.49,semi-commercial,False,967.0,33.1,rare,2,none,none,none,none,0.0,0.49,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,534.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2209,IRR-TAN-2022-02209,Tanzania,2022,0.61,subsistence,True,1009.0,18.1,frequent,3,flood,rainwater_harvesting,diesel,shared,0.19,0.42,31.3,10.0,19,good,76.0,9.0,False,0.0,True,668.0,492.0,39.1,261.0,0.83,91.4,61.3,21.9,44.0,8.0,biweekly,calendar,cotton,55.6,2.3,2,1268.0,6682.0,False,True,False,0.0,20.5,good,low,False,True,False,0.4,traditional,high_burden
2210,IRR-ZAM-2022-02210,Zambia,2022,0.62,semi-commercial,False,1055.0,17.2,occasional,6,none,none,none,none,0.0,0.62,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,692.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2211,IRR-ZAM-2020-02211,Zambia,2020,1.27,subsistence,False,1311.0,20.1,occasional,3,none,none,none,none,0.0,1.27,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,548.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2212,IRR-ETH-2020-02212,Ethiopia,2020,0.67,subsistence,False,633.0,33.8,occasional,7,none,none,none,none,0.0,0.67,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,653.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2213,IRR-UGA-2024-02213,Uganda,2024,1.16,semi-commercial,True,973.0,25.7,frequent,6,flood,reservoir,gravity,private_company,0.89,0.27,76.4,28.0,17,excellent,354.0,49.0,False,0.0,False,497.0,637.0,47.3,235.0,2.46,93.1,81.1,35.7,0.0,35.0,biweekly,visual,vegetables,49.0,1.82,1,4401.0,4971.0,False,True,False,0.0,0.0,good,low,True,True,True,1.2,traditional,high_burden
2214,IRR-GHA-2024-02214,Ghana,2024,0.67,subsistence,False,779.0,31.3,frequent,4,none,none,none,none,0.0,0.67,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,525.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2215,IRR-MAL-2019-02215,Malawi,2019,0.97,subsistence,False,1229.0,17.9,frequent,7,none,none,none,none,0.0,0.97,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,667.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2216,IRR-MAL-2025-02216,Malawi,2025,2.81,commercial,False,896.0,19.2,occasional,2,none,none,none,none,0.0,2.81,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,468.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2217,IRR-NIG-2018-02217,Nigeria,2018,2.22,subsistence,False,1301.0,28.5,occasional,2,none,none,none,none,0.0,2.22,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,552.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2218,IRR-MAL-2019-02218,Malawi,2019,1.44,subsistence,False,883.0,17.1,occasional,3,none,none,none,none,0.0,1.44,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,531.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2219,IRR-MAL-2018-02219,Mali,2018,0.36,subsistence,False,400.0,29.9,rare,7,none,none,none,none,0.0,0.36,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,634.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2220,IRR-MAL-2019-02220,Malawi,2019,1.46,semi-commercial,False,1270.0,23.2,occasional,7,none,none,none,none,0.0,1.46,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,634.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2221,IRR-ETH-2024-02221,Ethiopia,2024,1.13,commercial,False,580.0,18.0,rare,4,none,none,none,none,0.0,1.13,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,647.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2222,IRR-ZAM-2021-02222,Zambia,2021,1.25,semi-commercial,False,832.0,29.4,frequent,7,none,none,none,none,0.0,1.25,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,471.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2223,IRR-MAL-2025-02223,Mali,2025,0.68,subsistence,True,1286.0,15.2,occasional,7,sprinkler,groundwater,manual,individual,0.6,0.09,87.3,26.0,2,excellent,896.0,103.0,False,0.0,True,596.0,685.0,78.0,466.0,1.1,73.7,89.7,51.6,0.0,12.0,biweekly,visual,rice,50.6,2.19,1,3562.0,5965.0,True,False,True,38.4,0.0,good,medium,False,False,True,5.2,modern,high_burden
2224,IRR-ETH-2019-02224,Ethiopia,2019,2.39,semi-commercial,False,1227.0,28.1,occasional,2,none,none,none,none,0.0,2.39,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,489.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2225,IRR-GHA-2020-02225,Ghana,2020,4.66,subsistence,False,1099.0,32.9,occasional,4,none,none,none,none,0.0,4.66,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,420.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2226,IRR-KEN-2025-02226,Kenya,2025,0.57,commercial,False,1070.0,27.5,frequent,5,none,none,none,none,0.0,0.57,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,608.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2227,IRR-KEN-2021-02227,Kenya,2021,1.45,semi-commercial,False,1222.0,15.4,occasional,2,none,none,none,none,0.0,1.45,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,616.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2228,IRR-MAL-2019-02228,Malawi,2019,1.02,subsistence,False,948.0,29.6,frequent,6,none,none,none,none,0.0,1.02,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,420.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2229,IRR-KEN-2021-02229,Kenya,2021,0.7,semi-commercial,False,753.0,27.9,occasional,6,none,none,none,none,0.0,0.7,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,580.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2230,IRR-UGA-2025-02230,Uganda,2025,3.53,semi-commercial,False,400.0,30.8,frequent,4,none,none,none,none,0.0,3.53,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,645.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2231,IRR-MAL-2025-02231,Mali,2025,0.34,commercial,False,917.0,17.0,rare,5,none,none,none,none,0.0,0.34,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,498.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2232,IRR-UGA-2019-02232,Uganda,2019,0.37,semi-commercial,False,944.0,15.1,rare,2,none,none,none,none,0.0,0.37,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,422.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2233,IRR-TAN-2020-02233,Tanzania,2020,2.06,subsistence,False,1408.0,20.8,frequent,2,none,none,none,none,0.0,2.06,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,462.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2234,IRR-ETH-2022-02234,Ethiopia,2022,0.66,semi-commercial,False,1171.0,34.4,occasional,6,none,none,none,none,0.0,0.66,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,457.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2235,IRR-ZAM-2022-02235,Zambia,2022,2.69,semi-commercial,False,564.0,27.8,rare,2,none,none,none,none,0.0,2.69,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,522.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2236,IRR-KEN-2020-02236,Kenya,2020,2.01,subsistence,False,779.0,23.3,occasional,5,none,none,none,none,0.0,2.01,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,630.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2237,IRR-MAL-2025-02237,Mali,2025,0.95,semi-commercial,False,671.0,15.1,occasional,4,none,none,none,none,0.0,0.95,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,467.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2238,IRR-BUR-2024-02238,Burkina Faso,2024,1.83,subsistence,False,721.0,23.4,frequent,6,none,none,none,none,0.0,1.83,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,630.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2239,IRR-BUR-2025-02239,Burkina Faso,2025,0.53,subsistence,False,775.0,28.5,occasional,5,none,none,none,none,0.0,0.53,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,682.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2240,IRR-MAL-2025-02240,Malawi,2025,2.34,commercial,False,883.0,23.8,occasional,5,none,none,none,none,0.0,2.34,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,411.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2241,IRR-KEN-2018-02241,Kenya,2018,1.3,semi-commercial,False,765.0,27.1,occasional,2,none,none,none,none,0.0,1.3,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,599.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2242,IRR-MAL-2024-02242,Malawi,2024,0.37,subsistence,False,1047.0,17.6,frequent,7,none,none,none,none,0.0,0.37,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,662.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2243,IRR-NIG-2021-02243,Nigeria,2021,0.51,semi-commercial,False,919.0,22.5,occasional,5,none,none,none,none,0.0,0.51,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,539.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2244,IRR-BUR-2024-02244,Burkina Faso,2024,3.23,semi-commercial,False,710.0,18.8,rare,5,none,none,none,none,0.0,3.23,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,599.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2245,IRR-ZAM-2025-02245,Zambia,2025,0.92,semi-commercial,False,1257.0,24.5,occasional,7,none,none,none,none,0.0,0.92,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,484.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2246,IRR-TAN-2018-02246,Tanzania,2018,4.09,commercial,False,751.0,19.6,frequent,4,none,none,none,none,0.0,4.09,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,645.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2247,IRR-TAN-2019-02247,Tanzania,2019,0.46,semi-commercial,False,819.0,23.3,rare,2,none,none,none,none,0.0,0.46,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,593.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2248,IRR-KEN-2024-02248,Kenya,2024,1.46,subsistence,False,406.0,20.6,rare,5,none,none,none,none,0.0,1.46,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,553.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2249,IRR-NIG-2023-02249,Nigeria,2023,3.64,subsistence,False,547.0,33.7,rare,4,none,none,none,none,0.0,3.64,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,674.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2250,IRR-ZAM-2024-02250,Zambia,2024,1.32,semi-commercial,True,1035.0,17.2,occasional,7,flood,groundwater,solar,government,1.21,0.12,91.2,39.0,10,fair,483.0,30.0,False,0.0,True,532.0,601.0,43.9,234.0,1.44,74.2,81.5,26.6,0.0,48.0,as_needed,calendar,vegetables,52.6,2.0,2,6418.0,5318.0,False,True,False,12.5,5.8,poor,low,True,False,False,1.4,traditional,high_burden
2251,IRR-BUR-2022-02251,Burkina Faso,2022,1.93,subsistence,False,703.0,19.8,frequent,4,none,none,none,none,0.0,1.93,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,515.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2252,IRR-ZAM-2025-02252,Zambia,2025,0.84,semi-commercial,False,997.0,33.5,rare,6,none,none,none,none,0.0,0.84,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,607.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2253,IRR-KEN-2022-02253,Kenya,2022,4.65,subsistence,False,771.0,29.2,frequent,7,none,none,none,none,0.0,4.65,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,503.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2254,IRR-ZAM-2018-02254,Zambia,2018,1.35,semi-commercial,False,418.0,26.4,occasional,7,none,none,none,none,0.0,1.35,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,692.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2255,IRR-ETH-2020-02255,Ethiopia,2020,3.03,semi-commercial,False,858.0,26.9,occasional,7,none,none,none,none,0.0,3.03,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,453.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2256,IRR-BUR-2021-02256,Burkina Faso,2021,2.18,subsistence,False,1101.0,27.9,occasional,4,none,none,none,none,0.0,2.18,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,574.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2257,IRR-UGA-2018-02257,Uganda,2018,1.45,subsistence,False,521.0,15.6,rare,4,none,none,none,none,0.0,1.45,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,587.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2258,IRR-UGA-2024-02258,Uganda,2024,1.57,semi-commercial,True,1349.0,27.9,occasional,6,flood,groundwater,diesel,individual,0.76,0.82,48.2,32.0,6,fair,304.0,42.0,False,0.0,True,664.0,629.0,42.3,281.0,1.0,89.4,66.5,25.2,105.0,30.0,daily,weather_based,fruits,22.3,1.66,1,5041.0,6644.0,False,False,False,72.3,23.0,poor,low,False,False,False,1.7,traditional,high_burden
2259,IRR-ZAM-2023-02259,Zambia,2023,1.6,semi-commercial,False,853.0,29.4,frequent,2,none,none,none,none,0.0,1.6,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,476.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2260,IRR-UGA-2018-02260,Uganda,2018,3.46,semi-commercial,False,695.0,27.2,occasional,4,none,none,none,none,0.0,3.46,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,429.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2261,IRR-MAL-2025-02261,Malawi,2025,2.28,subsistence,True,983.0,29.8,frequent,5,drip,reservoir,solar,shared,0.82,1.46,36.0,44.0,18,excellent,2049.0,170.0,True,1168.0,False,571.0,517.0,95.0,542.0,1.3,70.0,75.9,50.5,0.0,12.0,biweekly,visual,rice,49.4,2.33,3,4675.0,5705.0,True,True,False,0.0,18.4,good,high,False,True,True,3.6,modern,high_burden
2262,IRR-GHA-2023-02262,Ghana,2023,1.6,semi-commercial,False,825.0,28.5,rare,3,none,none,none,none,0.0,1.6,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,556.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2263,IRR-MAL-2020-02263,Malawi,2020,1.28,commercial,True,462.0,30.3,occasional,4,flood,rainwater_harvesting,gravity,individual,0.96,0.32,74.8,34.0,11,poor,384.0,46.0,True,207.0,True,312.0,574.0,48.3,151.0,2.31,94.7,60.5,27.7,0.0,38.0,daily,calendar,maize,50.0,2.09,1,2995.0,3116.0,False,False,False,0.0,0.0,poor,low,False,False,False,1.2,traditional,high_burden
2264,IRR-ETH-2020-02264,Ethiopia,2020,0.44,semi-commercial,False,1024.0,18.5,occasional,3,none,none,none,none,0.0,0.44,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,521.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2265,IRR-ZAM-2022-02265,Zambia,2022,1.74,commercial,False,688.0,18.9,rare,6,none,none,none,none,0.0,1.74,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,613.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2266,IRR-GHA-2018-02266,Ghana,2018,0.77,semi-commercial,False,400.0,33.9,frequent,4,none,none,none,none,0.0,0.77,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,692.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2267,IRR-MAL-2023-02267,Mali,2023,0.53,subsistence,False,1031.0,21.3,occasional,2,none,none,none,none,0.0,0.53,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,506.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2268,IRR-NIG-2023-02268,Nigeria,2023,4.42,commercial,False,1000.0,15.2,occasional,7,none,none,none,none,0.0,4.42,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,455.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2269,IRR-GHA-2025-02269,Ghana,2025,2.8,commercial,False,634.0,25.8,occasional,5,none,none,none,none,0.0,2.8,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,688.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2270,IRR-ETH-2024-02270,Ethiopia,2024,0.64,subsistence,False,905.0,20.2,rare,5,none,none,none,none,0.0,0.64,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,528.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2271,IRR-ZAM-2022-02271,Zambia,2022,0.32,subsistence,False,869.0,26.0,frequent,6,none,none,none,none,0.0,0.32,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,447.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2272,IRR-UGA-2018-02272,Uganda,2018,1.68,subsistence,False,1248.0,24.6,rare,4,none,none,none,none,0.0,1.68,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,686.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2273,IRR-GHA-2021-02273,Ghana,2021,1.03,subsistence,False,863.0,15.5,frequent,5,none,none,none,none,0.0,1.03,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,667.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2274,IRR-TAN-2021-02274,Tanzania,2021,0.47,commercial,True,894.0,28.7,rare,5,drip,groundwater,electric,individual,0.32,0.15,68.7,18.0,2,fair,811.0,42.0,False,0.0,False,519.0,569.0,80.4,417.0,1.94,72.0,95.0,55.0,40.0,5.0,biweekly,weather_based,vegetables,37.3,2.09,1,1684.0,5192.0,False,False,True,78.8,19.1,poor,high,False,False,False,9.2,modern,high_burden
2275,IRR-MAL-2021-02275,Mali,2021,1.12,semi-commercial,False,806.0,23.6,rare,4,none,none,none,none,0.0,1.12,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,444.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2276,IRR-UGA-2018-02276,Uganda,2018,0.79,semi-commercial,False,913.0,19.4,occasional,5,none,none,none,none,0.0,0.79,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,616.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2277,IRR-GHA-2023-02277,Ghana,2023,0.88,subsistence,False,777.0,32.4,frequent,5,none,none,none,none,0.0,0.88,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,403.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2278,IRR-MAL-2018-02278,Mali,2018,0.98,subsistence,False,1076.0,18.8,occasional,4,none,none,none,none,0.0,0.98,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,485.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2279,IRR-GHA-2024-02279,Ghana,2024,1.29,commercial,False,938.0,16.7,rare,7,none,none,none,none,0.0,1.29,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,602.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2280,IRR-MAL-2021-02280,Mali,2021,6.07,semi-commercial,False,1239.0,34.2,occasional,2,none,none,none,none,0.0,6.07,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,585.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2281,IRR-NIG-2023-02281,Nigeria,2023,0.84,subsistence,False,1232.0,31.0,occasional,5,none,none,none,none,0.0,0.84,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,473.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2282,IRR-MAL-2021-02282,Malawi,2021,0.88,semi-commercial,False,1332.0,33.5,rare,6,none,none,none,none,0.0,0.88,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,644.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2283,IRR-MAL-2025-02283,Mali,2025,1.84,semi-commercial,True,1124.0,17.3,occasional,3,drip,river,electric,individual,1.67,0.18,90.4,78.0,18,fair,4163.0,450.0,False,0.0,False,516.0,524.0,86.2,445.0,1.25,80.0,93.1,64.2,99.0,25.0,daily,calendar,maize,58.6,1.81,1,8596.0,5162.0,False,False,False,0.0,8.7,poor,high,False,False,False,7.7,modern,high_burden
2284,IRR-NIG-2020-02284,Nigeria,2020,1.47,subsistence,False,1034.0,25.8,frequent,7,none,none,none,none,0.0,1.47,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,588.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2285,IRR-ZAM-2019-02285,Zambia,2019,2.37,commercial,True,878.0,31.2,frequent,5,surface,river,diesel,shared,2.04,0.32,86.4,77.0,10,poor,1636.0,229.0,False,0.0,False,731.0,623.0,60.1,439.0,1.45,92.8,80.6,44.9,578.0,61.0,weekly,calendar,vegetables,55.6,2.04,2,14940.0,7308.0,True,False,False,0.0,19.1,poor,low,True,True,False,2.5,traditional,high_burden
2286,IRR-MAL-2020-02286,Malawi,2020,1.93,semi-commercial,False,1163.0,31.1,rare,4,none,none,none,none,0.0,1.93,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,642.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2287,IRR-GHA-2020-02287,Ghana,2020,0.61,subsistence,False,782.0,23.7,rare,3,none,none,none,none,0.0,0.61,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,472.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2288,IRR-GHA-2019-02288,Ghana,2019,1.09,subsistence,False,892.0,35.0,occasional,6,none,none,none,none,0.0,1.09,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,650.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2289,IRR-ETH-2025-02289,Ethiopia,2025,1.12,commercial,False,1225.0,18.1,occasional,7,none,none,none,none,0.0,1.12,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,668.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2290,IRR-NIG-2024-02290,Nigeria,2024,0.48,semi-commercial,True,1032.0,32.4,occasional,2,sprinkler,rainwater_harvesting,diesel,individual,0.26,0.21,55.1,12.0,17,excellent,395.0,28.0,True,183.0,False,769.0,697.0,79.1,608.0,2.09,94.7,80.7,60.5,41.0,5.0,daily,visual,rice,44.7,1.25,2,2024.0,7692.0,False,False,False,0.0,2.7,good,medium,False,False,False,3.7,modern,high_burden
2291,IRR-MAL-2021-02291,Malawi,2021,0.6,semi-commercial,False,1508.0,20.8,rare,3,none,none,none,none,0.0,0.6,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,547.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2292,IRR-MAL-2019-02292,Malawi,2019,1.48,semi-commercial,False,1291.0,34.3,occasional,6,none,none,none,none,0.0,1.48,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,590.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2293,IRR-UGA-2025-02293,Uganda,2025,1.68,semi-commercial,False,680.0,17.3,occasional,2,none,none,none,none,0.0,1.68,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,496.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2294,IRR-KEN-2025-02294,Kenya,2025,1.72,semi-commercial,False,579.0,17.3,frequent,7,none,none,none,none,0.0,1.72,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,687.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2295,IRR-GHA-2021-02295,Ghana,2021,0.93,commercial,False,553.0,33.5,occasional,5,none,none,none,none,0.0,0.93,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,463.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2296,IRR-ETH-2019-02296,Ethiopia,2019,1.94,subsistence,False,766.0,32.5,occasional,4,none,none,none,none,0.0,1.94,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,495.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2297,IRR-NIG-2021-02297,Nigeria,2021,0.7,semi-commercial,False,910.0,19.2,occasional,2,none,none,none,none,0.0,0.7,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,690.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2298,IRR-MAL-2022-02298,Malawi,2022,3.66,subsistence,False,1148.0,33.6,frequent,4,none,none,none,none,0.0,3.66,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,699.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2299,IRR-MAL-2022-02299,Malawi,2022,1.18,semi-commercial,False,1084.0,24.4,occasional,6,none,none,none,none,0.0,1.18,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,431.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2300,IRR-ZAM-2021-02300,Zambia,2021,0.99,subsistence,False,1095.0,20.9,frequent,6,none,none,none,none,0.0,0.99,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,614.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2301,IRR-UGA-2025-02301,Uganda,2025,1.17,subsistence,False,732.0,23.7,occasional,7,none,none,none,none,0.0,1.17,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,628.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2302,IRR-ETH-2019-02302,Ethiopia,2019,0.26,subsistence,False,808.0,33.4,occasional,4,none,none,none,none,0.0,0.26,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,598.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2303,IRR-TAN-2024-02303,Tanzania,2024,1.05,subsistence,True,529.0,15.7,occasional,4,manual,groundwater,diesel,shared,0.73,0.32,69.4,34.0,17,fair,146.0,12.0,True,48.0,True,596.0,557.0,54.5,325.0,1.6,93.9,69.3,35.4,133.0,58.0,weekly,calendar,fruits,51.2,2.31,2,4357.0,5958.0,True,False,False,40.9,23.5,poor,low,False,False,False,0.5,traditional,high_burden
2304,IRR-ZAM-2024-02304,Zambia,2024,2.12,subsistence,False,561.0,19.8,frequent,2,none,none,none,none,0.0,2.12,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,563.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2305,IRR-TAN-2021-02305,Tanzania,2021,2.92,subsistence,False,804.0,21.0,occasional,2,none,none,none,none,0.0,2.92,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,437.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2306,IRR-MAL-2023-02306,Malawi,2023,1.61,subsistence,False,839.0,28.1,rare,7,none,none,none,none,0.0,1.61,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,570.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2307,IRR-MAL-2021-02307,Mali,2021,5.85,semi-commercial,False,647.0,24.6,occasional,7,none,none,none,none,0.0,5.85,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,463.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2308,IRR-GHA-2020-02308,Ghana,2020,1.47,subsistence,False,1024.0,15.0,occasional,6,none,none,none,none,0.0,1.47,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,473.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2309,IRR-MAL-2025-02309,Mali,2025,1.13,semi-commercial,True,1376.0,19.9,rare,6,flood,wetland,gravity,individual,0.71,0.42,63.2,35.0,0,fair,285.0,22.0,False,0.0,True,444.0,581.0,38.4,170.0,2.5,84.6,89.6,29.1,0.0,28.0,weekly,visual,rice,47.8,1.47,3,3166.0,4444.0,True,False,True,0.0,0.0,poor,low,True,False,False,1.1,traditional,high_burden
2310,IRR-ZAM-2025-02310,Zambia,2025,1.41,semi-commercial,False,829.0,29.1,occasional,5,none,none,none,none,0.0,1.41,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,438.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2311,IRR-MAL-2025-02311,Malawi,2025,0.55,semi-commercial,False,937.0,18.5,frequent,7,none,none,none,none,0.0,0.55,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,668.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2312,IRR-UGA-2018-02312,Uganda,2018,1.35,subsistence,False,633.0,17.4,frequent,3,none,none,none,none,0.0,1.35,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,578.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2313,IRR-ETH-2020-02313,Ethiopia,2020,1.24,subsistence,True,1365.0,32.9,frequent,5,flood,reservoir,electric,shared,0.9,0.33,73.0,38.0,10,poor,362.0,30.0,False,0.0,False,638.0,522.0,39.8,254.0,1.43,82.5,73.7,24.2,91.0,36.0,biweekly,soil_moisture,vegetables,47.1,2.02,1,5777.0,6385.0,False,True,False,0.0,15.2,poor,low,False,True,False,1.2,traditional,high_burden
2314,IRR-GHA-2020-02314,Ghana,2020,0.61,semi-commercial,True,880.0,29.7,frequent,4,surface,rainwater_harvesting,electric,private_company,0.23,0.37,38.7,13.0,12,poor,188.0,27.0,True,62.0,True,699.0,478.0,53.4,373.0,1.57,89.1,75.5,35.9,35.0,7.0,biweekly,soil_moisture,maize,39.8,2.13,2,1638.0,6988.0,True,False,False,0.0,2.9,poor,low,False,True,False,1.6,traditional,high_burden
2315,IRR-MAL-2025-02315,Mali,2025,0.65,subsistence,False,1096.0,27.0,rare,2,none,none,none,none,0.0,0.65,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,590.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2316,IRR-TAN-2018-02316,Tanzania,2018,0.99,subsistence,False,1136.0,28.9,frequent,3,none,none,none,none,0.0,0.99,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,524.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2317,IRR-GHA-2024-02317,Ghana,2024,2.52,subsistence,False,738.0,15.0,frequent,5,none,none,none,none,0.0,2.52,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,654.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2318,IRR-KEN-2018-02318,Kenya,2018,2.42,subsistence,False,583.0,20.6,frequent,2,none,none,none,none,0.0,2.42,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,665.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2319,IRR-ZAM-2024-02319,Zambia,2024,2.72,subsistence,False,414.0,34.1,frequent,4,none,none,none,none,0.0,2.72,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,640.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2320,IRR-UGA-2021-02320,Uganda,2021,0.64,subsistence,False,1068.0,34.2,occasional,2,none,none,none,none,0.0,0.64,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,580.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2321,IRR-TAN-2019-02321,Tanzania,2019,0.69,subsistence,False,1091.0,18.0,rare,3,none,none,none,none,0.0,0.69,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,451.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2322,IRR-GHA-2018-02322,Ghana,2018,1.17,semi-commercial,True,1058.0,23.0,rare,6,sprinkler,rainwater_harvesting,electric,cooperative,0.78,0.39,66.3,45.0,16,excellent,1165.0,149.0,False,0.0,False,755.0,636.0,64.6,488.0,2.12,91.0,73.7,43.3,60.0,16.0,weekly,visual,rice,57.7,2.0,2,5860.0,7547.0,False,False,False,0.0,15.8,good,medium,True,False,False,3.5,modern,high_burden
2323,IRR-MAL-2019-02323,Malawi,2019,5.86,semi-commercial,False,862.0,20.3,frequent,4,none,none,none,none,0.0,5.86,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,512.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2324,IRR-MAL-2025-02324,Malawi,2025,3.34,semi-commercial,False,1079.0,26.0,occasional,5,none,none,none,none,0.0,3.34,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,674.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2325,IRR-NIG-2020-02325,Nigeria,2020,1.0,commercial,False,1106.0,17.2,occasional,4,none,none,none,none,0.0,1.0,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,473.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2326,IRR-UGA-2021-02326,Uganda,2021,1.67,subsistence,False,1416.0,15.6,occasional,7,none,none,none,none,0.0,1.67,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,601.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2327,IRR-ZAM-2018-02327,Zambia,2018,1.58,subsistence,False,974.0,33.0,frequent,7,none,none,none,none,0.0,1.58,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,422.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2328,IRR-BUR-2023-02328,Burkina Faso,2023,0.92,commercial,False,1157.0,32.5,frequent,5,none,none,none,none,0.0,0.92,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,556.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2329,IRR-NIG-2018-02329,Nigeria,2018,0.8,commercial,False,705.0,30.3,frequent,3,none,none,none,none,0.0,0.8,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,556.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2330,IRR-ETH-2020-02330,Ethiopia,2020,3.82,subsistence,False,1137.0,26.5,frequent,7,none,none,none,none,0.0,3.82,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,633.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2331,IRR-ZAM-2019-02331,Zambia,2019,0.8,semi-commercial,False,953.0,22.7,frequent,7,none,none,none,none,0.0,0.8,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,518.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2332,IRR-ETH-2018-02332,Ethiopia,2018,0.99,semi-commercial,False,1283.0,22.7,frequent,6,none,none,none,none,0.0,0.99,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,624.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2333,IRR-ZAM-2022-02333,Zambia,2022,1.05,subsistence,False,938.0,34.1,occasional,4,none,none,none,none,0.0,1.05,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,671.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2334,IRR-TAN-2018-02334,Tanzania,2018,0.94,subsistence,False,400.0,15.6,rare,3,none,none,none,none,0.0,0.94,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,508.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2335,IRR-MAL-2023-02335,Malawi,2023,0.41,semi-commercial,False,545.0,20.8,rare,6,none,none,none,none,0.0,0.41,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,417.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2336,IRR-BUR-2024-02336,Burkina Faso,2024,2.45,subsistence,False,590.0,21.6,frequent,6,none,none,none,none,0.0,2.45,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,625.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2337,IRR-UGA-2021-02337,Uganda,2021,0.94,subsistence,False,1148.0,24.7,frequent,5,none,none,none,none,0.0,0.94,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,692.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2338,IRR-MAL-2019-02338,Malawi,2019,1.76,semi-commercial,False,1162.0,30.6,occasional,2,none,none,none,none,0.0,1.76,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,639.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2339,IRR-MAL-2019-02339,Mali,2019,6.3,subsistence,False,1133.0,30.3,frequent,4,none,none,none,none,0.0,6.3,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,651.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2340,IRR-ZAM-2022-02340,Zambia,2022,0.99,subsistence,False,582.0,33.5,occasional,7,none,none,none,none,0.0,0.99,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,644.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2341,IRR-GHA-2022-02341,Ghana,2022,0.58,subsistence,True,885.0,16.9,rare,3,drip,groundwater,diesel,individual,0.43,0.15,74.1,23.0,19,good,1078.0,112.0,False,0.0,False,760.0,441.0,95.0,722.0,1.78,93.8,84.5,75.3,99.0,6.0,daily,visual,cotton,43.1,1.61,2,3275.0,7598.0,False,False,True,71.3,18.2,good,high,True,False,True,8.6,modern,high_burden
2342,IRR-GHA-2020-02342,Ghana,2020,4.05,semi-commercial,False,636.0,30.7,frequent,6,none,none,none,none,0.0,4.05,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,570.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2343,IRR-GHA-2020-02343,Ghana,2020,1.12,semi-commercial,False,864.0,25.3,rare,2,none,none,none,none,0.0,1.12,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,617.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2344,IRR-ZAM-2025-02344,Zambia,2025,1.8,commercial,False,1129.0,31.4,frequent,2,none,none,none,none,0.0,1.8,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,667.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2345,IRR-MAL-2021-02345,Mali,2021,0.72,subsistence,True,849.0,30.0,occasional,5,surface,river,gravity,individual,0.26,0.46,35.8,15.0,7,good,206.0,22.0,False,0.0,True,718.0,617.0,52.4,376.0,2.4,73.5,85.5,32.9,0.0,8.0,biweekly,calendar,vegetables,54.9,1.98,1,1844.0,7175.0,True,True,False,0.0,0.0,good,low,False,False,False,1.0,traditional,high_burden
2346,IRR-ETH-2020-02346,Ethiopia,2020,1.87,subsistence,False,1179.0,24.4,rare,3,none,none,none,none,0.0,1.87,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,686.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2347,IRR-GHA-2025-02347,Ghana,2025,0.79,subsistence,False,692.0,31.2,rare,5,none,none,none,none,0.0,0.79,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,403.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2348,IRR-MAL-2020-02348,Mali,2020,2.9,subsistence,False,701.0,24.7,rare,2,none,none,none,none,0.0,2.9,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,542.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2349,IRR-ZAM-2023-02349,Zambia,2023,0.6,subsistence,False,937.0,33.9,rare,5,none,none,none,none,0.0,0.6,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,675.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2350,IRR-TAN-2020-02350,Tanzania,2020,0.99,semi-commercial,False,608.0,23.8,occasional,5,none,none,none,none,0.0,0.99,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,578.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2351,IRR-GHA-2021-02351,Ghana,2021,0.73,semi-commercial,False,528.0,23.6,rare,2,none,none,none,none,0.0,0.73,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,425.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2352,IRR-TAN-2023-02352,Tanzania,2023,3.2,subsistence,False,1112.0,20.7,occasional,7,none,none,none,none,0.0,3.2,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,699.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2353,IRR-GHA-2022-02353,Ghana,2022,1.39,semi-commercial,False,908.0,30.4,rare,6,none,none,none,none,0.0,1.39,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,612.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2354,IRR-BUR-2025-02354,Burkina Faso,2025,1.2,subsistence,False,493.0,19.0,rare,7,none,none,none,none,0.0,1.2,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,487.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2355,IRR-UGA-2022-02355,Uganda,2022,1.16,semi-commercial,False,1346.0,19.8,occasional,5,none,none,none,none,0.0,1.16,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,493.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2356,IRR-GHA-2019-02356,Ghana,2019,1.11,subsistence,False,873.0,30.5,rare,7,none,none,none,none,0.0,1.11,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,456.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2357,IRR-GHA-2020-02357,Ghana,2020,2.35,semi-commercial,False,1063.0,21.5,frequent,3,none,none,none,none,0.0,2.35,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,549.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2358,IRR-UGA-2019-02358,Uganda,2019,1.52,semi-commercial,False,1001.0,29.5,rare,4,none,none,none,none,0.0,1.52,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,582.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2359,IRR-UGA-2024-02359,Uganda,2024,0.91,subsistence,True,864.0,32.4,frequent,6,manual,reservoir,gravity,individual,0.82,0.1,89.3,39.0,9,excellent,163.0,13.0,False,0.0,False,694.0,687.0,56.6,393.0,2.1,73.6,77.5,32.3,0.0,65.0,daily,soil_moisture,vegetables,49.5,2.28,2,5663.0,6942.0,False,False,True,0.0,0.0,good,low,True,False,True,0.7,traditional,high_burden
2360,IRR-ZAM-2023-02360,Zambia,2023,0.96,subsistence,False,617.0,30.7,rare,3,none,none,none,none,0.0,0.96,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,665.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2361,IRR-KEN-2022-02361,Kenya,2022,1.09,subsistence,False,1159.0,31.7,frequent,7,none,none,none,none,0.0,1.09,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,614.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2362,IRR-ETH-2020-02362,Ethiopia,2020,1.04,subsistence,True,1362.0,17.6,rare,2,sprinkler,river,electric,cooperative,0.79,0.26,75.5,30.0,2,fair,1183.0,65.0,False,0.0,True,353.0,444.0,77.5,274.0,1.05,88.6,68.1,46.8,111.0,16.0,weekly,visual,rice,32.3,1.8,1,2787.0,3533.0,True,False,False,0.0,24.7,poor,medium,False,False,False,7.0,modern,high_burden
2363,IRR-ZAM-2020-02363,Zambia,2020,1.79,subsistence,False,674.0,34.9,rare,2,none,none,none,none,0.0,1.79,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,647.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2364,IRR-UGA-2021-02364,Uganda,2021,0.62,subsistence,False,811.0,21.9,occasional,2,none,none,none,none,0.0,0.62,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,431.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2365,IRR-MAL-2021-02365,Mali,2021,2.54,semi-commercial,False,1054.0,29.8,occasional,6,none,none,none,none,0.0,2.54,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,539.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2366,IRR-NIG-2025-02366,Nigeria,2025,1.12,subsistence,False,946.0,17.7,occasional,2,none,none,none,none,0.0,1.12,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,693.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2367,IRR-BUR-2023-02367,Burkina Faso,2023,10.78,commercial,False,868.0,18.9,occasional,4,none,none,none,none,0.0,10.78,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,695.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2368,IRR-MAL-2025-02368,Malawi,2025,2.95,semi-commercial,False,1326.0,29.3,frequent,6,none,none,none,none,0.0,2.95,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,414.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2369,IRR-BUR-2018-02369,Burkina Faso,2018,1.11,subsistence,False,1095.0,17.0,frequent,5,none,none,none,none,0.0,1.11,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,624.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2370,IRR-TAN-2023-02370,Tanzania,2023,0.98,subsistence,False,822.0,18.7,rare,5,none,none,none,none,0.0,0.98,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,547.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2371,IRR-ETH-2023-02371,Ethiopia,2023,0.95,semi-commercial,False,735.0,19.3,occasional,4,none,none,none,none,0.0,0.95,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,551.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2372,IRR-UGA-2025-02372,Uganda,2025,2.05,semi-commercial,False,1053.0,16.8,rare,5,none,none,none,none,0.0,2.05,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,537.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2373,IRR-GHA-2022-02373,Ghana,2022,1.96,subsistence,False,612.0,31.6,occasional,5,none,none,none,none,0.0,1.96,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,529.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2374,IRR-BUR-2019-02374,Burkina Faso,2019,0.97,subsistence,False,955.0,24.4,rare,7,none,none,none,none,0.0,0.97,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,650.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2375,IRR-MAL-2023-02375,Malawi,2023,0.74,subsistence,False,400.0,32.9,occasional,4,none,none,none,none,0.0,0.74,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,688.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2376,IRR-MAL-2024-02376,Mali,2024,0.68,subsistence,False,936.0,25.6,occasional,5,none,none,none,none,0.0,0.68,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,675.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2377,IRR-NIG-2022-02377,Nigeria,2022,1.48,semi-commercial,False,1166.0,20.2,occasional,7,none,none,none,none,0.0,1.48,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,535.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2378,IRR-ETH-2024-02378,Ethiopia,2024,0.93,subsistence,False,644.0,33.7,occasional,2,none,none,none,none,0.0,0.93,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,607.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2379,IRR-BUR-2021-02379,Burkina Faso,2021,0.81,subsistence,False,1097.0,15.2,rare,3,none,none,none,none,0.0,0.81,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,689.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2380,IRR-TAN-2020-02380,Tanzania,2020,1.69,semi-commercial,False,1234.0,23.4,occasional,3,none,none,none,none,0.0,1.69,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,494.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2381,IRR-ZAM-2024-02381,Zambia,2024,0.59,semi-commercial,False,467.0,16.0,occasional,3,none,none,none,none,0.0,0.59,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,598.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2382,IRR-ETH-2018-02382,Ethiopia,2018,1.87,semi-commercial,False,679.0,33.4,frequent,5,none,none,none,none,0.0,1.87,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,676.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2383,IRR-ETH-2019-02383,Ethiopia,2019,4.38,subsistence,False,874.0,32.1,rare,6,none,none,none,none,0.0,4.38,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,403.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2384,IRR-MAL-2022-02384,Mali,2022,1.05,semi-commercial,False,1299.0,26.7,rare,5,none,none,none,none,0.0,1.05,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,553.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2385,IRR-UGA-2021-02385,Uganda,2021,1.23,semi-commercial,False,400.0,35.0,occasional,5,none,none,none,none,0.0,1.23,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,500.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2386,IRR-ETH-2019-02386,Ethiopia,2019,4.36,semi-commercial,False,648.0,31.0,rare,2,none,none,none,none,0.0,4.36,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,453.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2387,IRR-ZAM-2022-02387,Zambia,2022,3.01,subsistence,False,1023.0,26.2,frequent,6,none,none,none,none,0.0,3.01,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,445.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2388,IRR-BUR-2021-02388,Burkina Faso,2021,1.07,semi-commercial,False,569.0,31.5,frequent,2,none,none,none,none,0.0,1.07,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,660.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2389,IRR-ETH-2024-02389,Ethiopia,2024,0.68,subsistence,False,829.0,21.6,rare,7,none,none,none,none,0.0,0.68,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,643.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2390,IRR-ETH-2021-02390,Ethiopia,2021,0.8,semi-commercial,False,743.0,26.9,occasional,4,none,none,none,none,0.0,0.8,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,588.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2391,IRR-MAL-2023-02391,Mali,2023,1.02,semi-commercial,False,804.0,33.9,occasional,7,none,none,none,none,0.0,1.02,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,650.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2392,IRR-NIG-2025-02392,Nigeria,2025,0.67,subsistence,False,855.0,24.7,occasional,5,none,none,none,none,0.0,0.67,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,641.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2393,IRR-MAL-2024-02393,Malawi,2024,0.48,subsistence,False,1021.0,24.0,occasional,3,none,none,none,none,0.0,0.48,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,443.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2394,IRR-MAL-2019-02394,Malawi,2019,1.66,subsistence,False,723.0,26.7,occasional,2,none,none,none,none,0.0,1.66,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,480.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2395,IRR-ETH-2022-02395,Ethiopia,2022,1.58,semi-commercial,False,836.0,18.8,rare,3,none,none,none,none,0.0,1.58,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,655.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2396,IRR-KEN-2021-02396,Kenya,2021,1.34,subsistence,False,957.0,17.6,rare,4,none,none,none,none,0.0,1.34,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,579.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2397,IRR-TAN-2023-02397,Tanzania,2023,1.36,semi-commercial,False,723.0,29.8,frequent,4,none,none,none,none,0.0,1.36,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,605.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2398,IRR-ZAM-2023-02398,Zambia,2023,1.99,commercial,False,987.0,16.6,occasional,3,none,none,none,none,0.0,1.99,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,480.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2399,IRR-KEN-2022-02399,Kenya,2022,1.46,subsistence,False,764.0,29.3,occasional,7,none,none,none,none,0.0,1.46,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,657.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2400,IRR-MAL-2021-02400,Mali,2021,0.82,semi-commercial,False,817.0,31.5,rare,2,none,none,none,none,0.0,0.82,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,580.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2401,IRR-UGA-2019-02401,Uganda,2019,0.85,semi-commercial,False,927.0,23.6,occasional,4,none,none,none,none,0.0,0.85,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,505.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2402,IRR-MAL-2025-02402,Malawi,2025,1.22,semi-commercial,False,483.0,31.1,occasional,6,none,none,none,none,0.0,1.22,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,503.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2403,IRR-KEN-2025-02403,Kenya,2025,1.58,subsistence,True,1156.0,29.6,occasional,3,center_pivot,rainwater_harvesting,wind,individual,0.77,0.81,48.5,24.0,7,good,3833.0,210.0,False,0.0,False,577.0,634.0,85.8,495.0,1.62,81.2,65.7,45.8,0.0,8.0,daily,visual,fruits,22.6,1.67,1,4424.0,5771.0,False,False,False,0.0,0.0,good,high,True,False,False,21.5,traditional,high_burden
2404,IRR-MAL-2021-02404,Malawi,2021,1.83,subsistence,False,1268.0,21.2,frequent,6,none,none,none,none,0.0,1.83,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,420.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2405,IRR-GHA-2021-02405,Ghana,2021,0.92,semi-commercial,False,965.0,30.7,rare,6,none,none,none,none,0.0,0.92,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,463.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2406,IRR-MAL-2018-02406,Mali,2018,1.06,subsistence,False,997.0,21.3,rare,2,none,none,none,none,0.0,1.06,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,609.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2407,IRR-ZAM-2023-02407,Zambia,2023,1.74,semi-commercial,False,1069.0,23.2,rare,4,none,none,none,none,0.0,1.74,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,584.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2408,IRR-MAL-2020-02408,Mali,2020,0.73,semi-commercial,False,1089.0,28.6,rare,5,none,none,none,none,0.0,0.73,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,523.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2409,IRR-GHA-2022-02409,Ghana,2022,0.51,commercial,False,740.0,18.1,rare,5,none,none,none,none,0.0,0.51,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,602.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2410,IRR-UGA-2022-02410,Uganda,2022,0.74,subsistence,True,907.0,32.5,rare,2,sprinkler,reservoir,diesel,individual,0.73,0.01,98.6,29.0,11,good,1092.0,112.0,False,0.0,False,734.0,468.0,67.4,495.0,1.53,74.2,75.1,37.6,117.0,15.0,as_needed,calendar,vegetables,29.5,2.48,1,5349.0,7344.0,False,False,False,0.0,23.3,good,medium,False,False,True,10.0,modern,high_burden
2411,IRR-MAL-2019-02411,Malawi,2019,1.99,semi-commercial,True,1021.0,27.3,occasional,7,flood,groundwater,electric,individual,1.26,0.73,63.1,55.0,1,good,502.0,60.0,False,0.0,False,698.0,651.0,44.7,312.0,1.3,93.3,67.3,28.1,175.0,50.0,daily,soil_moisture,rice,53.5,1.77,3,8768.0,6980.0,False,False,False,60.4,5.0,good,low,False,False,True,0.9,traditional,high_burden
2412,IRR-KEN-2024-02412,Kenya,2024,0.39,subsistence,False,888.0,27.8,occasional,5,none,none,none,none,0.0,0.39,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,587.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2413,IRR-GHA-2022-02413,Ghana,2022,3.58,semi-commercial,False,1066.0,26.4,occasional,5,none,none,none,none,0.0,3.58,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,437.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2414,IRR-MAL-2022-02414,Mali,2022,1.01,subsistence,False,837.0,16.7,occasional,6,none,none,none,none,0.0,1.01,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,452.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2415,IRR-ETH-2023-02415,Ethiopia,2023,0.33,subsistence,False,1348.0,31.2,occasional,4,none,none,none,none,0.0,0.33,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,472.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2416,IRR-NIG-2021-02416,Nigeria,2021,2.32,semi-commercial,False,974.0,30.4,occasional,7,none,none,none,none,0.0,2.32,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,539.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2417,IRR-NIG-2018-02417,Nigeria,2018,0.83,subsistence,False,1264.0,33.3,occasional,6,none,none,none,none,0.0,0.83,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,695.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2418,IRR-TAN-2024-02418,Tanzania,2024,1.63,semi-commercial,False,710.0,27.1,occasional,3,none,none,none,none,0.0,1.63,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,565.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2419,IRR-UGA-2021-02419,Uganda,2021,4.28,subsistence,True,988.0,25.2,occasional,3,surface,river,solar,individual,1.96,2.32,45.8,104.0,7,excellent,1568.0,158.0,False,0.0,False,462.0,432.0,49.9,231.0,2.44,92.1,65.3,30.0,0.0,59.0,as_needed,calendar,rice,25.9,1.8,3,9060.0,4622.0,False,True,False,0.0,17.4,good,low,True,False,False,2.8,traditional,high_burden
2420,IRR-MAL-2021-02420,Mali,2021,1.27,commercial,False,1102.0,31.9,rare,2,none,none,none,none,0.0,1.27,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,558.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2421,IRR-NIG-2018-02421,Nigeria,2018,1.02,subsistence,True,1109.0,17.3,occasional,5,sprinkler,river,gravity,government,0.92,0.1,90.6,48.0,13,fair,1382.0,183.0,False,0.0,False,742.0,537.0,74.5,553.0,1.73,79.1,87.5,51.6,0.0,18.0,weekly,calendar,rice,32.0,2.27,2,6839.0,7423.0,False,False,False,0.0,0.0,poor,medium,False,False,False,8.5,modern,high_burden
2422,IRR-TAN-2019-02422,Tanzania,2019,3.46,commercial,False,1039.0,30.9,rare,5,none,none,none,none,0.0,3.46,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,424.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2423,IRR-GHA-2019-02423,Ghana,2019,0.76,semi-commercial,False,907.0,29.9,frequent,2,none,none,none,none,0.0,0.76,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,546.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2424,IRR-MAL-2022-02424,Malawi,2022,2.02,subsistence,True,1023.0,30.3,rare,3,drip,river,diesel,shared,1.53,0.49,75.9,91.0,15,good,3824.0,418.0,True,1666.0,True,332.0,516.0,94.1,313.0,2.23,70.9,77.2,51.5,395.0,23.0,weekly,weather_based,fruits,52.2,1.31,2,5081.0,3322.0,False,False,True,0.0,13.5,good,high,False,False,False,7.3,modern,high_burden
2425,IRR-KEN-2021-02425,Kenya,2021,0.57,semi-commercial,False,804.0,22.4,frequent,3,none,none,none,none,0.0,0.57,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,570.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2426,IRR-BUR-2022-02426,Burkina Faso,2022,1.67,subsistence,True,679.0,32.8,occasional,3,sprinkler,river,solar,private_company,0.95,0.72,56.8,45.0,10,good,1422.0,150.0,False,0.0,False,499.0,483.0,78.9,393.0,1.73,71.1,90.0,50.5,0.0,19.0,as_needed,soil_moisture,horticulture,31.0,2.0,1,4728.0,4987.0,True,True,False,0.0,20.3,good,medium,False,False,False,5.5,modern,high_burden
2427,IRR-NIG-2020-02427,Nigeria,2020,2.67,subsistence,False,1009.0,28.5,rare,4,none,none,none,none,0.0,2.67,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,411.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2428,IRR-GHA-2020-02428,Ghana,2020,0.5,subsistence,False,1051.0,25.6,rare,3,none,none,none,none,0.0,0.5,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,656.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2429,IRR-UGA-2021-02429,Uganda,2021,0.36,commercial,False,961.0,26.7,occasional,2,none,none,none,none,0.0,0.36,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,436.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2430,IRR-KEN-2019-02430,Kenya,2019,2.19,subsistence,False,727.0,23.7,rare,3,none,none,none,none,0.0,2.19,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,410.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2431,IRR-ETH-2025-02431,Ethiopia,2025,1.82,subsistence,True,545.0,33.6,occasional,4,surface,rainwater_harvesting,diesel,government,0.71,1.1,39.2,33.0,19,fair,569.0,44.0,False,0.0,False,304.0,559.0,52.1,159.0,1.39,70.2,63.2,23.1,90.0,21.0,daily,calendar,maize,46.9,2.44,3,2166.0,3044.0,False,False,False,0.0,14.5,poor,low,False,False,False,1.3,traditional,high_burden
2432,IRR-ETH-2019-02432,Ethiopia,2019,1.26,semi-commercial,False,1018.0,22.8,occasional,5,none,none,none,none,0.0,1.26,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,457.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2433,IRR-GHA-2020-02433,Ghana,2020,1.5,semi-commercial,True,699.0,29.5,frequent,5,sprinkler,groundwater,gravity,shared,0.57,0.93,38.1,32.0,8,good,858.0,53.0,True,330.0,False,796.0,419.0,81.3,647.0,1.69,80.1,73.9,48.1,0.0,11.0,as_needed,visual,rice,26.1,1.23,2,4553.0,7956.0,False,False,False,19.1,0.0,good,medium,False,True,True,4.4,modern,high_burden
2434,IRR-TAN-2019-02434,Tanzania,2019,2.68,semi-commercial,False,949.0,24.7,rare,2,none,none,none,none,0.0,2.68,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,551.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2435,IRR-NIG-2023-02435,Nigeria,2023,2.31,commercial,False,645.0,26.4,occasional,5,none,none,none,none,0.0,2.31,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,587.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2436,IRR-TAN-2024-02436,Tanzania,2024,0.84,subsistence,False,986.0,34.2,rare,7,none,none,none,none,0.0,0.84,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,425.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2437,IRR-MAL-2020-02437,Malawi,2020,0.92,commercial,False,934.0,31.3,rare,2,none,none,none,none,0.0,0.92,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,647.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2438,IRR-MAL-2021-02438,Malawi,2021,0.8,semi-commercial,False,945.0,30.9,frequent,4,none,none,none,none,0.0,0.8,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,514.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2439,IRR-ETH-2023-02439,Ethiopia,2023,0.69,commercial,False,755.0,22.1,rare,5,none,none,none,none,0.0,0.69,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,420.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2440,IRR-BUR-2021-02440,Burkina Faso,2021,1.33,subsistence,True,763.0,24.4,rare,3,drip,lake,electric,shared,0.79,0.55,59.0,34.0,2,good,1967.0,234.0,False,0.0,False,351.0,537.0,94.7,332.0,2.32,79.0,88.1,66.0,76.0,12.0,as_needed,visual,fruits,39.4,2.04,1,2761.0,3509.0,False,True,False,0.0,19.4,good,high,False,False,False,7.5,modern,high_burden
2441,IRR-NIG-2021-02441,Nigeria,2021,0.4,subsistence,False,1073.0,32.9,frequent,5,none,none,none,none,0.0,0.4,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,538.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2442,IRR-BUR-2024-02442,Burkina Faso,2024,2.75,subsistence,True,619.0,15.2,occasional,4,drip,groundwater,solar,individual,1.18,1.57,42.9,47.0,16,good,2950.0,328.0,False,0.0,False,661.0,620.0,95.0,628.0,1.98,74.7,88.1,62.5,0.0,18.0,biweekly,calendar,vegetables,45.7,1.74,2,7804.0,6615.0,False,False,False,38.5,21.0,good,high,True,False,True,4.7,modern,high_burden
2443,IRR-ETH-2023-02443,Ethiopia,2023,1.86,subsistence,True,412.0,19.5,frequent,6,surface,river,wind,individual,1.01,0.85,54.3,47.0,11,poor,807.0,104.0,False,0.0,False,717.0,541.0,56.1,402.0,1.92,71.6,87.9,35.3,0.0,30.0,daily,calendar,sugarcane,44.2,1.51,2,7231.0,7168.0,False,False,False,0.0,0.0,poor,low,False,True,False,2.0,traditional,high_burden
2444,IRR-ETH-2023-02444,Ethiopia,2023,3.93,subsistence,False,766.0,25.1,frequent,3,none,none,none,none,0.0,3.93,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,479.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2445,IRR-UGA-2018-02445,Uganda,2018,2.95,subsistence,False,858.0,27.5,occasional,2,none,none,none,none,0.0,2.95,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,610.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2446,IRR-KEN-2022-02446,Kenya,2022,5.33,subsistence,False,786.0,25.0,occasional,6,none,none,none,none,0.0,5.33,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,401.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2447,IRR-TAN-2024-02447,Tanzania,2024,0.27,semi-commercial,False,490.0,27.9,occasional,7,none,none,none,none,0.0,0.27,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,683.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2448,IRR-NIG-2019-02448,Nigeria,2019,2.97,semi-commercial,False,449.0,33.7,rare,7,none,none,none,none,0.0,2.97,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,427.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2449,IRR-MAL-2023-02449,Mali,2023,1.17,subsistence,False,1044.0,28.7,rare,6,none,none,none,none,0.0,1.17,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,567.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2450,IRR-MAL-2021-02450,Malawi,2021,1.6,semi-commercial,False,677.0,22.7,occasional,2,none,none,none,none,0.0,1.6,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,670.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2451,IRR-MAL-2021-02451,Mali,2021,9.53,semi-commercial,False,1190.0,27.4,frequent,5,none,none,none,none,0.0,9.53,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,406.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2452,IRR-MAL-2020-02452,Mali,2020,3.34,commercial,False,1228.0,31.7,occasional,2,none,none,none,none,0.0,3.34,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,653.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2453,IRR-MAL-2019-02453,Malawi,2019,5.0,subsistence,False,827.0,27.9,rare,2,none,none,none,none,0.0,5.0,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,545.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2454,IRR-MAL-2023-02454,Mali,2023,3.8,subsistence,False,662.0,19.9,occasional,3,none,none,none,none,0.0,3.8,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,509.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2455,IRR-BUR-2024-02455,Burkina Faso,2024,4.52,semi-commercial,False,1286.0,27.5,frequent,5,none,none,none,none,0.0,4.52,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,594.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2456,IRR-TAN-2025-02456,Tanzania,2025,1.01,subsistence,False,757.0,32.9,occasional,7,none,none,none,none,0.0,1.01,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,600.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2457,IRR-BUR-2020-02457,Burkina Faso,2020,3.44,semi-commercial,False,951.0,34.1,occasional,4,none,none,none,none,0.0,3.44,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,524.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2458,IRR-GHA-2020-02458,Ghana,2020,0.97,subsistence,False,820.0,18.0,frequent,5,none,none,none,none,0.0,0.97,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,569.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2459,IRR-MAL-2018-02459,Malawi,2018,1.96,subsistence,False,942.0,19.4,frequent,2,none,none,none,none,0.0,1.96,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,584.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2460,IRR-ETH-2024-02460,Ethiopia,2024,1.62,subsistence,False,648.0,24.2,rare,3,none,none,none,none,0.0,1.62,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,418.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2461,IRR-ETH-2018-02461,Ethiopia,2018,0.31,semi-commercial,False,964.0,15.4,frequent,3,none,none,none,none,0.0,0.31,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,491.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2462,IRR-MAL-2025-02462,Malawi,2025,1.59,semi-commercial,False,744.0,20.5,rare,2,none,none,none,none,0.0,1.59,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,581.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2463,IRR-ETH-2023-02463,Ethiopia,2023,1.16,semi-commercial,False,882.0,26.8,occasional,2,none,none,none,none,0.0,1.16,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,516.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2464,IRR-UGA-2019-02464,Uganda,2019,0.69,semi-commercial,False,634.0,24.1,occasional,4,none,none,none,none,0.0,0.69,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,583.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2465,IRR-BUR-2019-02465,Burkina Faso,2019,4.65,semi-commercial,False,925.0,19.7,frequent,3,none,none,none,none,0.0,4.65,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,696.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2466,IRR-TAN-2022-02466,Tanzania,2022,1.33,subsistence,False,1180.0,19.6,occasional,2,none,none,none,none,0.0,1.33,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,579.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2467,IRR-KEN-2020-02467,Kenya,2020,0.55,semi-commercial,False,701.0,30.7,frequent,7,none,none,none,none,0.0,0.55,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,464.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2468,IRR-ZAM-2018-02468,Zambia,2018,4.67,semi-commercial,False,688.0,29.1,rare,2,none,none,none,none,0.0,4.67,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,512.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2469,IRR-NIG-2018-02469,Nigeria,2018,2.55,subsistence,False,1324.0,15.1,frequent,6,none,none,none,none,0.0,2.55,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,485.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2470,IRR-BUR-2020-02470,Burkina Faso,2020,3.22,subsistence,False,900.0,24.9,rare,7,none,none,none,none,0.0,3.22,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,461.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2471,IRR-UGA-2020-02471,Uganda,2020,1.51,subsistence,False,504.0,19.2,rare,5,none,none,none,none,0.0,1.51,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,666.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2472,IRR-ETH-2018-02472,Ethiopia,2018,3.22,subsistence,False,919.0,33.7,occasional,7,none,none,none,none,0.0,3.22,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,528.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2473,IRR-ZAM-2025-02473,Zambia,2025,0.74,subsistence,False,942.0,26.0,occasional,2,none,none,none,none,0.0,0.74,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,401.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2474,IRR-ETH-2018-02474,Ethiopia,2018,1.35,subsistence,False,983.0,29.9,frequent,2,none,none,none,none,0.0,1.35,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,468.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2475,IRR-TAN-2018-02475,Tanzania,2018,1.5,subsistence,False,972.0,18.5,frequent,2,none,none,none,none,0.0,1.5,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,413.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2476,IRR-MAL-2022-02476,Malawi,2022,1.54,semi-commercial,False,602.0,23.1,occasional,7,none,none,none,none,0.0,1.54,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,497.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2477,IRR-ZAM-2023-02477,Zambia,2023,0.2,commercial,True,1284.0,21.3,occasional,5,surface,river,solar,individual,0.12,0.08,59.4,5.0,11,good,96.0,8.0,False,0.0,True,727.0,660.0,46.9,341.0,1.01,86.6,80.2,32.6,0.0,4.0,weekly,visual,fruits,35.5,2.1,1,871.0,7267.0,False,True,False,0.0,9.6,good,low,True,False,False,2.7,traditional,high_burden
2478,IRR-NIG-2022-02478,Nigeria,2022,0.61,subsistence,False,969.0,34.1,rare,2,none,none,none,none,0.0,0.61,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,680.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2479,IRR-ZAM-2021-02479,Zambia,2021,1.42,subsistence,False,1130.0,30.0,occasional,5,none,none,none,none,0.0,1.42,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,651.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2480,IRR-MAL-2021-02480,Mali,2021,2.01,semi-commercial,False,657.0,31.3,occasional,4,none,none,none,none,0.0,2.01,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,433.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2481,IRR-KEN-2024-02481,Kenya,2024,0.53,semi-commercial,False,1061.0,24.0,frequent,6,none,none,none,none,0.0,0.53,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,592.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2482,IRR-TAN-2019-02482,Tanzania,2019,0.83,semi-commercial,False,576.0,31.9,rare,6,none,none,none,none,0.0,0.83,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,679.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2483,IRR-UGA-2024-02483,Uganda,2024,0.86,semi-commercial,False,652.0,33.0,frequent,7,none,none,none,none,0.0,0.86,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,604.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2484,IRR-UGA-2020-02484,Uganda,2020,0.89,commercial,True,733.0,23.2,occasional,5,surface,groundwater,gravity,individual,0.41,0.47,46.6,14.0,7,good,331.0,20.0,True,185.0,True,341.0,515.0,54.8,187.0,2.33,86.7,83.0,39.4,0.0,12.0,biweekly,visual,rice,59.7,2.42,2,1411.0,3414.0,True,False,False,75.6,0.0,good,low,False,False,True,1.3,traditional,high_burden
2485,IRR-MAL-2022-02485,Mali,2022,0.74,subsistence,False,824.0,31.9,frequent,5,none,none,none,none,0.0,0.74,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,409.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2486,IRR-BUR-2025-02486,Burkina Faso,2025,0.87,semi-commercial,False,1181.0,22.0,rare,4,none,none,none,none,0.0,0.87,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,680.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2487,IRR-KEN-2021-02487,Kenya,2021,1.43,semi-commercial,False,1348.0,29.6,frequent,4,none,none,none,none,0.0,1.43,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,565.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2488,IRR-ZAM-2021-02488,Zambia,2021,2.38,subsistence,False,858.0,19.4,occasional,4,none,none,none,none,0.0,2.38,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,616.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2489,IRR-MAL-2019-02489,Mali,2019,2.73,semi-commercial,False,636.0,25.6,occasional,3,none,none,none,none,0.0,2.73,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,566.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2490,IRR-KEN-2023-02490,Kenya,2023,1.07,subsistence,False,969.0,19.3,occasional,3,none,none,none,none,0.0,1.07,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,689.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2491,IRR-ETH-2020-02491,Ethiopia,2020,1.37,subsistence,False,576.0,16.1,occasional,2,none,none,none,none,0.0,1.37,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,456.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2492,IRR-UGA-2022-02492,Uganda,2022,3.75,commercial,False,964.0,17.4,rare,5,none,none,none,none,0.0,3.75,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,673.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2493,IRR-KEN-2021-02493,Kenya,2021,1.31,semi-commercial,False,978.0,17.2,rare,4,none,none,none,none,0.0,1.31,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,503.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2494,IRR-GHA-2025-02494,Ghana,2025,1.26,commercial,False,888.0,30.6,rare,6,none,none,none,none,0.0,1.26,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,669.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2495,IRR-MAL-2024-02495,Mali,2024,1.48,subsistence,False,1013.0,16.1,rare,4,none,none,none,none,0.0,1.48,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,619.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2496,IRR-GHA-2025-02496,Ghana,2025,1.58,subsistence,False,522.0,23.7,occasional,3,none,none,none,none,0.0,1.58,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,674.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2497,IRR-ETH-2024-02497,Ethiopia,2024,0.99,semi-commercial,False,674.0,17.5,occasional,4,none,none,none,none,0.0,0.99,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,524.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2498,IRR-NIG-2020-02498,Nigeria,2020,0.91,subsistence,False,1079.0,27.6,occasional,5,none,none,none,none,0.0,0.91,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,488.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2499,IRR-BUR-2025-02499,Burkina Faso,2025,2.49,commercial,False,638.0,31.4,occasional,4,none,none,none,none,0.0,2.49,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,664.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2500,IRR-NIG-2025-02500,Nigeria,2025,0.67,semi-commercial,False,828.0,18.6,occasional,7,none,none,none,none,0.0,0.67,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,551.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2501,IRR-TAN-2018-02501,Tanzania,2018,1.18,semi-commercial,False,1127.0,17.0,frequent,6,none,none,none,none,0.0,1.18,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,610.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2502,IRR-GHA-2025-02502,Ghana,2025,1.76,subsistence,True,923.0,27.4,rare,6,sprinkler,river,solar,shared,1.44,0.32,81.8,69.0,5,fair,2164.0,311.0,True,962.0,False,465.0,664.0,82.4,383.0,2.03,92.6,83.9,64.0,0.0,29.0,weekly,calendar,maize,55.9,1.45,1,6713.0,4653.0,False,False,False,0.0,17.4,poor,medium,False,False,False,4.4,modern,high_burden
2503,IRR-BUR-2023-02503,Burkina Faso,2023,1.74,subsistence,False,816.0,33.2,frequent,3,none,none,none,none,0.0,1.74,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,693.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2504,IRR-ETH-2021-02504,Ethiopia,2021,1.28,semi-commercial,False,912.0,30.9,occasional,3,none,none,none,none,0.0,1.28,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,478.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2505,IRR-NIG-2025-02505,Nigeria,2025,0.85,subsistence,True,1126.0,34.8,occasional,4,flood,river,solar,shared,0.5,0.34,59.3,19.0,8,good,201.0,20.0,False,0.0,True,425.0,560.0,38.4,163.0,2.04,81.5,68.2,21.3,0.0,20.0,biweekly,visual,rice,22.0,1.21,1,2130.0,4246.0,True,False,True,0.0,20.1,good,low,False,False,False,2.2,traditional,high_burden
2506,IRR-UGA-2021-02506,Uganda,2021,0.98,semi-commercial,False,969.0,19.3,rare,4,none,none,none,none,0.0,0.98,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,549.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2507,IRR-NIG-2021-02507,Nigeria,2021,3.21,subsistence,False,400.0,27.0,rare,4,none,none,none,none,0.0,3.21,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,552.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2508,IRR-TAN-2023-02508,Tanzania,2023,2.58,subsistence,False,858.0,16.7,frequent,3,none,none,none,none,0.0,2.58,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,641.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2509,IRR-BUR-2019-02509,Burkina Faso,2019,1.0,subsistence,False,1066.0,32.3,rare,7,none,none,none,none,0.0,1.0,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,443.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2510,IRR-MAL-2018-02510,Mali,2018,1.28,subsistence,False,583.0,20.0,occasional,7,none,none,none,none,0.0,1.28,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,636.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2511,IRR-KEN-2024-02511,Kenya,2024,1.27,semi-commercial,False,998.0,24.7,frequent,4,none,none,none,none,0.0,1.27,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,431.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2512,IRR-GHA-2023-02512,Ghana,2023,0.67,subsistence,False,928.0,27.9,occasional,5,none,none,none,none,0.0,0.67,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,450.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2513,IRR-ZAM-2020-02513,Zambia,2020,1.88,commercial,False,694.0,20.0,occasional,3,none,none,none,none,0.0,1.88,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,492.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2514,IRR-ETH-2022-02514,Ethiopia,2022,1.18,subsistence,False,1712.0,33.5,occasional,4,none,none,none,none,0.0,1.18,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,633.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2515,IRR-GHA-2021-02515,Ghana,2021,1.25,subsistence,False,1006.0,17.1,rare,7,none,none,none,none,0.0,1.25,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,491.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2516,IRR-KEN-2024-02516,Kenya,2024,2.03,semi-commercial,False,569.0,30.1,occasional,4,none,none,none,none,0.0,2.03,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,614.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2517,IRR-KEN-2018-02517,Kenya,2018,1.45,semi-commercial,False,871.0,20.7,occasional,3,none,none,none,none,0.0,1.45,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,632.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2518,IRR-BUR-2018-02518,Burkina Faso,2018,1.08,commercial,False,1032.0,35.0,frequent,7,none,none,none,none,0.0,1.08,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,425.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2519,IRR-MAL-2021-02519,Malawi,2021,1.01,semi-commercial,False,400.0,25.9,rare,2,none,none,none,none,0.0,1.01,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,679.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2520,IRR-GHA-2024-02520,Ghana,2024,1.83,commercial,False,882.0,19.1,occasional,6,none,none,none,none,0.0,1.83,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,605.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2521,IRR-MAL-2021-02521,Malawi,2021,0.56,semi-commercial,False,1234.0,29.7,occasional,6,none,none,none,none,0.0,0.56,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,486.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2522,IRR-GHA-2021-02522,Ghana,2021,1.22,subsistence,False,1204.0,20.7,occasional,4,none,none,none,none,0.0,1.22,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,675.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2523,IRR-TAN-2021-02523,Tanzania,2021,0.53,commercial,False,955.0,23.4,rare,6,none,none,none,none,0.0,0.53,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,687.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2524,IRR-MAL-2024-02524,Mali,2024,1.17,semi-commercial,False,926.0,28.8,rare,4,none,none,none,none,0.0,1.17,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,593.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2525,IRR-UGA-2019-02525,Uganda,2019,1.9,semi-commercial,False,969.0,30.4,occasional,5,none,none,none,none,0.0,1.9,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,523.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2526,IRR-TAN-2019-02526,Tanzania,2019,0.91,subsistence,False,428.0,15.3,occasional,5,none,none,none,none,0.0,0.91,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,614.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2527,IRR-KEN-2024-02527,Kenya,2024,2.59,subsistence,False,400.0,27.9,rare,3,none,none,none,none,0.0,2.59,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,622.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2528,IRR-NIG-2019-02528,Nigeria,2019,0.8,subsistence,False,1195.0,16.0,rare,7,none,none,none,none,0.0,0.8,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,429.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2529,IRR-MAL-2025-02529,Mali,2025,6.01,subsistence,False,641.0,26.4,rare,6,none,none,none,none,0.0,6.01,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,679.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2530,IRR-NIG-2021-02530,Nigeria,2021,2.36,subsistence,False,769.0,28.2,frequent,6,none,none,none,none,0.0,2.36,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,493.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2531,IRR-KEN-2024-02531,Kenya,2024,0.62,semi-commercial,False,400.0,32.6,occasional,6,none,none,none,none,0.0,0.62,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,685.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2532,IRR-NIG-2019-02532,Nigeria,2019,1.8,semi-commercial,False,738.0,21.3,occasional,7,none,none,none,none,0.0,1.8,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,467.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2533,IRR-TAN-2025-02533,Tanzania,2025,1.66,semi-commercial,False,837.0,16.2,frequent,2,none,none,none,none,0.0,1.66,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,406.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2534,IRR-NIG-2023-02534,Nigeria,2023,1.74,commercial,False,738.0,28.2,rare,3,none,none,none,none,0.0,1.74,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,477.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2535,IRR-KEN-2022-02535,Kenya,2022,2.41,semi-commercial,True,954.0,24.7,rare,7,surface,groundwater,solar,individual,1.22,1.19,50.6,49.0,16,good,975.0,79.0,True,573.0,False,584.0,620.0,51.7,302.0,1.05,76.7,89.5,35.5,0.0,37.0,as_needed,visual,fruits,52.7,1.68,2,7117.0,5839.0,True,False,False,60.9,3.7,good,low,False,False,True,1.5,traditional,high_burden
2536,IRR-ZAM-2018-02536,Zambia,2018,4.76,subsistence,False,1076.0,31.1,frequent,2,none,none,none,none,0.0,4.76,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,440.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2537,IRR-MAL-2025-02537,Mali,2025,1.27,commercial,False,1074.0,15.3,rare,4,none,none,none,none,0.0,1.27,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,452.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2538,IRR-ETH-2025-02538,Ethiopia,2025,1.28,subsistence,False,774.0,25.8,rare,3,none,none,none,none,0.0,1.28,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,527.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2539,IRR-MAL-2022-02539,Mali,2022,3.22,subsistence,False,852.0,30.2,frequent,4,none,none,none,none,0.0,3.22,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,616.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2540,IRR-MAL-2018-02540,Malawi,2018,2.03,commercial,False,400.0,26.4,occasional,2,none,none,none,none,0.0,2.03,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,667.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2541,IRR-ZAM-2020-02541,Zambia,2020,0.83,semi-commercial,True,1054.0,22.5,occasional,4,flood,river,diesel,shared,0.79,0.04,95.0,24.0,19,good,316.0,38.0,False,0.0,False,610.0,522.0,38.8,237.0,1.58,77.8,62.7,19.0,181.0,32.0,weekly,visual,rice,54.8,1.63,1,4826.0,6105.0,False,True,False,0.0,3.8,good,low,False,False,False,1.4,traditional,high_burden
2542,IRR-GHA-2023-02542,Ghana,2023,1.18,subsistence,False,921.0,30.9,occasional,2,none,none,none,none,0.0,1.18,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,580.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2543,IRR-ETH-2024-02543,Ethiopia,2024,0.77,subsistence,True,710.0,19.0,occasional,3,drip,river,gravity,individual,0.73,0.05,93.9,28.0,18,fair,1814.0,210.0,False,0.0,False,434.0,562.0,90.5,393.0,2.37,75.6,76.7,52.5,0.0,11.0,weekly,calendar,rice,40.9,1.27,1,3148.0,4337.0,False,False,False,0.0,0.0,poor,high,False,False,False,11.5,modern,high_burden
2544,IRR-MAL-2020-02544,Mali,2020,2.75,subsistence,False,887.0,26.2,rare,2,none,none,none,none,0.0,2.75,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,583.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2545,IRR-UGA-2020-02545,Uganda,2020,0.91,subsistence,False,1036.0,27.6,occasional,5,none,none,none,none,0.0,0.91,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,523.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2546,IRR-MAL-2024-02546,Malawi,2024,1.39,subsistence,False,1049.0,22.9,occasional,7,none,none,none,none,0.0,1.39,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,478.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2547,IRR-ZAM-2020-02547,Zambia,2020,0.84,subsistence,False,933.0,32.6,occasional,7,none,none,none,none,0.0,0.84,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,650.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2548,IRR-ZAM-2020-02548,Zambia,2020,1.21,subsistence,False,1128.0,20.8,occasional,7,none,none,none,none,0.0,1.21,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,658.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2549,IRR-MAL-2021-02549,Mali,2021,0.93,semi-commercial,False,646.0,28.8,occasional,3,none,none,none,none,0.0,0.93,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,672.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2550,IRR-ZAM-2019-02550,Zambia,2019,1.67,commercial,False,937.0,23.7,rare,6,none,none,none,none,0.0,1.67,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,433.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2551,IRR-GHA-2018-02551,Ghana,2018,1.35,semi-commercial,False,1136.0,30.8,occasional,4,none,none,none,none,0.0,1.35,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,555.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2552,IRR-GHA-2025-02552,Ghana,2025,0.39,semi-commercial,True,859.0,15.1,rare,4,sprinkler,wetland,solar,shared,0.25,0.14,63.2,13.0,17,fair,369.0,39.0,False,0.0,True,496.0,504.0,77.0,382.0,2.3,71.7,77.6,42.8,0.0,5.0,biweekly,calendar,cotton,55.9,2.09,1,1220.0,4958.0,False,True,True,0.0,16.8,poor,medium,True,False,False,3.4,modern,high_burden
2553,IRR-ZAM-2020-02553,Zambia,2020,2.48,subsistence,True,796.0,33.0,frequent,2,sprinkler,river,diesel,shared,1.89,0.59,76.3,98.0,18,good,2835.0,375.0,False,0.0,False,788.0,629.0,71.1,560.0,1.09,72.4,67.6,34.8,375.0,38.0,biweekly,calendar,vegetables,41.4,1.36,1,14884.0,7876.0,False,False,True,0.0,6.1,good,medium,False,False,False,5.5,modern,high_burden
2554,IRR-MAL-2023-02554,Malawi,2023,1.0,commercial,False,541.0,27.9,rare,6,none,none,none,none,0.0,1.0,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,592.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2555,IRR-MAL-2024-02555,Malawi,2024,2.54,subsistence,False,822.0,19.6,rare,2,none,none,none,none,0.0,2.54,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,578.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2556,IRR-TAN-2024-02556,Tanzania,2024,0.86,semi-commercial,False,895.0,24.3,occasional,4,none,none,none,none,0.0,0.86,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,519.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2557,IRR-BUR-2019-02557,Burkina Faso,2019,0.59,commercial,False,893.0,33.4,occasional,2,none,none,none,none,0.0,0.59,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,625.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2558,IRR-ZAM-2018-02558,Zambia,2018,1.43,commercial,False,614.0,21.3,rare,6,none,none,none,none,0.0,1.43,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,636.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2559,IRR-UGA-2018-02559,Uganda,2018,1.53,subsistence,False,1013.0,25.9,frequent,5,none,none,none,none,0.0,1.53,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,612.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2560,IRR-GHA-2021-02560,Ghana,2021,1.48,commercial,False,955.0,34.8,occasional,4,none,none,none,none,0.0,1.48,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,627.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2561,IRR-UGA-2024-02561,Uganda,2024,1.7,subsistence,False,972.0,20.8,frequent,5,none,none,none,none,0.0,1.7,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,628.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2562,IRR-TAN-2021-02562,Tanzania,2021,0.64,semi-commercial,False,592.0,19.1,rare,2,none,none,none,none,0.0,0.64,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,602.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2563,IRR-KEN-2018-02563,Kenya,2018,1.12,subsistence,False,1508.0,19.9,occasional,5,none,none,none,none,0.0,1.12,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,678.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2564,IRR-KEN-2024-02564,Kenya,2024,1.33,semi-commercial,False,943.0,17.9,rare,5,none,none,none,none,0.0,1.33,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,618.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2565,IRR-MAL-2021-02565,Mali,2021,6.05,semi-commercial,False,1407.0,26.9,rare,3,none,none,none,none,0.0,6.05,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,590.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2566,IRR-NIG-2020-02566,Nigeria,2020,0.59,subsistence,False,693.0,33.7,occasional,4,none,none,none,none,0.0,0.59,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,610.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2567,IRR-ETH-2021-02567,Ethiopia,2021,0.74,commercial,False,996.0,28.6,frequent,5,none,none,none,none,0.0,0.74,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,529.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2568,IRR-NIG-2019-02568,Nigeria,2019,0.69,subsistence,False,605.0,34.5,rare,5,none,none,none,none,0.0,0.69,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,618.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2569,IRR-KEN-2019-02569,Kenya,2019,1.54,semi-commercial,False,1109.0,27.9,rare,7,none,none,none,none,0.0,1.54,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,582.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2570,IRR-MAL-2020-02570,Malawi,2020,2.38,subsistence,False,1257.0,21.3,rare,5,none,none,none,none,0.0,2.38,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,561.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2571,IRR-MAL-2024-02571,Mali,2024,1.64,subsistence,False,730.0,24.3,rare,7,none,none,none,none,0.0,1.64,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,651.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2572,IRR-UGA-2022-02572,Uganda,2022,1.96,subsistence,False,938.0,30.7,rare,5,none,none,none,none,0.0,1.96,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,581.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2573,IRR-UGA-2024-02573,Uganda,2024,1.41,subsistence,False,733.0,20.6,rare,6,none,none,none,none,0.0,1.41,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,571.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2574,IRR-MAL-2025-02574,Malawi,2025,1.28,subsistence,False,782.0,16.4,occasional,7,none,none,none,none,0.0,1.28,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,507.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2575,IRR-UGA-2024-02575,Uganda,2024,0.89,subsistence,False,931.0,23.8,occasional,2,none,none,none,none,0.0,0.89,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,690.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2576,IRR-MAL-2023-02576,Mali,2023,0.48,semi-commercial,False,455.0,21.9,occasional,7,none,none,none,none,0.0,0.48,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,406.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2577,IRR-GHA-2019-02577,Ghana,2019,0.47,subsistence,False,400.0,19.5,occasional,4,none,none,none,none,0.0,0.47,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,537.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2578,IRR-MAL-2022-02578,Malawi,2022,1.23,subsistence,False,727.0,22.3,rare,6,none,none,none,none,0.0,1.23,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,662.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2579,IRR-MAL-2025-02579,Mali,2025,0.41,semi-commercial,False,1255.0,31.2,rare,3,none,none,none,none,0.0,0.41,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,645.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2580,IRR-ETH-2025-02580,Ethiopia,2025,0.52,semi-commercial,False,884.0,29.4,occasional,2,none,none,none,none,0.0,0.52,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,566.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2581,IRR-ZAM-2025-02581,Zambia,2025,0.99,subsistence,True,1060.0,23.3,frequent,7,sprinkler,groundwater,solar,shared,0.74,0.25,74.7,36.0,16,good,1107.0,148.0,False,0.0,False,705.0,439.0,81.5,575.0,1.33,80.7,67.6,44.4,0.0,15.0,weekly,calendar,vegetables,23.5,1.44,3,5207.0,7054.0,True,False,True,33.0,12.4,good,medium,False,False,True,9.5,modern,high_burden
2582,IRR-GHA-2020-02582,Ghana,2020,3.23,subsistence,False,400.0,33.0,rare,3,none,none,none,none,0.0,3.23,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,553.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2583,IRR-NIG-2022-02583,Nigeria,2022,4.71,semi-commercial,False,1018.0,20.6,rare,6,none,none,none,none,0.0,4.71,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,444.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2584,IRR-NIG-2022-02584,Nigeria,2022,2.4,subsistence,True,601.0,28.8,frequent,5,surface,river,solar,shared,2.03,0.38,84.2,62.0,5,fair,1620.0,160.0,False,0.0,False,430.0,608.0,59.8,257.0,0.85,82.9,81.3,40.3,0.0,61.0,biweekly,weather_based,vegetables,51.3,1.77,1,8708.0,4300.0,True,False,True,0.0,17.7,poor,low,True,False,False,2.6,traditional,high_burden
2585,IRR-NIG-2021-02585,Nigeria,2021,18.52,subsistence,False,1298.0,34.3,occasional,7,none,none,none,none,0.0,18.52,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,498.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2586,IRR-ZAM-2018-02586,Zambia,2018,4.27,subsistence,False,481.0,17.5,frequent,6,none,none,none,none,0.0,4.27,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,521.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2587,IRR-TAN-2025-02587,Tanzania,2025,2.94,semi-commercial,False,1006.0,29.9,rare,6,none,none,none,none,0.0,2.94,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,501.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2588,IRR-MAL-2025-02588,Mali,2025,1.63,subsistence,False,1054.0,32.3,frequent,5,none,none,none,none,0.0,1.63,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,647.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2589,IRR-BUR-2020-02589,Burkina Faso,2020,0.87,semi-commercial,False,1221.0,31.3,frequent,6,none,none,none,none,0.0,0.87,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,417.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2590,IRR-ETH-2022-02590,Ethiopia,2022,1.57,commercial,False,465.0,29.2,frequent,7,none,none,none,none,0.0,1.57,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,416.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2591,IRR-ZAM-2020-02591,Zambia,2020,0.44,subsistence,False,659.0,31.9,frequent,7,none,none,none,none,0.0,0.44,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,406.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2592,IRR-UGA-2020-02592,Uganda,2020,1.48,subsistence,False,616.0,26.3,frequent,2,none,none,none,none,0.0,1.48,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,466.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2593,IRR-MAL-2021-02593,Mali,2021,2.68,semi-commercial,False,842.0,21.2,frequent,7,none,none,none,none,0.0,2.68,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,422.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2594,IRR-ETH-2021-02594,Ethiopia,2021,0.53,commercial,False,1109.0,16.5,rare,4,none,none,none,none,0.0,0.53,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,418.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2595,IRR-MAL-2018-02595,Mali,2018,3.23,subsistence,False,400.0,26.6,rare,2,none,none,none,none,0.0,3.23,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,622.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2596,IRR-BUR-2024-02596,Burkina Faso,2024,1.24,subsistence,False,747.0,23.2,rare,3,none,none,none,none,0.0,1.24,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,414.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2597,IRR-ZAM-2018-02597,Zambia,2018,1.6,subsistence,False,922.0,27.8,rare,6,none,none,none,none,0.0,1.6,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,498.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2598,IRR-ETH-2023-02598,Ethiopia,2023,0.37,semi-commercial,False,1053.0,24.5,occasional,2,none,none,none,none,0.0,0.37,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,456.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2599,IRR-MAL-2024-02599,Mali,2024,1.42,subsistence,False,534.0,32.3,frequent,7,none,none,none,none,0.0,1.42,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,665.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2600,IRR-KEN-2024-02600,Kenya,2024,1.82,subsistence,False,961.0,25.9,rare,6,none,none,none,none,0.0,1.82,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,416.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2601,IRR-GHA-2023-02601,Ghana,2023,3.4,subsistence,False,1426.0,29.8,occasional,2,none,none,none,none,0.0,3.4,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,458.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2602,IRR-KEN-2025-02602,Kenya,2025,1.08,subsistence,False,1166.0,18.5,occasional,3,none,none,none,none,0.0,1.08,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,487.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2603,IRR-BUR-2023-02603,Burkina Faso,2023,2.32,subsistence,False,747.0,24.4,occasional,5,none,none,none,none,0.0,2.32,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,507.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2604,IRR-NIG-2023-02604,Nigeria,2023,0.55,subsistence,True,928.0,16.2,rare,7,flood,river,solar,individual,0.5,0.05,90.6,27.0,11,poor,199.0,23.0,False,0.0,False,682.0,656.0,49.1,335.0,1.32,71.4,62.6,22.0,0.0,20.0,as_needed,calendar,cotton,30.7,1.69,2,3391.0,6818.0,False,True,False,0.0,3.3,poor,low,False,False,False,2.4,traditional,high_burden
2605,IRR-MAL-2025-02605,Malawi,2025,1.62,subsistence,False,1144.0,20.5,rare,3,none,none,none,none,0.0,1.62,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,531.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2606,IRR-UGA-2021-02606,Uganda,2021,4.43,subsistence,False,1199.0,23.3,rare,6,none,none,none,none,0.0,4.43,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,548.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2607,IRR-TAN-2020-02607,Tanzania,2020,0.51,subsistence,False,969.0,17.3,rare,5,none,none,none,none,0.0,0.51,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,468.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2608,IRR-UGA-2025-02608,Uganda,2025,1.0,subsistence,True,959.0,15.6,occasional,4,sprinkler,river,manual,government,0.49,0.51,49.3,19.0,8,fair,738.0,71.0,True,347.0,False,485.0,651.0,76.7,372.0,0.83,77.5,86.9,51.7,0.0,10.0,as_needed,calendar,rice,24.1,2.48,1,2389.0,4854.0,False,True,True,0.0,0.0,poor,medium,False,False,False,6.1,modern,high_burden
2609,IRR-TAN-2024-02609,Tanzania,2024,2.9,subsistence,False,869.0,34.3,occasional,7,none,none,none,none,0.0,2.9,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,487.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2610,IRR-GHA-2025-02610,Ghana,2025,0.63,commercial,True,951.0,32.1,frequent,6,sprinkler,river,electric,individual,0.4,0.23,63.7,15.0,17,poor,603.0,68.0,False,0.0,False,672.0,659.0,77.5,521.0,2.12,84.4,85.1,55.7,23.0,8.0,as_needed,soil_moisture,sugarcane,27.5,2.2,1,2704.0,6722.0,False,False,False,0.0,9.1,poor,medium,False,True,False,6.9,modern,high_burden
2611,IRR-TAN-2025-02611,Tanzania,2025,1.06,semi-commercial,False,727.0,27.4,rare,3,none,none,none,none,0.0,1.06,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,470.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2612,IRR-ZAM-2024-02612,Zambia,2024,2.12,semi-commercial,False,628.0,22.5,frequent,4,none,none,none,none,0.0,2.12,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,683.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2613,IRR-UGA-2025-02613,Uganda,2025,1.44,subsistence,True,988.0,25.7,rare,6,manual,rainwater_harvesting,diesel,individual,0.68,0.76,47.5,31.0,19,good,137.0,19.0,False,0.0,False,622.0,402.0,60.2,375.0,1.9,78.8,69.7,33.1,120.0,55.0,daily,visual,vegetables,59.5,1.47,2,4253.0,6221.0,True,False,True,0.0,18.0,good,low,False,False,False,0.3,traditional,high_burden
2614,IRR-MAL-2024-02614,Malawi,2024,2.86,subsistence,False,837.0,30.9,occasional,7,none,none,none,none,0.0,2.86,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,616.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2615,IRR-BUR-2021-02615,Burkina Faso,2021,5.33,commercial,False,682.0,17.1,occasional,4,none,none,none,none,0.0,5.33,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,696.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2616,IRR-ZAM-2018-02616,Zambia,2018,2.58,subsistence,False,1286.0,28.0,occasional,6,none,none,none,none,0.0,2.58,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,661.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2617,IRR-ETH-2018-02617,Ethiopia,2018,6.58,subsistence,False,932.0,29.3,occasional,2,none,none,none,none,0.0,6.58,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,423.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2618,IRR-NIG-2024-02618,Nigeria,2024,1.3,semi-commercial,False,1224.0,27.6,occasional,7,none,none,none,none,0.0,1.3,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,610.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2619,IRR-NIG-2021-02619,Nigeria,2021,1.39,subsistence,False,763.0,21.5,frequent,4,none,none,none,none,0.0,1.39,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,694.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2620,IRR-UGA-2023-02620,Uganda,2023,0.57,semi-commercial,False,1200.0,31.3,occasional,4,none,none,none,none,0.0,0.57,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,473.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2621,IRR-MAL-2025-02621,Malawi,2025,3.23,subsistence,False,615.0,19.2,occasional,3,none,none,none,none,0.0,3.23,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,556.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2622,IRR-BUR-2023-02622,Burkina Faso,2023,0.26,semi-commercial,False,923.0,17.8,occasional,2,none,none,none,none,0.0,0.26,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,636.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2623,IRR-MAL-2019-02623,Mali,2019,1.45,semi-commercial,False,1109.0,22.6,frequent,6,none,none,none,none,0.0,1.45,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,508.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2624,IRR-BUR-2021-02624,Burkina Faso,2021,0.75,subsistence,False,843.0,30.7,occasional,3,none,none,none,none,0.0,0.75,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,600.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2625,IRR-KEN-2022-02625,Kenya,2022,1.93,semi-commercial,False,1389.0,19.1,occasional,3,none,none,none,none,0.0,1.93,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,490.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2626,IRR-KEN-2018-02626,Kenya,2018,0.57,semi-commercial,False,480.0,34.7,occasional,5,none,none,none,none,0.0,0.57,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,622.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2627,IRR-MAL-2023-02627,Mali,2023,1.59,subsistence,True,1228.0,22.5,rare,4,drip,wetland,electric,shared,0.58,1.01,36.8,20.0,2,fair,1462.0,74.0,False,0.0,False,498.0,515.0,85.4,425.0,1.03,89.6,72.0,55.1,48.0,9.0,as_needed,calendar,rice,51.0,2.18,1,2911.0,4979.0,True,False,False,0.0,16.6,poor,high,False,False,False,3.6,modern,high_burden
2628,IRR-KEN-2025-02628,Kenya,2025,2.8,subsistence,False,931.0,25.8,frequent,6,none,none,none,none,0.0,2.8,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,568.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2629,IRR-TAN-2025-02629,Tanzania,2025,0.73,semi-commercial,False,860.0,15.7,frequent,3,none,none,none,none,0.0,0.73,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,533.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2630,IRR-GHA-2024-02630,Ghana,2024,1.28,subsistence,False,1215.0,17.1,occasional,4,none,none,none,none,0.0,1.28,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,503.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2631,IRR-UGA-2024-02631,Uganda,2024,1.89,subsistence,False,1168.0,32.8,occasional,7,none,none,none,none,0.0,1.89,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,577.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2632,IRR-ETH-2020-02632,Ethiopia,2020,1.15,subsistence,True,961.0,34.8,rare,2,flood,lake,solar,cooperative,0.36,0.79,31.5,18.0,13,good,145.0,8.0,False,0.0,True,515.0,423.0,46.6,240.0,2.27,94.3,85.7,37.6,0.0,14.0,weekly,weather_based,horticulture,46.7,1.79,1,1866.0,5147.0,False,False,False,0.0,6.1,good,low,True,False,False,0.5,traditional,high_burden
2633,IRR-ETH-2019-02633,Ethiopia,2019,1.3,semi-commercial,False,1010.0,28.7,rare,2,none,none,none,none,0.0,1.3,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,430.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2634,IRR-ZAM-2022-02634,Zambia,2022,0.46,semi-commercial,False,1243.0,33.2,occasional,4,none,none,none,none,0.0,0.46,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,494.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2635,IRR-BUR-2019-02635,Burkina Faso,2019,0.92,semi-commercial,False,655.0,26.8,occasional,2,none,none,none,none,0.0,0.92,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,441.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2636,IRR-MAL-2018-02636,Malawi,2018,1.99,subsistence,False,478.0,18.4,frequent,4,none,none,none,none,0.0,1.99,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,517.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2637,IRR-BUR-2024-02637,Burkina Faso,2024,0.29,semi-commercial,False,862.0,24.9,frequent,6,none,none,none,none,0.0,0.29,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,416.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2638,IRR-UGA-2022-02638,Uganda,2022,0.34,commercial,False,400.0,31.0,rare,3,none,none,none,none,0.0,0.34,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,540.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2639,IRR-UGA-2022-02639,Uganda,2022,1.35,semi-commercial,False,1119.0,18.4,frequent,7,none,none,none,none,0.0,1.35,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,494.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2640,IRR-UGA-2018-02640,Uganda,2018,1.38,subsistence,False,682.0,24.8,rare,7,none,none,none,none,0.0,1.38,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,675.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2641,IRR-GHA-2023-02641,Ghana,2023,3.6,commercial,False,588.0,29.7,rare,4,none,none,none,none,0.0,3.6,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,553.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2642,IRR-UGA-2022-02642,Uganda,2022,1.61,subsistence,False,519.0,20.3,occasional,2,none,none,none,none,0.0,1.61,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,512.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2643,IRR-ETH-2020-02643,Ethiopia,2020,2.7,subsistence,False,980.0,18.6,rare,3,none,none,none,none,0.0,2.7,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,461.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2644,IRR-KEN-2022-02644,Kenya,2022,0.49,subsistence,False,1604.0,31.7,rare,4,none,none,none,none,0.0,0.49,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,489.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2645,IRR-MAL-2019-02645,Malawi,2019,0.79,subsistence,False,888.0,34.3,occasional,4,none,none,none,none,0.0,0.79,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,619.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2646,IRR-TAN-2021-02646,Tanzania,2021,0.99,subsistence,False,1486.0,23.9,rare,7,none,none,none,none,0.0,0.99,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,467.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2647,IRR-MAL-2019-02647,Mali,2019,1.4,semi-commercial,False,1221.0,25.3,occasional,2,none,none,none,none,0.0,1.4,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,422.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2648,IRR-KEN-2018-02648,Kenya,2018,2.86,subsistence,False,1163.0,34.7,occasional,2,none,none,none,none,0.0,2.86,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,539.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2649,IRR-NIG-2019-02649,Nigeria,2019,2.37,semi-commercial,False,520.0,34.3,occasional,5,none,none,none,none,0.0,2.37,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,653.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2650,IRR-ETH-2019-02650,Ethiopia,2019,2.37,subsistence,False,1063.0,15.7,frequent,4,none,none,none,none,0.0,2.37,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,614.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2651,IRR-GHA-2020-02651,Ghana,2020,2.0,subsistence,False,576.0,22.3,rare,4,none,none,none,none,0.0,2.0,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,559.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2652,IRR-NIG-2023-02652,Nigeria,2023,0.64,subsistence,True,947.0,16.4,occasional,4,center_pivot,wetland,solar,individual,0.34,0.3,53.5,14.0,8,fair,1707.0,191.0,False,0.0,False,656.0,504.0,70.4,462.0,1.07,85.8,64.2,38.8,0.0,3.0,weekly,calendar,horticulture,34.8,2.31,1,2239.0,6558.0,True,False,False,0.0,14.8,poor,high,False,False,False,15.4,traditional,high_burden
2653,IRR-TAN-2023-02653,Tanzania,2023,2.08,subsistence,False,860.0,24.0,rare,3,none,none,none,none,0.0,2.08,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,569.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2654,IRR-ETH-2024-02654,Ethiopia,2024,1.7,semi-commercial,False,693.0,16.0,occasional,4,none,none,none,none,0.0,1.7,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,607.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2655,IRR-TAN-2023-02655,Tanzania,2023,1.06,semi-commercial,True,960.0,16.3,frequent,5,sprinkler,reservoir,solar,individual,0.74,0.32,69.5,43.0,0,fair,1106.0,65.0,False,0.0,False,689.0,512.0,81.4,561.0,1.09,87.7,64.2,45.8,0.0,15.0,as_needed,visual,sugarcane,58.7,1.76,2,5083.0,6892.0,True,True,False,0.0,17.0,poor,medium,False,True,False,3.6,modern,high_burden
2656,IRR-BUR-2020-02656,Burkina Faso,2020,2.14,subsistence,True,1194.0,20.5,occasional,4,sprinkler,lake,diesel,individual,1.83,0.31,85.6,94.0,16,good,2746.0,350.0,False,0.0,True,513.0,530.0,76.9,394.0,1.67,80.8,89.9,55.8,223.0,37.0,biweekly,visual,maize,30.0,1.93,2,9385.0,5127.0,True,False,False,0.0,5.5,good,medium,False,False,False,8.6,modern,high_burden
2657,IRR-ETH-2019-02657,Ethiopia,2019,1.23,semi-commercial,False,902.0,19.9,rare,6,none,none,none,none,0.0,1.23,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,570.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2658,IRR-MAL-2020-02658,Mali,2020,1.64,commercial,False,1021.0,28.5,rare,7,none,none,none,none,0.0,1.64,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,576.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2659,IRR-MAL-2020-02659,Mali,2020,0.93,subsistence,False,583.0,19.6,occasional,3,none,none,none,none,0.0,0.93,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,538.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2660,IRR-MAL-2025-02660,Malawi,2025,1.12,semi-commercial,False,885.0,23.4,occasional,3,none,none,none,none,0.0,1.12,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,659.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2661,IRR-ZAM-2019-02661,Zambia,2019,1.34,semi-commercial,False,686.0,18.0,frequent,5,none,none,none,none,0.0,1.34,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,515.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2662,IRR-KEN-2022-02662,Kenya,2022,1.69,subsistence,False,906.0,25.6,frequent,7,none,none,none,none,0.0,1.69,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,682.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2663,IRR-TAN-2025-02663,Tanzania,2025,2.33,subsistence,False,630.0,23.5,frequent,4,none,none,none,none,0.0,2.33,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,519.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2664,IRR-KEN-2020-02664,Kenya,2020,0.88,subsistence,False,1213.0,31.2,occasional,7,none,none,none,none,0.0,0.88,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,494.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2665,IRR-ZAM-2025-02665,Zambia,2025,2.42,semi-commercial,False,984.0,16.6,rare,2,none,none,none,none,0.0,2.42,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,436.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2666,IRR-ZAM-2020-02666,Zambia,2020,1.41,subsistence,False,527.0,27.9,rare,4,none,none,none,none,0.0,1.41,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,564.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2667,IRR-NIG-2018-02667,Nigeria,2018,0.85,subsistence,False,586.0,17.6,occasional,2,none,none,none,none,0.0,0.85,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,690.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2668,IRR-ZAM-2022-02668,Zambia,2022,2.24,semi-commercial,False,972.0,17.7,frequent,3,none,none,none,none,0.0,2.24,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,658.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2669,IRR-NIG-2022-02669,Nigeria,2022,1.21,semi-commercial,False,425.0,31.0,rare,2,none,none,none,none,0.0,1.21,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,465.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2670,IRR-GHA-2022-02670,Ghana,2022,0.48,semi-commercial,False,800.0,29.2,frequent,3,none,none,none,none,0.0,0.48,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,489.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2671,IRR-ETH-2021-02671,Ethiopia,2021,1.42,subsistence,True,987.0,32.4,occasional,4,flood,river,solar,individual,0.63,0.79,44.4,36.0,1,fair,252.0,37.0,False,0.0,False,735.0,576.0,45.8,337.0,2.49,88.7,68.0,27.6,0.0,25.0,as_needed,visual,vegetables,24.9,2.42,1,4632.0,7347.0,False,False,False,0.0,2.7,poor,low,True,False,False,1.4,traditional,high_burden
2672,IRR-ETH-2024-02672,Ethiopia,2024,0.72,subsistence,False,700.0,17.1,rare,5,none,none,none,none,0.0,0.72,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,600.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2673,IRR-ETH-2023-02673,Ethiopia,2023,3.96,subsistence,False,953.0,15.4,rare,7,none,none,none,none,0.0,3.96,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,459.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2674,IRR-UGA-2023-02674,Uganda,2023,1.69,subsistence,False,1198.0,15.3,occasional,3,none,none,none,none,0.0,1.69,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,648.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2675,IRR-KEN-2018-02675,Kenya,2018,0.49,commercial,False,929.0,20.1,rare,4,none,none,none,none,0.0,0.49,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,605.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2676,IRR-MAL-2023-02676,Malawi,2023,2.19,semi-commercial,False,400.0,22.5,occasional,2,none,none,none,none,0.0,2.19,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,546.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2677,IRR-ZAM-2018-02677,Zambia,2018,0.79,semi-commercial,False,1057.0,27.7,occasional,6,none,none,none,none,0.0,0.79,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,502.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2678,IRR-MAL-2019-02678,Mali,2019,0.94,semi-commercial,False,1005.0,18.2,frequent,5,none,none,none,none,0.0,0.94,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,570.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2679,IRR-TAN-2020-02679,Tanzania,2020,0.42,subsistence,False,1008.0,23.8,rare,4,none,none,none,none,0.0,0.42,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,507.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2680,IRR-TAN-2021-02680,Tanzania,2021,1.43,subsistence,False,1085.0,29.1,rare,6,none,none,none,none,0.0,1.43,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,616.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2681,IRR-ETH-2020-02681,Ethiopia,2020,3.23,subsistence,False,590.0,16.2,rare,3,none,none,none,none,0.0,3.23,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,525.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2682,IRR-ZAM-2021-02682,Zambia,2021,1.38,subsistence,False,767.0,18.6,frequent,7,none,none,none,none,0.0,1.38,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,529.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2683,IRR-BUR-2025-02683,Burkina Faso,2025,1.35,semi-commercial,True,643.0,17.7,frequent,3,surface,river,solar,individual,0.43,0.92,31.9,15.0,1,poor,344.0,45.0,False,0.0,False,413.0,431.0,55.4,229.0,1.93,86.7,88.3,42.4,0.0,13.0,daily,calendar,vegetables,21.6,2.06,2,1779.0,4131.0,True,False,True,0.0,22.1,poor,low,True,False,False,2.4,traditional,high_burden
2684,IRR-ZAM-2018-02684,Zambia,2018,1.15,subsistence,False,400.0,19.2,rare,6,none,none,none,none,0.0,1.15,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,577.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2685,IRR-KEN-2025-02685,Kenya,2025,6.15,semi-commercial,False,665.0,18.5,frequent,4,none,none,none,none,0.0,6.15,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,595.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2686,IRR-GHA-2025-02686,Ghana,2025,0.38,semi-commercial,False,776.0,24.9,occasional,2,none,none,none,none,0.0,0.38,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,450.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2687,IRR-GHA-2018-02687,Ghana,2018,3.16,semi-commercial,False,1181.0,21.5,occasional,2,none,none,none,none,0.0,3.16,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,430.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2688,IRR-BUR-2021-02688,Burkina Faso,2021,1.16,subsistence,False,708.0,17.6,occasional,2,none,none,none,none,0.0,1.16,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,463.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2689,IRR-BUR-2018-02689,Burkina Faso,2018,0.33,semi-commercial,False,781.0,16.0,rare,7,none,none,none,none,0.0,0.33,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,574.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2690,IRR-UGA-2019-02690,Uganda,2019,1.72,semi-commercial,False,788.0,24.5,frequent,5,none,none,none,none,0.0,1.72,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,610.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2691,IRR-KEN-2023-02691,Kenya,2023,1.74,semi-commercial,False,400.0,28.7,frequent,7,none,none,none,none,0.0,1.74,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,425.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2692,IRR-ZAM-2024-02692,Zambia,2024,3.34,subsistence,False,1348.0,16.5,rare,6,none,none,none,none,0.0,3.34,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,698.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2693,IRR-TAN-2018-02693,Tanzania,2018,3.15,subsistence,False,993.0,22.6,occasional,6,none,none,none,none,0.0,3.15,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,531.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2694,IRR-UGA-2024-02694,Uganda,2024,0.81,semi-commercial,True,456.0,27.5,occasional,2,center_pivot,lake,electric,shared,0.66,0.15,81.9,20.0,1,fair,3323.0,167.0,False,0.0,False,350.0,509.0,68.7,241.0,2.24,75.9,64.6,33.7,73.0,7.0,weekly,visual,sugarcane,35.9,1.84,2,2328.0,3503.0,True,True,True,0.0,9.6,poor,high,False,False,False,22.8,traditional,high_burden
2695,IRR-KEN-2023-02695,Kenya,2023,0.65,subsistence,False,703.0,21.7,occasional,7,none,none,none,none,0.0,0.65,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,678.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2696,IRR-ETH-2023-02696,Ethiopia,2023,2.42,subsistence,False,688.0,30.1,occasional,4,none,none,none,none,0.0,2.42,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,502.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2697,IRR-GHA-2023-02697,Ghana,2023,1.66,subsistence,False,1142.0,27.9,rare,7,none,none,none,none,0.0,1.66,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,428.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2698,IRR-ETH-2023-02698,Ethiopia,2023,0.98,semi-commercial,True,543.0,31.0,rare,6,manual,groundwater,electric,individual,0.75,0.22,77.1,32.0,5,poor,151.0,18.0,False,0.0,True,546.0,519.0,54.7,299.0,1.07,77.0,62.3,26.2,81.0,60.0,daily,weather_based,vegetables,32.9,2.21,2,4117.0,5464.0,True,False,False,51.5,3.3,poor,low,True,False,False,0.9,traditional,high_burden
2699,IRR-UGA-2018-02699,Uganda,2018,1.12,semi-commercial,False,883.0,22.9,rare,2,none,none,none,none,0.0,1.12,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,465.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2700,IRR-NIG-2019-02700,Nigeria,2019,0.93,subsistence,False,535.0,18.5,occasional,4,none,none,none,none,0.0,0.93,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,593.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2701,IRR-ZAM-2025-02701,Zambia,2025,2.62,semi-commercial,True,1165.0,23.6,rare,6,surface,lake,diesel,government,2.46,0.15,94.1,93.0,13,fair,1970.0,295.0,False,0.0,True,440.0,696.0,55.2,243.0,2.09,87.9,67.2,32.6,451.0,74.0,biweekly,calendar,fruits,27.6,1.87,2,10837.0,4402.0,True,False,False,0.0,12.8,poor,low,False,False,False,5.5,traditional,high_burden
2702,IRR-UGA-2024-02702,Uganda,2024,2.16,subsistence,False,651.0,19.4,occasional,5,none,none,none,none,0.0,2.16,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,647.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2703,IRR-BUR-2025-02703,Burkina Faso,2025,0.99,subsistence,False,999.0,24.6,occasional,6,none,none,none,none,0.0,0.99,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,434.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2704,IRR-TAN-2025-02704,Tanzania,2025,0.67,subsistence,False,598.0,16.8,rare,4,none,none,none,none,0.0,0.67,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,637.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2705,IRR-KEN-2021-02705,Kenya,2021,0.49,semi-commercial,False,1041.0,19.9,rare,2,none,none,none,none,0.0,0.49,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,585.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2706,IRR-UGA-2018-02706,Uganda,2018,0.71,semi-commercial,False,984.0,15.5,frequent,2,none,none,none,none,0.0,0.71,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,476.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2707,IRR-TAN-2023-02707,Tanzania,2023,2.56,subsistence,False,1237.0,26.5,occasional,4,none,none,none,none,0.0,2.56,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,648.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2708,IRR-MAL-2025-02708,Malawi,2025,0.86,subsistence,False,400.0,21.2,frequent,3,none,none,none,none,0.0,0.86,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,640.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2709,IRR-TAN-2023-02709,Tanzania,2023,5.25,commercial,False,733.0,34.7,occasional,4,none,none,none,none,0.0,5.25,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,438.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2710,IRR-GHA-2019-02710,Ghana,2019,3.8,subsistence,False,872.0,28.7,frequent,4,none,none,none,none,0.0,3.8,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,649.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2711,IRR-GHA-2024-02711,Ghana,2024,0.91,subsistence,False,1048.0,27.6,rare,3,none,none,none,none,0.0,0.91,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,660.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2712,IRR-ZAM-2020-02712,Zambia,2020,2.49,semi-commercial,False,999.0,23.5,rare,7,none,none,none,none,0.0,2.49,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,585.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2713,IRR-NIG-2022-02713,Nigeria,2022,0.86,subsistence,False,926.0,28.4,frequent,7,none,none,none,none,0.0,0.86,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,625.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2714,IRR-TAN-2018-02714,Tanzania,2018,2.72,semi-commercial,False,1016.0,26.6,occasional,5,none,none,none,none,0.0,2.72,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,504.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2715,IRR-UGA-2018-02715,Uganda,2018,2.3,semi-commercial,False,1044.0,22.6,occasional,7,none,none,none,none,0.0,2.3,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,436.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2716,IRR-MAL-2021-02716,Malawi,2021,1.47,subsistence,False,884.0,19.8,occasional,2,none,none,none,none,0.0,1.47,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,696.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2717,IRR-MAL-2018-02717,Mali,2018,2.88,semi-commercial,False,850.0,16.1,occasional,2,none,none,none,none,0.0,2.88,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,607.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2718,IRR-ETH-2022-02718,Ethiopia,2022,3.07,semi-commercial,True,1113.0,29.4,occasional,2,center_pivot,lake,manual,individual,2.12,0.94,69.3,116.0,2,fair,10621.0,1337.0,False,0.0,False,401.0,630.0,86.3,346.0,2.33,81.6,62.8,44.3,0.0,21.0,biweekly,visual,sugarcane,29.5,2.5,3,8521.0,4011.0,False,False,False,0.0,0.0,poor,high,False,False,False,23.5,traditional,high_burden
2719,IRR-MAL-2020-02719,Malawi,2020,1.05,semi-commercial,False,1051.0,34.3,rare,6,none,none,none,none,0.0,1.05,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,673.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2720,IRR-ETH-2021-02720,Ethiopia,2021,9.74,subsistence,False,491.0,30.9,occasional,5,none,none,none,none,0.0,9.74,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,613.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2721,IRR-NIG-2018-02721,Nigeria,2018,2.14,semi-commercial,False,1022.0,23.5,occasional,5,none,none,none,none,0.0,2.14,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,577.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2722,IRR-UGA-2024-02722,Uganda,2024,0.84,semi-commercial,False,1363.0,20.5,frequent,4,none,none,none,none,0.0,0.84,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,450.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2723,IRR-KEN-2024-02723,Kenya,2024,1.03,subsistence,False,1041.0,16.4,frequent,2,none,none,none,none,0.0,1.03,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,601.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2724,IRR-GHA-2024-02724,Ghana,2024,5.23,semi-commercial,False,1041.0,16.4,rare,6,none,none,none,none,0.0,5.23,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,669.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2725,IRR-TAN-2018-02725,Tanzania,2018,0.84,subsistence,False,649.0,33.8,occasional,4,none,none,none,none,0.0,0.84,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,517.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2726,IRR-ZAM-2020-02726,Zambia,2020,1.02,semi-commercial,True,690.0,24.9,occasional,4,surface,reservoir,electric,individual,0.89,0.13,87.4,52.0,7,fair,712.0,81.0,False,0.0,False,382.0,532.0,48.9,187.0,2.08,86.5,89.4,37.8,120.0,27.0,as_needed,soil_moisture,rice,50.5,2.33,2,3400.0,3819.0,True,True,False,0.0,9.2,poor,low,False,False,False,2.8,traditional,high_burden
2727,IRR-KEN-2024-02727,Kenya,2024,1.84,semi-commercial,True,996.0,15.7,rare,7,manual,lake,diesel,individual,0.67,1.17,36.4,27.0,4,fair,134.0,13.0,False,0.0,False,727.0,615.0,52.9,385.0,0.91,84.2,71.8,32.0,145.0,54.0,weekly,visual,horticulture,51.1,1.85,3,4873.0,7268.0,False,True,False,0.0,11.3,poor,low,False,False,False,0.3,traditional,high_burden
2728,IRR-MAL-2022-02728,Malawi,2022,1.0,subsistence,False,1051.0,34.7,frequent,3,none,none,none,none,0.0,1.0,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,442.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2729,IRR-TAN-2021-02729,Tanzania,2021,3.25,semi-commercial,False,653.0,30.4,occasional,2,none,none,none,none,0.0,3.25,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,520.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2730,IRR-KEN-2018-02730,Kenya,2018,2.49,semi-commercial,False,1366.0,19.3,occasional,5,none,none,none,none,0.0,2.49,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,624.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2731,IRR-UGA-2022-02731,Uganda,2022,1.06,commercial,True,956.0,33.7,occasional,2,manual,river,gravity,individual,1.04,0.02,97.9,56.0,4,fair,209.0,26.0,True,76.0,False,700.0,560.0,51.4,360.0,2.17,80.7,85.1,35.3,0.0,83.0,as_needed,visual,rice,39.6,1.96,1,7302.0,7004.0,False,True,False,0.0,0.0,poor,low,True,False,False,1.0,traditional,high_burden
2732,IRR-ZAM-2022-02732,Zambia,2022,1.37,semi-commercial,False,1067.0,16.4,rare,6,none,none,none,none,0.0,1.37,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,606.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2733,IRR-MAL-2019-02733,Mali,2019,3.28,commercial,False,970.0,15.3,occasional,2,none,none,none,none,0.0,3.28,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,547.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2734,IRR-MAL-2022-02734,Malawi,2022,0.7,semi-commercial,False,1060.0,15.7,occasional,2,none,none,none,none,0.0,0.7,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,626.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2735,IRR-ZAM-2021-02735,Zambia,2021,1.2,semi-commercial,False,927.0,19.4,occasional,5,none,none,none,none,0.0,1.2,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,410.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2736,IRR-ZAM-2023-02736,Zambia,2023,0.94,subsistence,False,645.0,17.7,frequent,6,none,none,none,none,0.0,0.94,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,600.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2737,IRR-TAN-2019-02737,Tanzania,2019,1.68,semi-commercial,False,1051.0,31.3,occasional,2,none,none,none,none,0.0,1.68,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,630.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2738,IRR-KEN-2020-02738,Kenya,2020,1.33,subsistence,False,651.0,16.5,rare,4,none,none,none,none,0.0,1.33,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,570.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2739,IRR-ZAM-2019-02739,Zambia,2019,0.53,subsistence,True,674.0,20.9,occasional,2,manual,groundwater,diesel,individual,0.21,0.31,40.8,11.0,2,poor,43.0,3.0,False,0.0,False,395.0,503.0,60.8,240.0,2.17,93.2,84.8,48.1,59.0,17.0,as_needed,visual,sugarcane,49.2,1.52,1,847.0,3951.0,False,False,True,5.5,15.0,poor,low,True,False,False,0.3,traditional,high_burden
2740,IRR-NIG-2023-02740,Nigeria,2023,0.37,subsistence,True,956.0,15.1,rare,6,flood,lake,solar,individual,0.26,0.11,69.1,8.0,10,poor,103.0,6.0,True,37.0,False,598.0,539.0,42.8,256.0,2.08,94.0,80.0,32.2,0.0,10.0,weekly,visual,vegetables,25.2,1.98,2,1533.0,5977.0,False,False,False,0.0,24.5,poor,low,False,False,False,2.2,traditional,high_burden
2741,IRR-BUR-2018-02741,Burkina Faso,2018,0.94,subsistence,False,621.0,25.9,occasional,7,none,none,none,none,0.0,0.94,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,599.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2742,IRR-BUR-2025-02742,Burkina Faso,2025,0.82,semi-commercial,False,1226.0,16.5,occasional,2,none,none,none,none,0.0,0.82,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,533.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2743,IRR-ZAM-2025-02743,Zambia,2025,0.3,subsistence,False,809.0,21.6,occasional,3,none,none,none,none,0.0,0.3,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,530.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2744,IRR-MAL-2021-02744,Mali,2021,1.56,semi-commercial,False,836.0,30.1,occasional,2,none,none,none,none,0.0,1.56,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,577.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2745,IRR-NIG-2018-02745,Nigeria,2018,1.06,semi-commercial,False,966.0,32.4,occasional,5,none,none,none,none,0.0,1.06,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,680.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2746,IRR-ZAM-2021-02746,Zambia,2021,1.34,subsistence,False,1531.0,21.5,rare,2,none,none,none,none,0.0,1.34,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,670.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2747,IRR-TAN-2019-02747,Tanzania,2019,1.2,subsistence,False,1142.0,24.1,frequent,2,none,none,none,none,0.0,1.2,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,466.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2748,IRR-KEN-2020-02748,Kenya,2020,0.63,subsistence,False,848.0,30.2,rare,3,none,none,none,none,0.0,0.63,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,617.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2749,IRR-UGA-2023-02749,Uganda,2023,0.49,semi-commercial,False,753.0,23.5,occasional,7,none,none,none,none,0.0,0.49,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,578.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2750,IRR-BUR-2021-02750,Burkina Faso,2021,4.11,subsistence,False,777.0,22.3,frequent,6,none,none,none,none,0.0,4.11,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,641.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2751,IRR-TAN-2023-02751,Tanzania,2023,0.97,subsistence,True,837.0,28.5,frequent,2,surface,river,gravity,individual,0.42,0.54,43.7,15.0,12,fair,338.0,42.0,False,0.0,False,798.0,580.0,60.2,481.0,2.46,73.4,69.0,30.5,0.0,13.0,biweekly,calendar,vegetables,40.9,1.75,1,3377.0,7982.0,True,False,True,0.0,0.0,poor,low,False,False,False,1.7,traditional,high_burden
2752,IRR-MAL-2023-02752,Malawi,2023,1.07,subsistence,False,949.0,33.3,occasional,5,none,none,none,none,0.0,1.07,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,656.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2753,IRR-GHA-2025-02753,Ghana,2025,1.27,subsistence,True,1100.0,31.7,rare,5,center_pivot,reservoir,electric,individual,0.55,0.73,43.1,18.0,1,fair,2743.0,145.0,False,0.0,False,701.0,610.0,71.2,499.0,2.46,92.7,77.0,50.8,38.0,5.0,as_needed,visual,sugarcane,47.8,1.53,1,3846.0,7009.0,False,False,False,0.0,12.1,poor,high,True,False,False,9.0,traditional,high_burden
2754,IRR-UGA-2022-02754,Uganda,2022,3.68,subsistence,False,1014.0,18.5,rare,7,none,none,none,none,0.0,3.68,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,499.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2755,IRR-GHA-2020-02755,Ghana,2020,1.78,subsistence,False,1021.0,21.5,occasional,6,none,none,none,none,0.0,1.78,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,449.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2756,IRR-TAN-2024-02756,Tanzania,2024,3.9,subsistence,False,1095.0,18.0,occasional,7,none,none,none,none,0.0,3.9,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,446.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2757,IRR-MAL-2023-02757,Malawi,2023,0.92,subsistence,False,955.0,25.0,occasional,2,none,none,none,none,0.0,0.92,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,572.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2758,IRR-GHA-2019-02758,Ghana,2019,2.08,subsistence,False,1112.0,17.9,rare,4,none,none,none,none,0.0,2.08,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,482.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2759,IRR-KEN-2020-02759,Kenya,2020,2.25,subsistence,False,888.0,15.2,occasional,5,none,none,none,none,0.0,2.25,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,627.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2760,IRR-ZAM-2021-02760,Zambia,2021,0.89,commercial,False,568.0,32.6,occasional,4,none,none,none,none,0.0,0.89,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,574.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2761,IRR-KEN-2018-02761,Kenya,2018,0.38,subsistence,False,1091.0,18.7,occasional,6,none,none,none,none,0.0,0.38,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,652.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2762,IRR-MAL-2019-02762,Mali,2019,1.6,semi-commercial,False,1161.0,34.2,occasional,5,none,none,none,none,0.0,1.6,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,693.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2763,IRR-ZAM-2020-02763,Zambia,2020,1.15,subsistence,False,910.0,18.1,frequent,3,none,none,none,none,0.0,1.15,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,652.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2764,IRR-TAN-2021-02764,Tanzania,2021,2.09,semi-commercial,False,756.0,25.4,occasional,4,none,none,none,none,0.0,2.09,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,423.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2765,IRR-MAL-2021-02765,Mali,2021,1.92,subsistence,False,400.0,31.8,frequent,5,none,none,none,none,0.0,1.92,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,625.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2766,IRR-UGA-2021-02766,Uganda,2021,1.78,semi-commercial,False,1034.0,18.5,rare,6,none,none,none,none,0.0,1.78,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,462.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2767,IRR-TAN-2022-02767,Tanzania,2022,1.83,subsistence,False,1215.0,28.2,frequent,4,none,none,none,none,0.0,1.83,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,678.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2768,IRR-TAN-2022-02768,Tanzania,2022,3.94,subsistence,False,1096.0,16.4,frequent,2,none,none,none,none,0.0,3.94,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,684.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2769,IRR-ZAM-2021-02769,Zambia,2021,0.29,semi-commercial,False,838.0,29.3,occasional,4,none,none,none,none,0.0,0.29,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,503.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2770,IRR-ETH-2021-02770,Ethiopia,2021,1.61,commercial,False,927.0,24.0,occasional,4,none,none,none,none,0.0,1.61,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,476.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2771,IRR-TAN-2020-02771,Tanzania,2020,4.1,subsistence,False,629.0,29.2,frequent,4,none,none,none,none,0.0,4.1,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,568.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2772,IRR-NIG-2024-02772,Nigeria,2024,0.44,subsistence,False,1051.0,29.1,occasional,6,none,none,none,none,0.0,0.44,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,436.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2773,IRR-GHA-2023-02773,Ghana,2023,2.05,subsistence,False,663.0,27.0,occasional,5,none,none,none,none,0.0,2.05,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,657.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2774,IRR-KEN-2019-02774,Kenya,2019,2.49,semi-commercial,False,444.0,26.9,occasional,7,none,none,none,none,0.0,2.49,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,487.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2775,IRR-TAN-2020-02775,Tanzania,2020,8.16,subsistence,False,400.0,25.4,frequent,5,none,none,none,none,0.0,8.16,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,599.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2776,IRR-BUR-2019-02776,Burkina Faso,2019,2.08,semi-commercial,False,1205.0,25.5,occasional,6,none,none,none,none,0.0,2.08,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,633.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2777,IRR-MAL-2023-02777,Mali,2023,0.88,subsistence,False,1139.0,32.2,frequent,2,none,none,none,none,0.0,0.88,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,544.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2778,IRR-ZAM-2021-02778,Zambia,2021,4.6,subsistence,True,1010.0,26.9,rare,7,flood,groundwater,solar,cooperative,2.85,1.74,62.1,119.0,5,fair,1142.0,170.0,True,583.0,True,432.0,442.0,43.3,187.0,1.32,86.4,61.9,23.2,0.0,114.0,daily,calendar,vegetables,32.8,1.56,1,12340.0,4323.0,False,False,False,5.7,24.6,poor,low,False,False,False,1.5,traditional,high_burden
2779,IRR-TAN-2022-02779,Tanzania,2022,1.16,semi-commercial,False,1065.0,15.1,rare,3,none,none,none,none,0.0,1.16,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,563.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2780,IRR-TAN-2021-02780,Tanzania,2021,0.3,subsistence,False,634.0,21.9,occasional,7,none,none,none,none,0.0,0.3,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,695.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2781,IRR-MAL-2020-02781,Malawi,2020,0.78,subsistence,False,936.0,20.9,rare,4,none,none,none,none,0.0,0.78,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,689.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2782,IRR-MAL-2024-02782,Malawi,2024,0.9,subsistence,False,643.0,16.7,occasional,2,none,none,none,none,0.0,0.9,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,452.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2783,IRR-BUR-2018-02783,Burkina Faso,2018,3.09,subsistence,False,1139.0,29.3,occasional,5,none,none,none,none,0.0,3.09,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,548.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2784,IRR-ZAM-2021-02784,Zambia,2021,1.34,subsistence,False,788.0,34.8,rare,5,none,none,none,none,0.0,1.34,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,532.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2785,IRR-GHA-2018-02785,Ghana,2018,1.42,subsistence,False,620.0,26.4,frequent,7,none,none,none,none,0.0,1.42,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,444.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2786,IRR-MAL-2018-02786,Malawi,2018,0.42,semi-commercial,False,921.0,15.8,rare,7,none,none,none,none,0.0,0.42,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,542.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2787,IRR-KEN-2019-02787,Kenya,2019,0.78,commercial,False,680.0,24.4,rare,2,none,none,none,none,0.0,0.78,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,587.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2788,IRR-KEN-2021-02788,Kenya,2021,1.44,subsistence,False,1068.0,26.5,occasional,5,none,none,none,none,0.0,1.44,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,629.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2789,IRR-ETH-2020-02789,Ethiopia,2020,1.03,subsistence,False,1187.0,31.7,rare,2,none,none,none,none,0.0,1.03,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,670.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2790,IRR-MAL-2018-02790,Malawi,2018,0.73,subsistence,False,581.0,28.5,occasional,5,none,none,none,none,0.0,0.73,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,540.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2791,IRR-BUR-2023-02791,Burkina Faso,2023,2.2,subsistence,True,1147.0,18.5,occasional,4,drip,groundwater,gravity,shared,1.01,1.18,46.2,58.0,0,good,2537.0,170.0,False,0.0,False,683.0,698.0,79.4,543.0,1.89,90.2,95.0,68.1,0.0,15.0,biweekly,soil_moisture,cotton,35.1,1.92,2,6931.0,6831.0,False,False,False,58.8,0.0,good,high,True,False,True,6.6,modern,high_burden
2792,IRR-NIG-2022-02792,Nigeria,2022,1.3,subsistence,False,1177.0,18.5,occasional,6,none,none,none,none,0.0,1.3,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,573.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2793,IRR-ZAM-2025-02793,Zambia,2025,1.28,subsistence,False,1190.0,19.2,rare,7,none,none,none,none,0.0,1.28,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,580.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2794,IRR-GHA-2025-02794,Ghana,2025,0.54,subsistence,False,583.0,19.2,occasional,6,none,none,none,none,0.0,0.54,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,697.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2795,IRR-GHA-2019-02795,Ghana,2019,5.34,subsistence,False,929.0,30.6,occasional,2,none,none,none,none,0.0,5.34,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,487.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2796,IRR-NIG-2019-02796,Nigeria,2019,0.79,semi-commercial,False,1271.0,22.7,occasional,3,none,none,none,none,0.0,0.79,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,445.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2797,IRR-UGA-2019-02797,Uganda,2019,1.24,subsistence,False,702.0,32.7,occasional,2,none,none,none,none,0.0,1.24,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,689.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2798,IRR-NIG-2021-02798,Nigeria,2021,6.73,semi-commercial,False,942.0,30.9,occasional,6,none,none,none,none,0.0,6.73,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,477.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2799,IRR-NIG-2020-02799,Nigeria,2020,1.41,commercial,False,725.0,32.7,rare,2,none,none,none,none,0.0,1.41,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,666.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2800,IRR-BUR-2022-02800,Burkina Faso,2022,1.21,semi-commercial,False,400.0,29.1,occasional,4,none,none,none,none,0.0,1.21,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,511.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2801,IRR-ETH-2019-02801,Ethiopia,2019,1.94,subsistence,False,1080.0,28.8,occasional,3,none,none,none,none,0.0,1.94,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,412.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2802,IRR-UGA-2019-02802,Uganda,2019,0.95,semi-commercial,False,895.0,21.7,occasional,6,none,none,none,none,0.0,0.95,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,494.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2803,IRR-TAN-2020-02803,Tanzania,2020,1.09,semi-commercial,False,1191.0,15.9,rare,3,none,none,none,none,0.0,1.09,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,574.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2804,IRR-BUR-2021-02804,Burkina Faso,2021,0.39,subsistence,False,1055.0,30.4,occasional,2,none,none,none,none,0.0,0.39,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,429.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2805,IRR-TAN-2024-02805,Tanzania,2024,1.87,commercial,True,1045.0,25.1,frequent,4,sprinkler,river,gravity,individual,0.94,0.93,50.5,43.0,14,poor,1417.0,199.0,False,0.0,False,707.0,408.0,70.7,499.0,1.28,82.4,83.7,48.7,0.0,19.0,as_needed,weather_based,vegetables,52.7,1.97,1,6677.0,7067.0,False,False,True,0.0,0.0,poor,medium,True,False,False,2.9,modern,high_burden
2806,IRR-MAL-2025-02806,Malawi,2025,1.94,subsistence,False,1522.0,26.7,rare,4,none,none,none,none,0.0,1.94,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,526.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2807,IRR-BUR-2018-02807,Burkina Faso,2018,2.54,subsistence,False,1190.0,22.1,occasional,6,none,none,none,none,0.0,2.54,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,478.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2808,IRR-ETH-2020-02808,Ethiopia,2020,3.21,subsistence,True,1058.0,29.5,rare,3,drip,rainwater_harvesting,electric,shared,2.7,0.51,84.1,119.0,4,fair,6757.0,691.0,True,4036.0,True,575.0,450.0,93.1,535.0,0.83,81.4,91.7,69.5,138.0,41.0,biweekly,visual,rice,30.6,1.25,1,15537.0,5749.0,True,True,False,0.0,5.6,poor,high,True,False,False,13.7,modern,high_burden
2809,IRR-KEN-2019-02809,Kenya,2019,2.46,subsistence,False,630.0,29.6,occasional,3,none,none,none,none,0.0,2.46,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,471.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2810,IRR-GHA-2019-02810,Ghana,2019,1.58,subsistence,False,1069.0,30.5,rare,3,none,none,none,none,0.0,1.58,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,512.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2811,IRR-TAN-2025-02811,Tanzania,2025,0.52,semi-commercial,False,871.0,27.4,frequent,6,none,none,none,none,0.0,0.52,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,604.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2812,IRR-ZAM-2024-02812,Zambia,2024,2.17,subsistence,False,1050.0,22.6,occasional,6,none,none,none,none,0.0,2.17,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,439.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2813,IRR-MAL-2023-02813,Mali,2023,1.32,semi-commercial,False,763.0,33.7,occasional,3,none,none,none,none,0.0,1.32,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,485.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2814,IRR-KEN-2021-02814,Kenya,2021,2.84,semi-commercial,False,1362.0,18.3,occasional,2,none,none,none,none,0.0,2.84,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,546.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2815,IRR-TAN-2021-02815,Tanzania,2021,2.75,subsistence,False,935.0,31.4,occasional,4,none,none,none,none,0.0,2.75,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,403.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2816,IRR-KEN-2019-02816,Kenya,2019,1.93,subsistence,False,912.0,17.5,frequent,4,none,none,none,none,0.0,1.93,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,411.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2817,IRR-UGA-2020-02817,Uganda,2020,0.83,subsistence,False,730.0,24.9,occasional,4,none,none,none,none,0.0,0.83,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,638.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2818,IRR-GHA-2020-02818,Ghana,2020,0.27,subsistence,False,741.0,29.8,frequent,7,none,none,none,none,0.0,0.27,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,578.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2819,IRR-MAL-2021-02819,Malawi,2021,5.65,semi-commercial,False,1159.0,25.7,rare,6,none,none,none,none,0.0,5.65,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,446.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2820,IRR-GHA-2019-02820,Ghana,2019,2.31,subsistence,False,996.0,22.0,rare,5,none,none,none,none,0.0,2.31,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,467.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2821,IRR-TAN-2023-02821,Tanzania,2023,0.39,subsistence,False,942.0,34.6,frequent,4,none,none,none,none,0.0,0.39,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,663.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2822,IRR-ETH-2020-02822,Ethiopia,2020,0.74,semi-commercial,False,1246.0,28.3,occasional,5,none,none,none,none,0.0,0.74,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,505.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2823,IRR-UGA-2024-02823,Uganda,2024,0.76,semi-commercial,False,607.0,21.0,rare,5,none,none,none,none,0.0,0.76,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,659.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2824,IRR-BUR-2022-02824,Burkina Faso,2022,0.27,semi-commercial,True,676.0,26.5,frequent,5,surface,river,solar,government,0.14,0.13,51.8,7.0,14,fair,111.0,10.0,True,46.0,False,517.0,659.0,60.4,312.0,1.81,73.9,81.1,36.2,0.0,4.0,daily,calendar,vegetables,21.2,1.48,2,716.0,5173.0,False,False,False,0.0,2.7,poor,low,False,True,False,3.9,traditional,high_burden
2825,IRR-TAN-2021-02825,Tanzania,2021,0.71,subsistence,False,1053.0,23.1,occasional,7,none,none,none,none,0.0,0.71,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,660.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2826,IRR-BUR-2023-02826,Burkina Faso,2023,2.99,semi-commercial,False,1347.0,24.5,occasional,6,none,none,none,none,0.0,2.99,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,616.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2827,IRR-MAL-2018-02827,Mali,2018,0.9,semi-commercial,False,903.0,26.4,occasional,7,none,none,none,none,0.0,0.9,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,449.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2828,IRR-GHA-2018-02828,Ghana,2018,1.22,semi-commercial,False,601.0,30.6,frequent,5,none,none,none,none,0.0,1.22,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,569.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2829,IRR-NIG-2025-02829,Nigeria,2025,1.03,subsistence,True,1120.0,15.5,occasional,5,manual,reservoir,solar,cooperative,0.71,0.32,68.8,39.0,1,fair,142.0,8.0,False,0.0,True,443.0,568.0,58.0,257.0,1.86,86.3,79.7,39.9,0.0,57.0,daily,visual,rice,20.7,1.69,3,3154.0,4432.0,False,False,False,0.0,10.9,poor,low,True,False,False,1.3,traditional,high_burden
2830,IRR-TAN-2019-02830,Tanzania,2019,0.93,semi-commercial,False,759.0,21.1,occasional,5,none,none,none,none,0.0,0.93,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,421.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2831,IRR-NIG-2025-02831,Nigeria,2025,4.06,subsistence,False,814.0,24.1,occasional,3,none,none,none,none,0.0,4.06,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,628.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2832,IRR-MAL-2025-02832,Mali,2025,1.51,subsistence,False,755.0,27.0,frequent,5,none,none,none,none,0.0,1.51,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,572.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2833,IRR-KEN-2019-02833,Kenya,2019,0.52,semi-commercial,False,611.0,27.3,frequent,6,none,none,none,none,0.0,0.52,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,540.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2834,IRR-MAL-2022-02834,Malawi,2022,0.78,subsistence,False,894.0,24.2,occasional,6,none,none,none,none,0.0,0.78,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,407.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2835,IRR-BUR-2019-02835,Burkina Faso,2019,4.02,subsistence,False,855.0,34.7,frequent,5,none,none,none,none,0.0,4.02,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,602.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2836,IRR-UGA-2022-02836,Uganda,2022,2.0,semi-commercial,False,512.0,15.1,rare,7,none,none,none,none,0.0,2.0,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,416.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2837,IRR-BUR-2018-02837,Burkina Faso,2018,3.19,subsistence,False,1280.0,28.8,frequent,7,none,none,none,none,0.0,3.19,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,465.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2838,IRR-UGA-2024-02838,Uganda,2024,0.51,subsistence,False,772.0,34.3,occasional,5,none,none,none,none,0.0,0.51,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,408.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2839,IRR-KEN-2025-02839,Kenya,2025,2.22,subsistence,True,1044.0,31.1,occasional,7,surface,river,electric,government,1.39,0.83,62.6,63.0,18,excellent,1114.0,133.0,False,0.0,True,385.0,494.0,60.2,232.0,2.0,73.3,83.8,37.0,146.0,42.0,as_needed,visual,fruits,30.3,1.88,2,5366.0,3852.0,True,False,True,0.0,21.3,good,low,True,False,False,3.3,traditional,high_burden
2840,IRR-MAL-2019-02840,Mali,2019,0.97,commercial,False,1028.0,18.9,occasional,7,none,none,none,none,0.0,0.97,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,589.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2841,IRR-MAL-2020-02841,Mali,2020,1.17,subsistence,False,1035.0,32.5,occasional,2,none,none,none,none,0.0,1.17,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,574.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2842,IRR-KEN-2019-02842,Kenya,2019,1.27,semi-commercial,False,1183.0,17.8,occasional,5,none,none,none,none,0.0,1.27,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,473.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2843,IRR-GHA-2019-02843,Ghana,2019,0.99,subsistence,False,862.0,18.1,frequent,7,none,none,none,none,0.0,0.99,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,605.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2844,IRR-NIG-2021-02844,Nigeria,2021,2.11,commercial,False,796.0,20.0,occasional,4,none,none,none,none,0.0,2.11,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,526.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2845,IRR-NIG-2023-02845,Nigeria,2023,1.97,subsistence,False,994.0,28.8,frequent,5,none,none,none,none,0.0,1.97,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,582.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2846,IRR-BUR-2022-02846,Burkina Faso,2022,1.07,subsistence,False,832.0,22.8,rare,5,none,none,none,none,0.0,1.07,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,498.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2847,IRR-MAL-2019-02847,Mali,2019,1.83,subsistence,False,896.0,27.2,occasional,5,none,none,none,none,0.0,1.83,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,437.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2848,IRR-ZAM-2023-02848,Zambia,2023,1.29,subsistence,False,887.0,34.2,occasional,2,none,none,none,none,0.0,1.29,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,521.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2849,IRR-MAL-2021-02849,Mali,2021,1.33,subsistence,False,998.0,28.3,occasional,4,none,none,none,none,0.0,1.33,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,644.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2850,IRR-ZAM-2020-02850,Zambia,2020,1.29,subsistence,False,1253.0,20.5,occasional,7,none,none,none,none,0.0,1.29,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,653.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2851,IRR-MAL-2023-02851,Mali,2023,2.44,subsistence,False,825.0,24.1,occasional,7,none,none,none,none,0.0,2.44,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,681.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2852,IRR-MAL-2018-02852,Malawi,2018,1.77,subsistence,False,805.0,25.9,occasional,6,none,none,none,none,0.0,1.77,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,494.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2853,IRR-BUR-2024-02853,Burkina Faso,2024,0.95,commercial,False,1128.0,28.9,rare,4,none,none,none,none,0.0,0.95,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,411.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2854,IRR-BUR-2018-02854,Burkina Faso,2018,1.18,commercial,False,823.0,20.3,rare,5,none,none,none,none,0.0,1.18,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,642.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2855,IRR-MAL-2022-02855,Malawi,2022,5.83,subsistence,False,1175.0,15.6,occasional,4,none,none,none,none,0.0,5.83,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,670.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2856,IRR-NIG-2025-02856,Nigeria,2025,0.91,semi-commercial,False,1146.0,23.1,frequent,5,none,none,none,none,0.0,0.91,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,402.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2857,IRR-GHA-2019-02857,Ghana,2019,3.05,semi-commercial,False,737.0,31.6,frequent,4,none,none,none,none,0.0,3.05,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,623.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2858,IRR-TAN-2020-02858,Tanzania,2020,1.34,subsistence,False,502.0,29.7,occasional,2,none,none,none,none,0.0,1.34,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,681.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2859,IRR-MAL-2022-02859,Mali,2022,0.92,subsistence,True,871.0,21.2,occasional,3,surface,river,solar,cooperative,0.78,0.13,85.4,46.0,12,poor,625.0,72.0,True,298.0,True,577.0,458.0,56.4,326.0,0.93,85.5,82.2,39.6,0.0,23.0,weekly,calendar,maize,32.9,2.48,2,4512.0,5773.0,False,False,False,0.0,22.7,poor,low,True,False,False,4.2,traditional,high_burden
2860,IRR-NIG-2022-02860,Nigeria,2022,1.56,semi-commercial,True,940.0,23.9,frequent,4,flood,river,electric,individual,1.4,0.17,89.3,43.0,1,fair,558.0,60.0,False,0.0,False,320.0,420.0,41.7,134.0,1.79,89.2,80.3,29.8,143.0,56.0,daily,visual,maize,41.2,2.25,1,4470.0,3204.0,False,True,False,0.0,7.9,poor,low,False,True,False,1.7,traditional,high_burden
2861,IRR-KEN-2025-02861,Kenya,2025,2.33,semi-commercial,False,567.0,24.2,occasional,5,none,none,none,none,0.0,2.33,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,453.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2862,IRR-MAL-2019-02862,Mali,2019,2.43,subsistence,False,703.0,15.6,frequent,2,none,none,none,none,0.0,2.43,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,401.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2863,IRR-GHA-2018-02863,Ghana,2018,0.96,subsistence,False,1262.0,32.7,occasional,6,none,none,none,none,0.0,0.96,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,688.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2864,IRR-TAN-2024-02864,Tanzania,2024,0.48,semi-commercial,False,845.0,21.4,rare,7,none,none,none,none,0.0,0.48,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,548.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2865,IRR-MAL-2022-02865,Mali,2022,1.34,semi-commercial,False,1432.0,19.9,frequent,5,none,none,none,none,0.0,1.34,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,418.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2866,IRR-TAN-2019-02866,Tanzania,2019,2.22,subsistence,False,991.0,19.2,rare,4,none,none,none,none,0.0,2.22,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,557.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2867,IRR-ZAM-2022-02867,Zambia,2022,1.36,commercial,False,623.0,33.4,rare,4,none,none,none,none,0.0,1.36,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,528.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2868,IRR-UGA-2024-02868,Uganda,2024,3.15,subsistence,False,788.0,29.3,frequent,3,none,none,none,none,0.0,3.15,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,651.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2869,IRR-TAN-2025-02869,Tanzania,2025,1.22,subsistence,False,904.0,24.1,frequent,4,none,none,none,none,0.0,1.22,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,548.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2870,IRR-UGA-2020-02870,Uganda,2020,2.14,semi-commercial,False,974.0,21.7,frequent,7,none,none,none,none,0.0,2.14,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,607.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2871,IRR-MAL-2023-02871,Malawi,2023,2.09,semi-commercial,False,833.0,34.2,frequent,7,none,none,none,none,0.0,2.09,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,496.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2872,IRR-TAN-2018-02872,Tanzania,2018,0.5,subsistence,False,1097.0,31.1,occasional,5,none,none,none,none,0.0,0.5,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,621.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2873,IRR-GHA-2025-02873,Ghana,2025,1.4,subsistence,False,1198.0,28.9,rare,2,none,none,none,none,0.0,1.4,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,592.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2874,IRR-UGA-2022-02874,Uganda,2022,1.64,semi-commercial,False,1247.0,31.3,rare,6,none,none,none,none,0.0,1.64,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,495.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2875,IRR-GHA-2019-02875,Ghana,2019,3.4,subsistence,False,785.0,19.8,frequent,3,none,none,none,none,0.0,3.4,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,635.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2876,IRR-GHA-2024-02876,Ghana,2024,0.78,semi-commercial,True,946.0,23.8,occasional,6,flood,river,solar,cooperative,0.72,0.07,91.7,39.0,1,good,288.0,30.0,False,0.0,True,532.0,510.0,40.6,216.0,0.96,90.6,79.6,29.3,0.0,29.0,biweekly,visual,rice,42.4,1.96,2,3825.0,5322.0,True,True,True,0.0,21.0,good,low,False,False,False,1.7,traditional,high_burden
2877,IRR-BUR-2019-02877,Burkina Faso,2019,1.16,subsistence,False,1000.0,25.2,occasional,4,none,none,none,none,0.0,1.16,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,453.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2878,IRR-GHA-2023-02878,Ghana,2023,1.03,subsistence,False,842.0,19.9,frequent,3,none,none,none,none,0.0,1.03,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,675.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2879,IRR-BUR-2019-02879,Burkina Faso,2019,2.43,subsistence,False,932.0,24.3,frequent,6,none,none,none,none,0.0,2.43,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,561.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2880,IRR-ZAM-2020-02880,Zambia,2020,0.34,subsistence,True,1009.0,17.3,rare,6,manual,rainwater_harvesting,manual,shared,0.12,0.22,35.8,5.0,12,excellent,25.0,2.0,False,0.0,False,595.0,553.0,53.5,318.0,2.06,78.5,81.2,34.1,0.0,10.0,biweekly,calendar,sugarcane,37.3,2.0,1,730.0,5945.0,False,False,False,0.0,0.0,good,low,False,False,False,0.4,traditional,high_burden
2881,IRR-MAL-2022-02881,Malawi,2022,0.69,semi-commercial,False,1042.0,33.8,frequent,4,none,none,none,none,0.0,0.69,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,651.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2882,IRR-KEN-2023-02882,Kenya,2023,1.23,commercial,True,494.0,19.5,frequent,6,sprinkler,groundwater,solar,individual,0.58,0.65,47.1,34.0,15,poor,871.0,75.0,True,422.0,False,499.0,475.0,67.0,334.0,2.13,72.1,82.5,39.8,0.0,12.0,weekly,calendar,cotton,40.6,1.25,1,2898.0,4992.0,False,False,False,12.4,15.0,poor,medium,False,True,False,3.5,modern,high_burden
2883,IRR-NIG-2022-02883,Nigeria,2022,1.53,semi-commercial,False,782.0,33.8,rare,6,none,none,none,none,0.0,1.53,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,514.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2884,IRR-KEN-2022-02884,Kenya,2022,0.28,subsistence,False,1070.0,27.8,occasional,3,none,none,none,none,0.0,0.28,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,586.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2885,IRR-ETH-2023-02885,Ethiopia,2023,1.35,subsistence,False,874.0,20.1,occasional,2,none,none,none,none,0.0,1.35,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,672.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2886,IRR-UGA-2019-02886,Uganda,2019,2.85,semi-commercial,False,719.0,30.6,rare,2,none,none,none,none,0.0,2.85,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,698.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2887,IRR-BUR-2020-02887,Burkina Faso,2020,0.51,subsistence,False,936.0,17.1,rare,5,none,none,none,none,0.0,0.51,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,641.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2888,IRR-UGA-2021-02888,Uganda,2021,0.78,subsistence,False,910.0,31.2,rare,7,none,none,none,none,0.0,0.78,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,606.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2889,IRR-NIG-2025-02889,Nigeria,2025,2.29,subsistence,False,1053.0,22.7,frequent,2,none,none,none,none,0.0,2.29,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,467.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2890,IRR-MAL-2018-02890,Malawi,2018,2.25,subsistence,False,912.0,26.5,frequent,2,none,none,none,none,0.0,2.25,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,616.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2891,IRR-NIG-2019-02891,Nigeria,2019,2.61,subsistence,False,1091.0,27.8,rare,3,none,none,none,none,0.0,2.61,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,499.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2892,IRR-NIG-2018-02892,Nigeria,2018,2.31,commercial,False,504.0,26.6,occasional,6,none,none,none,none,0.0,2.31,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,539.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2893,IRR-MAL-2024-02893,Malawi,2024,1.18,subsistence,False,1080.0,15.5,occasional,4,none,none,none,none,0.0,1.18,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,489.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2894,IRR-KEN-2018-02894,Kenya,2018,1.39,subsistence,False,516.0,31.0,frequent,5,none,none,none,none,0.0,1.39,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,693.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2895,IRR-ETH-2018-02895,Ethiopia,2018,2.19,semi-commercial,False,725.0,17.5,rare,7,none,none,none,none,0.0,2.19,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,495.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2896,IRR-BUR-2020-02896,Burkina Faso,2020,0.37,semi-commercial,False,657.0,31.3,frequent,5,none,none,none,none,0.0,0.37,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,493.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2897,IRR-UGA-2022-02897,Uganda,2022,1.69,commercial,False,923.0,17.0,occasional,2,none,none,none,none,0.0,1.69,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,591.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2898,IRR-GHA-2020-02898,Ghana,2020,0.28,subsistence,False,716.0,15.4,occasional,4,none,none,none,none,0.0,0.28,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,560.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2899,IRR-MAL-2022-02899,Mali,2022,0.85,subsistence,False,543.0,25.9,occasional,5,none,none,none,none,0.0,0.85,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,455.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2900,IRR-TAN-2020-02900,Tanzania,2020,0.92,commercial,True,1051.0,24.9,rare,6,flood,reservoir,solar,individual,0.78,0.14,84.8,44.0,6,good,311.0,23.0,False,0.0,False,768.0,618.0,42.0,322.0,2.45,86.0,87.2,31.5,0.0,31.0,weekly,calendar,maize,24.7,1.66,2,5966.0,7681.0,False,True,False,0.0,17.3,good,low,False,False,True,2.8,traditional,high_burden
2901,IRR-NIG-2023-02901,Nigeria,2023,0.71,subsistence,False,605.0,24.9,rare,2,none,none,none,none,0.0,0.71,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,402.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2902,IRR-UGA-2018-02902,Uganda,2018,3.82,commercial,False,713.0,28.5,rare,2,none,none,none,none,0.0,3.82,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,406.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2903,IRR-ZAM-2020-02903,Zambia,2020,1.33,subsistence,True,1048.0,31.9,rare,5,manual,lake,electric,government,1.32,0.01,99.0,51.0,12,good,263.0,14.0,False,0.0,True,606.0,423.0,63.7,386.0,2.49,85.1,61.1,33.1,123.0,105.0,weekly,calendar,cotton,36.5,1.81,2,7971.0,6061.0,False,True,False,0.0,7.1,good,low,False,False,False,1.1,traditional,high_burden
2904,IRR-BUR-2019-02904,Burkina Faso,2019,3.74,subsistence,False,1286.0,33.7,frequent,6,none,none,none,none,0.0,3.74,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,440.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2905,IRR-TAN-2020-02905,Tanzania,2020,1.25,subsistence,False,1137.0,28.1,frequent,3,none,none,none,none,0.0,1.25,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,572.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2906,IRR-BUR-2025-02906,Burkina Faso,2025,0.68,subsistence,True,1145.0,29.5,occasional,7,sprinkler,lake,diesel,individual,0.53,0.15,77.6,23.0,3,excellent,790.0,64.0,False,0.0,False,671.0,679.0,71.7,481.0,1.98,91.5,64.0,42.0,91.0,11.0,weekly,calendar,maize,48.6,1.34,1,3537.0,6712.0,False,True,False,0.0,2.7,good,medium,False,False,False,4.8,modern,high_burden
2907,IRR-ETH-2018-02907,Ethiopia,2018,1.55,subsistence,False,937.0,23.9,occasional,3,none,none,none,none,0.0,1.55,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,474.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2908,IRR-MAL-2020-02908,Mali,2020,0.54,commercial,False,865.0,30.4,occasional,2,none,none,none,none,0.0,0.54,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,465.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2909,IRR-GHA-2025-02909,Ghana,2025,1.33,semi-commercial,True,814.0,29.1,occasional,2,flood,river,diesel,individual,0.59,0.74,44.1,31.0,1,fair,235.0,19.0,False,0.0,True,781.0,599.0,47.6,372.0,1.38,87.3,83.9,34.8,139.0,23.0,biweekly,weather_based,vegetables,35.6,1.75,1,4581.0,7811.0,True,False,True,0.0,2.4,poor,low,False,False,False,1.0,traditional,high_burden
2910,IRR-ETH-2024-02910,Ethiopia,2024,0.85,subsistence,False,1029.0,27.6,frequent,2,none,none,none,none,0.0,0.85,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,593.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2911,IRR-GHA-2019-02911,Ghana,2019,2.1,subsistence,False,797.0,26.9,occasional,3,none,none,none,none,0.0,2.1,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,560.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2912,IRR-BUR-2018-02912,Burkina Faso,2018,0.66,semi-commercial,False,787.0,27.5,frequent,5,none,none,none,none,0.0,0.66,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,502.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2913,IRR-NIG-2022-02913,Nigeria,2022,0.33,subsistence,False,580.0,31.5,frequent,2,none,none,none,none,0.0,0.33,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,676.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2914,IRR-ZAM-2020-02914,Zambia,2020,1.12,semi-commercial,False,729.0,35.0,occasional,4,none,none,none,none,0.0,1.12,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,649.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2915,IRR-ETH-2024-02915,Ethiopia,2024,1.98,semi-commercial,False,945.0,33.5,occasional,7,none,none,none,none,0.0,1.98,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,500.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2916,IRR-TAN-2025-02916,Tanzania,2025,1.0,subsistence,False,1171.0,18.7,rare,3,none,none,none,none,0.0,1.0,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,436.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2917,IRR-ETH-2018-02917,Ethiopia,2018,0.4,semi-commercial,False,1242.0,31.8,rare,5,none,none,none,none,0.0,0.4,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,407.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2918,IRR-GHA-2019-02918,Ghana,2019,1.07,subsistence,False,1024.0,28.2,occasional,5,none,none,none,none,0.0,1.07,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,579.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2919,IRR-UGA-2018-02919,Uganda,2018,1.99,subsistence,False,1338.0,33.6,occasional,5,none,none,none,none,0.0,1.99,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,422.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2920,IRR-ZAM-2024-02920,Zambia,2024,0.59,subsistence,False,825.0,33.7,occasional,6,none,none,none,none,0.0,0.59,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,570.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2921,IRR-KEN-2023-02921,Kenya,2023,2.3,subsistence,False,734.0,23.0,occasional,4,none,none,none,none,0.0,2.3,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,640.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2922,IRR-NIG-2022-02922,Nigeria,2022,2.07,semi-commercial,False,777.0,17.9,occasional,3,none,none,none,none,0.0,2.07,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,458.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2923,IRR-MAL-2018-02923,Malawi,2018,1.08,semi-commercial,False,475.0,15.0,frequent,3,none,none,none,none,0.0,1.08,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,660.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2924,IRR-UGA-2020-02924,Uganda,2020,1.61,semi-commercial,False,1055.0,30.1,occasional,5,none,none,none,none,0.0,1.61,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,456.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2925,IRR-ZAM-2024-02925,Zambia,2024,1.1,commercial,False,759.0,19.5,frequent,4,none,none,none,none,0.0,1.1,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,414.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2926,IRR-ETH-2024-02926,Ethiopia,2024,2.16,semi-commercial,False,803.0,33.3,frequent,5,none,none,none,none,0.0,2.16,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,582.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2927,IRR-ETH-2022-02927,Ethiopia,2022,1.6,subsistence,True,776.0,19.7,frequent,3,drip,river,solar,government,0.62,0.98,38.6,33.0,7,good,1544.0,155.0,False,0.0,False,779.0,562.0,90.8,707.0,0.93,80.8,90.9,66.7,0.0,9.0,as_needed,weather_based,sugarcane,39.3,1.24,2,4807.0,7786.0,True,False,False,0.0,7.2,good,high,False,True,False,4.9,modern,high_burden
2928,IRR-ZAM-2024-02928,Zambia,2024,0.61,semi-commercial,True,1068.0,26.3,frequent,2,flood,river,manual,shared,0.45,0.16,74.0,27.0,17,fair,182.0,10.0,False,0.0,False,329.0,486.0,48.3,159.0,1.17,85.3,72.6,29.9,0.0,18.0,weekly,calendar,sugarcane,37.9,1.64,1,1494.0,3286.0,False,False,False,0.0,0.0,poor,low,False,True,False,1.6,traditional,high_burden
2929,IRR-UGA-2024-02929,Uganda,2024,1.18,subsistence,False,1082.0,34.2,occasional,4,none,none,none,none,0.0,1.18,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,529.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2930,IRR-ETH-2024-02930,Ethiopia,2024,1.09,semi-commercial,False,1071.0,23.8,occasional,6,none,none,none,none,0.0,1.09,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,575.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2931,IRR-ZAM-2019-02931,Zambia,2019,0.8,semi-commercial,False,791.0,16.9,rare,4,none,none,none,none,0.0,0.8,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,483.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2932,IRR-NIG-2025-02932,Nigeria,2025,1.06,subsistence,False,927.0,19.4,rare,3,none,none,none,none,0.0,1.06,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,628.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2933,IRR-ZAM-2023-02933,Zambia,2023,2.99,semi-commercial,False,994.0,19.0,occasional,5,none,none,none,none,0.0,2.99,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,420.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2934,IRR-ETH-2019-02934,Ethiopia,2019,4.23,semi-commercial,False,1096.0,25.6,rare,6,none,none,none,none,0.0,4.23,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,407.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2935,IRR-GHA-2018-02935,Ghana,2018,2.6,semi-commercial,False,1084.0,16.8,occasional,4,none,none,none,none,0.0,2.6,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,529.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2936,IRR-KEN-2020-02936,Kenya,2020,1.91,subsistence,False,1301.0,22.9,occasional,6,none,none,none,none,0.0,1.91,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,598.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2937,IRR-UGA-2021-02937,Uganda,2021,0.51,semi-commercial,False,704.0,30.7,occasional,5,none,none,none,none,0.0,0.51,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,622.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2938,IRR-MAL-2025-02938,Malawi,2025,0.8,commercial,False,525.0,20.6,occasional,3,none,none,none,none,0.0,0.8,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,533.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2939,IRR-TAN-2024-02939,Tanzania,2024,0.39,semi-commercial,False,865.0,26.2,rare,6,none,none,none,none,0.0,0.39,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,511.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2940,IRR-TAN-2018-02940,Tanzania,2018,2.33,subsistence,False,828.0,29.8,occasional,3,none,none,none,none,0.0,2.33,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,437.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2941,IRR-ETH-2024-02941,Ethiopia,2024,0.4,semi-commercial,True,471.0,21.3,rare,7,drip,river,diesel,individual,0.19,0.21,47.5,7.0,0,good,473.0,59.0,True,171.0,False,728.0,692.0,79.7,580.0,1.96,81.8,95.0,62.0,30.0,3.0,weekly,visual,horticulture,59.6,2.2,2,1376.0,7279.0,False,False,False,0.0,22.8,good,high,False,False,False,4.0,modern,high_burden
2942,IRR-TAN-2024-02942,Tanzania,2024,2.27,semi-commercial,False,1208.0,15.3,frequent,7,none,none,none,none,0.0,2.27,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,510.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2943,IRR-GHA-2023-02943,Ghana,2023,1.83,subsistence,False,800.0,32.9,rare,7,none,none,none,none,0.0,1.83,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,449.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2944,IRR-MAL-2022-02944,Mali,2022,1.5,semi-commercial,False,807.0,25.9,frequent,6,none,none,none,none,0.0,1.5,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,647.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2945,IRR-NIG-2018-02945,Nigeria,2018,1.44,subsistence,False,979.0,18.9,occasional,4,none,none,none,none,0.0,1.44,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,622.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2946,IRR-BUR-2023-02946,Burkina Faso,2023,0.92,subsistence,False,474.0,16.1,occasional,7,none,none,none,none,0.0,0.92,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,451.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2947,IRR-GHA-2024-02947,Ghana,2024,1.36,commercial,False,997.0,31.9,occasional,6,none,none,none,none,0.0,1.36,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,694.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2948,IRR-NIG-2024-02948,Nigeria,2024,2.0,subsistence,False,798.0,27.8,frequent,2,none,none,none,none,0.0,2.0,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,587.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2949,IRR-BUR-2018-02949,Burkina Faso,2018,2.02,semi-commercial,False,944.0,23.9,occasional,5,none,none,none,none,0.0,2.02,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,484.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2950,IRR-ZAM-2022-02950,Zambia,2022,1.08,subsistence,False,1036.0,26.0,occasional,5,none,none,none,none,0.0,1.08,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,603.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2951,IRR-ZAM-2019-02951,Zambia,2019,1.96,semi-commercial,False,739.0,22.5,occasional,6,none,none,none,none,0.0,1.96,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,519.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2952,IRR-UGA-2018-02952,Uganda,2018,0.5,semi-commercial,False,910.0,15.0,frequent,2,none,none,none,none,0.0,0.5,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,614.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2953,IRR-MAL-2020-02953,Mali,2020,0.7,subsistence,False,473.0,26.2,occasional,3,none,none,none,none,0.0,0.7,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,642.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2954,IRR-KEN-2025-02954,Kenya,2025,0.69,semi-commercial,False,400.0,24.5,frequent,5,none,none,none,none,0.0,0.69,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,546.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2955,IRR-BUR-2019-02955,Burkina Faso,2019,1.65,semi-commercial,False,774.0,25.2,occasional,3,none,none,none,none,0.0,1.65,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,408.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2956,IRR-MAL-2025-02956,Mali,2025,2.1,semi-commercial,False,1119.0,29.9,occasional,2,none,none,none,none,0.0,2.1,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,655.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2957,IRR-GHA-2021-02957,Ghana,2021,0.54,semi-commercial,False,948.0,19.8,frequent,2,none,none,none,none,0.0,0.54,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,568.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2958,IRR-MAL-2022-02958,Mali,2022,2.16,semi-commercial,False,984.0,22.5,rare,6,none,none,none,none,0.0,2.16,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,401.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2959,IRR-MAL-2019-02959,Mali,2019,1.18,subsistence,False,680.0,19.5,occasional,3,none,none,none,none,0.0,1.18,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,693.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2960,IRR-BUR-2023-02960,Burkina Faso,2023,1.42,subsistence,False,791.0,18.0,frequent,6,none,none,none,none,0.0,1.42,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,527.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2961,IRR-MAL-2024-02961,Malawi,2024,1.47,semi-commercial,False,603.0,17.0,occasional,6,none,none,none,none,0.0,1.47,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,513.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2962,IRR-TAN-2021-02962,Tanzania,2021,1.63,subsistence,False,749.0,22.0,occasional,2,none,none,none,none,0.0,1.63,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,438.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2963,IRR-TAN-2021-02963,Tanzania,2021,1.7,subsistence,False,601.0,26.8,occasional,7,none,none,none,none,0.0,1.7,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,471.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2964,IRR-ZAM-2023-02964,Zambia,2023,1.98,semi-commercial,True,1098.0,29.8,frequent,7,surface,reservoir,solar,cooperative,0.72,1.27,36.2,30.0,15,good,574.0,71.0,True,238.0,False,736.0,610.0,60.0,441.0,0.93,70.7,70.9,30.0,0.0,22.0,as_needed,visual,sugarcane,38.2,2.47,2,5280.0,7363.0,False,False,False,0.0,12.5,good,low,True,True,True,1.5,traditional,high_burden
2965,IRR-TAN-2021-02965,Tanzania,2021,1.42,commercial,True,866.0,19.8,frequent,6,manual,rainwater_harvesting,diesel,individual,1.03,0.38,72.9,43.0,11,fair,206.0,28.0,True,73.0,False,505.0,598.0,58.4,295.0,1.25,94.0,82.0,45.0,108.0,82.0,daily,calendar,vegetables,29.7,1.98,2,5212.0,5055.0,False,True,False,0.0,16.0,poor,low,False,True,False,1.0,traditional,high_burden
2966,IRR-KEN-2020-02966,Kenya,2020,2.44,subsistence,False,986.0,26.0,occasional,3,none,none,none,none,0.0,2.44,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,470.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2967,IRR-TAN-2020-02967,Tanzania,2020,3.74,subsistence,False,1330.0,34.0,rare,2,none,none,none,none,0.0,3.74,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,474.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2968,IRR-UGA-2021-02968,Uganda,2021,1.02,semi-commercial,False,1225.0,25.0,rare,6,none,none,none,none,0.0,1.02,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,530.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2969,IRR-ZAM-2021-02969,Zambia,2021,0.83,semi-commercial,False,923.0,17.2,occasional,3,none,none,none,none,0.0,0.83,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,634.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2970,IRR-TAN-2024-02970,Tanzania,2024,2.39,semi-commercial,False,919.0,22.3,occasional,7,none,none,none,none,0.0,2.39,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,502.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2971,IRR-ZAM-2020-02971,Zambia,2020,0.68,subsistence,True,1243.0,25.6,frequent,4,sprinkler,lake,electric,individual,0.51,0.17,74.5,23.0,3,good,761.0,67.0,True,395.0,True,709.0,446.0,80.8,573.0,1.79,78.9,68.2,43.5,31.0,10.0,as_needed,calendar,maize,40.9,1.58,2,3594.0,7087.0,False,False,False,0.0,20.8,good,medium,False,True,False,5.5,modern,high_burden
2972,IRR-KEN-2020-02972,Kenya,2020,1.01,subsistence,True,618.0,16.0,occasional,6,surface,river,gravity,individual,0.37,0.64,36.4,19.0,17,good,294.0,36.0,False,0.0,False,646.0,423.0,57.4,370.0,0.92,76.8,89.6,39.5,0.0,11.0,as_needed,visual,sugarcane,25.4,2.44,1,2373.0,6455.0,False,True,True,0.0,0.0,good,low,True,False,False,2.3,traditional,high_burden
2973,IRR-MAL-2021-02973,Mali,2021,0.65,commercial,False,1033.0,17.2,occasional,5,none,none,none,none,0.0,0.65,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,695.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2974,IRR-UGA-2024-02974,Uganda,2024,0.51,semi-commercial,False,688.0,27.8,rare,3,none,none,none,none,0.0,0.51,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,445.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2975,IRR-MAL-2022-02975,Mali,2022,1.11,subsistence,False,955.0,33.3,occasional,6,none,none,none,none,0.0,1.11,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,618.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2976,IRR-TAN-2024-02976,Tanzania,2024,0.69,semi-commercial,False,1166.0,16.0,occasional,7,none,none,none,none,0.0,0.69,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,409.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2977,IRR-GHA-2018-02977,Ghana,2018,0.56,subsistence,False,908.0,22.6,occasional,5,none,none,none,none,0.0,0.56,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,452.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2978,IRR-NIG-2018-02978,Nigeria,2018,1.48,semi-commercial,False,684.0,15.7,rare,2,none,none,none,none,0.0,1.48,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,512.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2979,IRR-BUR-2021-02979,Burkina Faso,2021,2.3,subsistence,False,918.0,22.5,rare,2,none,none,none,none,0.0,2.3,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,486.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2980,IRR-TAN-2019-02980,Tanzania,2019,0.51,subsistence,False,1189.0,30.8,rare,6,none,none,none,none,0.0,0.51,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,650.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2981,IRR-MAL-2021-02981,Mali,2021,0.98,subsistence,False,587.0,24.0,occasional,6,none,none,none,none,0.0,0.98,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,575.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2982,IRR-ETH-2021-02982,Ethiopia,2021,1.35,subsistence,False,1085.0,17.0,rare,7,none,none,none,none,0.0,1.35,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,434.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2983,IRR-MAL-2024-02983,Mali,2024,1.15,semi-commercial,False,504.0,32.1,rare,6,none,none,none,none,0.0,1.15,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,533.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2984,IRR-KEN-2022-02984,Kenya,2022,3.25,semi-commercial,True,890.0,24.3,occasional,4,flood,groundwater,solar,shared,1.35,1.9,41.4,72.0,11,poor,538.0,73.0,True,181.0,True,431.0,648.0,45.7,197.0,2.29,85.2,73.1,28.4,0.0,54.0,as_needed,visual,maize,22.5,2.16,2,5800.0,4312.0,False,True,False,70.9,15.5,poor,low,False,False,False,1.5,traditional,high_burden
2985,IRR-GHA-2023-02985,Ghana,2023,1.87,subsistence,False,862.0,27.8,frequent,5,none,none,none,none,0.0,1.87,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,682.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2986,IRR-ETH-2018-02986,Ethiopia,2018,0.49,semi-commercial,True,784.0,15.6,frequent,6,drip,reservoir,electric,shared,0.21,0.28,43.3,10.0,4,good,529.0,45.0,False,0.0,True,558.0,554.0,77.4,432.0,2.04,74.8,95.0,55.0,23.0,3.0,daily,calendar,sugarcane,37.2,1.33,1,1181.0,5578.0,False,False,False,0.0,2.8,good,high,False,True,True,5.8,modern,high_burden
2987,IRR-GHA-2025-02987,Ghana,2025,4.42,semi-commercial,True,885.0,25.7,frequent,5,center_pivot,reservoir,manual,cooperative,1.82,2.6,41.1,60.0,1,good,9081.0,1096.0,False,0.0,True,606.0,510.0,84.6,513.0,2.13,76.2,79.0,51.0,0.0,18.0,biweekly,calendar,cotton,33.8,1.43,3,11008.0,6061.0,False,False,False,0.0,0.0,good,high,False,True,True,12.2,traditional,high_burden
2988,IRR-TAN-2018-02988,Tanzania,2018,1.05,semi-commercial,False,653.0,31.0,occasional,2,none,none,none,none,0.0,1.05,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,486.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2989,IRR-BUR-2018-02989,Burkina Faso,2018,1.39,semi-commercial,False,973.0,21.7,occasional,2,none,none,none,none,0.0,1.39,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,616.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2990,IRR-BUR-2020-02990,Burkina Faso,2020,1.38,semi-commercial,False,604.0,17.5,frequent,5,none,none,none,none,0.0,1.38,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,562.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2991,IRR-GHA-2019-02991,Ghana,2019,2.61,subsistence,False,1229.0,25.2,frequent,5,none,none,none,none,0.0,2.61,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,628.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2992,IRR-ETH-2019-02992,Ethiopia,2019,1.44,semi-commercial,False,1382.0,30.6,rare,4,none,none,none,none,0.0,1.44,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,494.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2993,IRR-UGA-2021-02993,Uganda,2021,0.29,subsistence,True,635.0,27.0,occasional,6,surface,river,electric,individual,0.24,0.05,83.2,13.0,11,excellent,193.0,20.0,False,0.0,True,311.0,468.0,52.7,164.0,2.16,82.1,87.5,37.8,20.0,7.0,as_needed,visual,fruits,24.8,1.26,1,752.0,3114.0,False,False,True,0.0,9.3,good,low,True,False,False,5.4,traditional,high_burden
2994,IRR-MAL-2019-02994,Malawi,2019,1.03,semi-commercial,False,589.0,29.5,occasional,2,none,none,none,none,0.0,1.03,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,449.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2995,IRR-ZAM-2022-02995,Zambia,2022,1.16,subsistence,False,597.0,29.0,occasional,5,none,none,none,none,0.0,1.16,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,687.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2996,IRR-MAL-2023-02996,Malawi,2023,2.54,subsistence,False,670.0,22.7,frequent,4,none,none,none,none,0.0,2.54,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,405.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
2997,IRR-BUR-2018-02997,Burkina Faso,2018,2.63,semi-commercial,False,958.0,18.5,occasional,7,none,none,none,none,0.0,2.63,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,567.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2998,IRR-UGA-2020-02998,Uganda,2020,1.18,semi-commercial,False,620.0,24.4,rare,4,none,none,none,none,0.0,1.18,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,663.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
2999,IRR-ZAM-2023-02999,Zambia,2023,0.63,subsistence,False,705.0,22.3,occasional,2,none,none,none,none,0.0,0.63,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,577.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3000,IRR-KEN-2025-03000,Kenya,2025,1.51,subsistence,False,1073.0,20.5,occasional,4,none,none,none,none,0.0,1.51,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,557.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3001,IRR-GHA-2025-03001,Ghana,2025,1.53,subsistence,False,1112.0,24.1,rare,6,none,none,none,none,0.0,1.53,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,466.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3002,IRR-ETH-2021-03002,Ethiopia,2021,3.33,semi-commercial,False,531.0,29.7,frequent,7,none,none,none,none,0.0,3.33,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,692.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3003,IRR-BUR-2022-03003,Burkina Faso,2022,1.28,semi-commercial,False,636.0,23.8,occasional,4,none,none,none,none,0.0,1.28,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,458.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3004,IRR-ETH-2023-03004,Ethiopia,2023,0.43,subsistence,True,903.0,26.4,rare,4,sprinkler,river,manual,shared,0.28,0.15,65.6,14.0,13,fair,420.0,53.0,False,0.0,False,775.0,502.0,77.3,600.0,1.54,93.4,87.7,63.4,0.0,6.0,weekly,soil_moisture,vegetables,47.1,1.26,2,2173.0,7754.0,False,False,True,0.0,0.0,poor,medium,False,False,False,4.2,modern,high_burden
3005,IRR-GHA-2019-03005,Ghana,2019,1.18,semi-commercial,False,1151.0,22.0,rare,2,none,none,none,none,0.0,1.18,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,456.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3006,IRR-GHA-2025-03006,Ghana,2025,1.96,subsistence,False,1230.0,18.9,rare,6,none,none,none,none,0.0,1.96,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,580.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3007,IRR-TAN-2021-03007,Tanzania,2021,2.76,subsistence,True,1020.0,23.5,frequent,7,surface,groundwater,wind,shared,2.63,0.13,95.2,89.0,1,good,2102.0,285.0,False,0.0,False,615.0,656.0,57.9,357.0,1.85,78.3,79.6,36.1,0.0,79.0,biweekly,visual,sugarcane,55.8,1.64,2,16173.0,6155.0,False,False,True,32.2,0.0,good,low,False,False,True,2.7,traditional,high_burden
3008,IRR-UGA-2019-03008,Uganda,2019,3.93,subsistence,False,806.0,26.3,frequent,7,none,none,none,none,0.0,3.93,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,611.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3009,IRR-BUR-2019-03009,Burkina Faso,2019,2.33,subsistence,False,1242.0,26.9,frequent,5,none,none,none,none,0.0,2.33,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,418.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3010,IRR-TAN-2018-03010,Tanzania,2018,2.22,semi-commercial,False,1007.0,31.2,frequent,2,none,none,none,none,0.0,2.22,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,604.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3011,IRR-BUR-2023-03011,Burkina Faso,2023,3.09,semi-commercial,True,411.0,15.8,frequent,3,sprinkler,groundwater,solar,individual,1.15,1.93,37.4,51.0,8,poor,1732.0,244.0,False,0.0,False,550.0,677.0,68.1,375.0,1.84,91.9,73.6,46.1,0.0,23.0,biweekly,calendar,horticulture,40.9,2.14,1,6347.0,5499.0,False,True,False,9.9,15.0,poor,medium,True,True,False,2.7,modern,high_burden
3012,IRR-ZAM-2024-03012,Zambia,2024,0.2,subsistence,False,910.0,25.1,frequent,2,none,none,none,none,0.0,0.2,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,459.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3013,IRR-MAL-2024-03013,Malawi,2024,0.78,semi-commercial,False,991.0,15.9,occasional,3,none,none,none,none,0.0,0.78,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,676.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3014,IRR-MAL-2018-03014,Malawi,2018,4.02,subsistence,False,1005.0,21.0,occasional,2,none,none,none,none,0.0,4.02,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,489.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3015,IRR-NIG-2020-03015,Nigeria,2020,1.69,subsistence,False,658.0,33.8,occasional,4,none,none,none,none,0.0,1.69,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,585.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3016,IRR-GHA-2025-03016,Ghana,2025,0.62,subsistence,False,1114.0,30.5,occasional,7,none,none,none,none,0.0,0.62,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,576.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3017,IRR-ETH-2020-03017,Ethiopia,2020,2.6,semi-commercial,False,971.0,29.1,frequent,3,none,none,none,none,0.0,2.6,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,559.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3018,IRR-NIG-2018-03018,Nigeria,2018,0.55,subsistence,False,852.0,33.0,rare,4,none,none,none,none,0.0,0.55,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,681.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3019,IRR-MAL-2022-03019,Mali,2022,2.5,semi-commercial,False,429.0,23.0,frequent,5,none,none,none,none,0.0,2.5,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,685.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3020,IRR-BUR-2020-03020,Burkina Faso,2020,0.59,subsistence,False,778.0,31.7,frequent,7,none,none,none,none,0.0,0.59,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,619.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3021,IRR-ETH-2022-03021,Ethiopia,2022,3.3,subsistence,False,993.0,19.4,occasional,4,none,none,none,none,0.0,3.3,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,448.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3022,IRR-BUR-2025-03022,Burkina Faso,2025,3.02,subsistence,False,1023.0,15.6,occasional,4,none,none,none,none,0.0,3.02,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,414.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3023,IRR-UGA-2022-03023,Uganda,2022,1.52,subsistence,False,649.0,20.2,frequent,7,none,none,none,none,0.0,1.52,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,517.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3024,IRR-ZAM-2023-03024,Zambia,2023,1.35,subsistence,False,590.0,23.8,frequent,3,none,none,none,none,0.0,1.35,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,682.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3025,IRR-TAN-2020-03025,Tanzania,2020,0.88,subsistence,True,1218.0,19.9,occasional,6,drip,river,diesel,individual,0.85,0.03,96.1,29.0,13,fair,2118.0,235.0,False,0.0,False,344.0,490.0,95.0,327.0,2.36,71.7,89.3,60.8,252.0,13.0,daily,visual,rice,55.6,1.82,1,2914.0,3439.0,False,False,False,0.0,12.3,poor,high,False,False,False,8.6,modern,high_burden
3026,IRR-NIG-2021-03026,Nigeria,2021,0.58,subsistence,False,945.0,22.0,occasional,4,none,none,none,none,0.0,0.58,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,540.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3027,IRR-BUR-2020-03027,Burkina Faso,2020,1.25,semi-commercial,True,1464.0,16.3,rare,6,sprinkler,groundwater,solar,cooperative,1.2,0.04,96.7,63.0,11,fair,1807.0,139.0,False,0.0,False,505.0,554.0,65.4,331.0,1.59,80.0,60.5,31.6,0.0,24.0,weekly,soil_moisture,rice,41.1,1.48,1,6088.0,5054.0,False,False,False,38.0,23.2,poor,medium,False,False,False,7.1,modern,high_burden
3028,IRR-MAL-2021-03028,Mali,2021,1.4,subsistence,False,1145.0,30.0,rare,7,none,none,none,none,0.0,1.4,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,647.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3029,IRR-TAN-2021-03029,Tanzania,2021,2.12,semi-commercial,False,802.0,17.2,occasional,3,none,none,none,none,0.0,2.12,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,472.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3030,IRR-MAL-2024-03030,Malawi,2024,2.82,semi-commercial,False,909.0,18.8,frequent,4,none,none,none,none,0.0,2.82,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,545.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3031,IRR-ETH-2021-03031,Ethiopia,2021,2.67,subsistence,False,602.0,33.3,frequent,5,none,none,none,none,0.0,2.67,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,647.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3032,IRR-GHA-2025-03032,Ghana,2025,1.09,subsistence,False,703.0,23.9,rare,3,none,none,none,none,0.0,1.09,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,492.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3033,IRR-BUR-2020-03033,Burkina Faso,2020,4.34,semi-commercial,False,838.0,31.3,frequent,6,none,none,none,none,0.0,4.34,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,602.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3034,IRR-BUR-2018-03034,Burkina Faso,2018,0.63,subsistence,False,995.0,32.7,occasional,4,none,none,none,none,0.0,0.63,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,428.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3035,IRR-UGA-2021-03035,Uganda,2021,1.23,semi-commercial,False,936.0,34.1,frequent,5,none,none,none,none,0.0,1.23,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,663.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3036,IRR-UGA-2025-03036,Uganda,2025,0.91,subsistence,True,904.0,26.2,rare,7,surface,groundwater,wind,individual,0.59,0.32,64.5,29.0,19,fair,471.0,45.0,False,0.0,False,704.0,428.0,49.7,350.0,1.1,72.1,83.3,29.9,0.0,18.0,as_needed,visual,maize,23.5,1.66,2,4145.0,7037.0,False,False,False,47.7,0.0,poor,low,False,False,False,4.4,traditional,high_burden
3037,IRR-ETH-2024-03037,Ethiopia,2024,1.01,semi-commercial,False,982.0,28.1,frequent,7,none,none,none,none,0.0,1.01,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,656.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3038,IRR-ZAM-2023-03038,Zambia,2023,2.27,commercial,False,728.0,32.1,rare,7,none,none,none,none,0.0,2.27,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,412.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3039,IRR-ZAM-2024-03039,Zambia,2024,0.41,subsistence,False,503.0,32.9,frequent,7,none,none,none,none,0.0,0.41,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,674.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3040,IRR-NIG-2022-03040,Nigeria,2022,1.3,subsistence,False,764.0,29.9,frequent,5,none,none,none,none,0.0,1.3,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,650.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3041,IRR-KEN-2019-03041,Kenya,2019,1.1,subsistence,False,765.0,15.7,occasional,5,none,none,none,none,0.0,1.1,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,645.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3042,IRR-BUR-2018-03042,Burkina Faso,2018,0.38,subsistence,False,400.0,27.8,rare,3,none,none,none,none,0.0,0.38,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,648.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3043,IRR-MAL-2018-03043,Mali,2018,1.59,semi-commercial,False,793.0,34.4,rare,3,none,none,none,none,0.0,1.59,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,540.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3044,IRR-MAL-2022-03044,Mali,2022,3.34,semi-commercial,False,900.0,20.2,occasional,6,none,none,none,none,0.0,3.34,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,500.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3045,IRR-BUR-2022-03045,Burkina Faso,2022,2.34,subsistence,True,1210.0,17.7,occasional,4,surface,river,manual,individual,1.22,1.12,52.0,54.0,4,fair,975.0,138.0,True,318.0,False,623.0,667.0,58.1,362.0,1.52,71.2,84.3,34.9,0.0,37.0,biweekly,visual,maize,52.7,1.54,1,7587.0,6226.0,False,True,True,0.0,0.0,poor,low,False,False,False,1.6,traditional,high_burden
3046,IRR-GHA-2022-03046,Ghana,2022,1.09,semi-commercial,False,722.0,15.6,frequent,2,none,none,none,none,0.0,1.09,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,554.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3047,IRR-TAN-2022-03047,Tanzania,2022,11.75,subsistence,False,464.0,27.8,occasional,4,none,none,none,none,0.0,11.75,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,478.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3048,IRR-MAL-2021-03048,Mali,2021,1.48,semi-commercial,False,1465.0,18.6,rare,7,none,none,none,none,0.0,1.48,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,410.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3049,IRR-ZAM-2019-03049,Zambia,2019,2.21,commercial,False,1077.0,34.9,frequent,5,none,none,none,none,0.0,2.21,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,646.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3050,IRR-NIG-2020-03050,Nigeria,2020,1.88,subsistence,False,978.0,17.2,occasional,2,none,none,none,none,0.0,1.88,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,528.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3051,IRR-ETH-2024-03051,Ethiopia,2024,2.89,commercial,False,999.0,21.6,rare,2,none,none,none,none,0.0,2.89,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,682.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3052,IRR-UGA-2023-03052,Uganda,2023,0.94,subsistence,False,909.0,28.8,occasional,3,none,none,none,none,0.0,0.94,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,416.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3053,IRR-BUR-2024-03053,Burkina Faso,2024,1.1,semi-commercial,True,1366.0,19.9,occasional,2,flood,groundwater,gravity,shared,0.91,0.19,82.8,47.0,0,poor,364.0,46.0,True,132.0,True,773.0,530.0,44.1,341.0,2.35,81.9,83.3,30.1,0.0,36.0,weekly,soil_moisture,fruits,41.0,2.17,2,7030.0,7732.0,True,True,True,68.9,0.0,poor,low,True,False,False,1.6,traditional,high_burden
3054,IRR-KEN-2021-03054,Kenya,2021,2.7,subsistence,False,492.0,18.2,rare,2,none,none,none,none,0.0,2.7,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,417.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3055,IRR-BUR-2023-03055,Burkina Faso,2023,4.16,semi-commercial,False,758.0,29.8,occasional,4,none,none,none,none,0.0,4.16,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,486.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3056,IRR-NIG-2020-03056,Nigeria,2020,2.2,subsistence,False,565.0,22.2,rare,5,none,none,none,none,0.0,2.2,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,529.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3057,IRR-ZAM-2021-03057,Zambia,2021,3.79,commercial,False,783.0,29.0,occasional,3,none,none,none,none,0.0,3.79,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,589.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3058,IRR-KEN-2021-03058,Kenya,2021,1.67,semi-commercial,False,1106.0,31.0,frequent,5,none,none,none,none,0.0,1.67,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,594.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3059,IRR-MAL-2023-03059,Malawi,2023,1.09,subsistence,True,1040.0,19.1,rare,7,sprinkler,river,manual,individual,0.64,0.46,58.2,23.0,17,excellent,955.0,88.0,False,0.0,True,502.0,551.0,77.3,388.0,1.66,88.3,66.7,45.5,0.0,13.0,weekly,soil_moisture,fruits,53.0,1.7,2,3197.0,5021.0,False,True,False,0.0,0.0,good,medium,False,False,False,3.3,modern,high_burden
3060,IRR-KEN-2018-03060,Kenya,2018,5.79,semi-commercial,False,1006.0,17.9,occasional,4,none,none,none,none,0.0,5.79,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,587.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3061,IRR-NIG-2024-03061,Nigeria,2024,0.64,commercial,False,1024.0,24.8,rare,6,none,none,none,none,0.0,0.64,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,438.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3062,IRR-ETH-2021-03062,Ethiopia,2021,0.91,semi-commercial,False,400.0,17.7,rare,2,none,none,none,none,0.0,0.91,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,612.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3063,IRR-ETH-2019-03063,Ethiopia,2019,4.48,subsistence,False,1264.0,21.0,frequent,3,none,none,none,none,0.0,4.48,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,558.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3064,IRR-TAN-2023-03064,Tanzania,2023,0.68,subsistence,False,743.0,16.3,rare,6,none,none,none,none,0.0,0.68,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,458.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3065,IRR-KEN-2022-03065,Kenya,2022,0.59,semi-commercial,False,995.0,32.1,occasional,2,none,none,none,none,0.0,0.59,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,682.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3066,IRR-KEN-2023-03066,Kenya,2023,0.81,semi-commercial,False,1035.0,19.0,occasional,4,none,none,none,none,0.0,0.81,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,584.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3067,IRR-TAN-2022-03067,Tanzania,2022,2.51,semi-commercial,False,872.0,31.1,rare,2,none,none,none,none,0.0,2.51,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,445.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3068,IRR-ETH-2024-03068,Ethiopia,2024,0.49,semi-commercial,False,842.0,31.5,rare,5,none,none,none,none,0.0,0.49,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,481.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3069,IRR-TAN-2021-03069,Tanzania,2021,1.33,semi-commercial,False,611.0,30.0,rare,7,none,none,none,none,0.0,1.33,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,629.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3070,IRR-ZAM-2024-03070,Zambia,2024,2.55,subsistence,True,925.0,30.6,frequent,6,flood,groundwater,electric,shared,1.62,0.93,63.6,68.0,4,excellent,649.0,63.0,False,0.0,True,693.0,477.0,45.0,312.0,1.77,77.3,67.9,23.6,238.0,65.0,as_needed,calendar,horticulture,23.9,1.7,1,11237.0,6925.0,False,True,False,28.5,8.3,good,low,False,True,True,2.1,traditional,high_burden
3071,IRR-UGA-2022-03071,Uganda,2022,3.06,subsistence,False,1068.0,17.2,frequent,7,none,none,none,none,0.0,3.06,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,560.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3072,IRR-GHA-2022-03072,Ghana,2022,1.25,subsistence,False,580.0,29.2,rare,3,none,none,none,none,0.0,1.25,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,448.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3073,IRR-GHA-2022-03073,Ghana,2022,0.92,commercial,False,1060.0,20.4,rare,7,none,none,none,none,0.0,0.92,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,405.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3074,IRR-ETH-2018-03074,Ethiopia,2018,0.96,semi-commercial,False,993.0,23.1,occasional,7,none,none,none,none,0.0,0.96,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,684.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3075,IRR-MAL-2021-03075,Mali,2021,3.19,subsistence,False,1093.0,26.2,rare,2,none,none,none,none,0.0,3.19,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,528.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3076,IRR-ETH-2018-03076,Ethiopia,2018,2.93,commercial,False,763.0,34.1,occasional,7,none,none,none,none,0.0,2.93,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,538.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3077,IRR-ZAM-2025-03077,Zambia,2025,2.94,commercial,True,857.0,21.7,occasional,5,manual,wetland,solar,individual,2.56,0.37,87.2,117.0,19,poor,512.0,27.0,False,0.0,False,619.0,687.0,61.1,378.0,0.96,88.9,90.0,48.9,0.0,205.0,weekly,visual,fruits,25.1,2.48,1,15847.0,6188.0,False,False,True,0.0,17.8,poor,low,True,False,False,1.4,traditional,high_burden
3078,IRR-MAL-2024-03078,Mali,2024,0.97,semi-commercial,False,654.0,26.9,occasional,7,none,none,none,none,0.0,0.97,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,624.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3079,IRR-BUR-2019-03079,Burkina Faso,2019,0.29,subsistence,False,887.0,22.8,occasional,7,none,none,none,none,0.0,0.29,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,578.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3080,IRR-MAL-2020-03080,Malawi,2020,3.08,semi-commercial,False,468.0,30.7,occasional,6,none,none,none,none,0.0,3.08,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,521.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3081,IRR-MAL-2022-03081,Mali,2022,1.53,subsistence,False,690.0,15.0,frequent,3,none,none,none,none,0.0,1.53,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,589.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3082,IRR-ETH-2020-03082,Ethiopia,2020,1.75,semi-commercial,True,1337.0,22.7,frequent,2,sprinkler,groundwater,electric,government,0.85,0.91,48.3,34.0,1,poor,1269.0,163.0,False,0.0,False,429.0,673.0,73.8,316.0,1.11,83.1,75.0,46.0,98.0,17.0,biweekly,weather_based,sugarcane,52.1,1.69,1,3626.0,4286.0,True,False,False,58.9,24.6,poor,medium,False,True,False,2.8,modern,high_burden
3083,IRR-KEN-2022-03083,Kenya,2022,1.5,semi-commercial,False,1018.0,27.9,rare,3,none,none,none,none,0.0,1.5,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,436.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3084,IRR-ETH-2024-03084,Ethiopia,2024,0.39,subsistence,False,1055.0,31.7,rare,7,none,none,none,none,0.0,0.39,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,518.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3085,IRR-GHA-2021-03085,Ghana,2021,1.81,subsistence,False,1189.0,24.2,frequent,3,none,none,none,none,0.0,1.81,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,615.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3086,IRR-KEN-2025-03086,Kenya,2025,0.28,semi-commercial,False,771.0,18.8,occasional,4,none,none,none,none,0.0,0.28,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,584.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3087,IRR-ZAM-2018-03087,Zambia,2018,1.1,subsistence,False,949.0,30.7,rare,4,none,none,none,none,0.0,1.1,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,632.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3088,IRR-NIG-2019-03088,Nigeria,2019,0.47,semi-commercial,False,1008.0,20.8,frequent,3,none,none,none,none,0.0,0.47,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,677.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3089,IRR-GHA-2023-03089,Ghana,2023,3.17,semi-commercial,False,533.0,31.5,occasional,3,none,none,none,none,0.0,3.17,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,617.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3090,IRR-KEN-2019-03090,Kenya,2019,1.45,commercial,False,956.0,23.9,occasional,7,none,none,none,none,0.0,1.45,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,465.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3091,IRR-ZAM-2018-03091,Zambia,2018,2.71,subsistence,False,1152.0,28.8,frequent,6,none,none,none,none,0.0,2.71,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,402.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3092,IRR-ZAM-2024-03092,Zambia,2024,0.77,commercial,False,633.0,34.8,occasional,5,none,none,none,none,0.0,0.77,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,563.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3093,IRR-KEN-2022-03093,Kenya,2022,1.22,subsistence,False,1054.0,15.8,occasional,2,none,none,none,none,0.0,1.22,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,538.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3094,IRR-GHA-2023-03094,Ghana,2023,0.87,semi-commercial,False,400.0,15.3,frequent,2,none,none,none,none,0.0,0.87,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,698.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3095,IRR-BUR-2023-03095,Burkina Faso,2023,0.83,semi-commercial,False,1076.0,18.1,occasional,4,none,none,none,none,0.0,0.83,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,697.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3096,IRR-KEN-2025-03096,Kenya,2025,0.6,subsistence,False,1051.0,19.6,rare,7,none,none,none,none,0.0,0.6,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,459.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3097,IRR-ZAM-2020-03097,Zambia,2020,0.73,semi-commercial,False,955.0,17.1,occasional,3,none,none,none,none,0.0,0.73,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,647.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3098,IRR-TAN-2018-03098,Tanzania,2018,0.96,commercial,False,1352.0,18.4,occasional,3,none,none,none,none,0.0,0.96,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,576.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3099,IRR-UGA-2018-03099,Uganda,2018,2.52,commercial,False,726.0,23.2,occasional,4,none,none,none,none,0.0,2.52,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,665.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3100,IRR-UGA-2023-03100,Uganda,2023,0.64,commercial,False,779.0,26.8,occasional,2,none,none,none,none,0.0,0.64,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,615.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3101,IRR-GHA-2020-03101,Ghana,2020,0.7,commercial,False,831.0,29.3,frequent,3,none,none,none,none,0.0,0.7,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,680.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3102,IRR-KEN-2023-03102,Kenya,2023,2.58,semi-commercial,False,811.0,23.3,frequent,5,none,none,none,none,0.0,2.58,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,511.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3103,IRR-MAL-2025-03103,Malawi,2025,1.7,subsistence,False,411.0,26.6,rare,4,none,none,none,none,0.0,1.7,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,604.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3104,IRR-BUR-2018-03104,Burkina Faso,2018,2.98,subsistence,False,1122.0,20.1,occasional,2,none,none,none,none,0.0,2.98,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,456.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3105,IRR-KEN-2022-03105,Kenya,2022,0.66,semi-commercial,False,719.0,23.8,occasional,6,none,none,none,none,0.0,0.66,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,505.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3106,IRR-GHA-2024-03106,Ghana,2024,0.99,subsistence,True,1291.0,28.9,frequent,5,sprinkler,groundwater,solar,individual,0.61,0.38,61.7,28.0,6,good,919.0,71.0,False,0.0,True,767.0,676.0,66.2,508.0,1.32,81.0,76.9,41.2,0.0,12.0,daily,calendar,maize,30.5,1.59,1,4699.0,7665.0,False,False,False,57.2,12.4,good,medium,False,True,True,6.1,modern,high_burden
3107,IRR-GHA-2018-03107,Ghana,2018,0.43,subsistence,True,978.0,31.5,occasional,5,drip,groundwater,wind,shared,0.15,0.28,35.0,8.0,1,fair,373.0,45.0,False,0.0,False,729.0,401.0,76.9,561.0,2.36,91.9,76.3,53.9,0.0,2.0,as_needed,weather_based,fruits,43.3,2.16,2,1089.0,7290.0,False,False,False,74.4,0.0,poor,high,False,False,False,4.0,modern,high_burden
3108,IRR-ZAM-2025-03108,Zambia,2025,1.45,semi-commercial,False,1047.0,31.1,frequent,6,none,none,none,none,0.0,1.45,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,562.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3109,IRR-GHA-2024-03109,Ghana,2024,1.82,semi-commercial,False,908.0,22.5,occasional,5,none,none,none,none,0.0,1.82,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,670.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3110,IRR-MAL-2021-03110,Mali,2021,0.46,subsistence,False,702.0,25.1,frequent,5,none,none,none,none,0.0,0.46,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,468.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3111,IRR-ETH-2024-03111,Ethiopia,2024,2.36,semi-commercial,False,433.0,24.5,frequent,6,none,none,none,none,0.0,2.36,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,535.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3112,IRR-ZAM-2020-03112,Zambia,2020,0.8,subsistence,True,774.0,20.3,rare,2,drip,reservoir,solar,individual,0.76,0.04,94.9,40.0,5,good,1892.0,236.0,False,0.0,False,503.0,565.0,77.2,388.0,2.29,80.8,86.5,54.0,0.0,11.0,weekly,calendar,rice,45.3,2.47,2,3808.0,5031.0,True,False,False,0.0,15.4,good,high,False,False,True,10.5,modern,high_burden
3113,IRR-BUR-2024-03113,Burkina Faso,2024,1.17,subsistence,False,1114.0,33.2,occasional,2,none,none,none,none,0.0,1.17,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,597.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3114,IRR-NIG-2018-03114,Nigeria,2018,0.72,semi-commercial,False,1025.0,28.9,occasional,5,none,none,none,none,0.0,0.72,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,684.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3115,IRR-ZAM-2021-03115,Zambia,2021,1.96,subsistence,False,400.0,25.3,frequent,2,none,none,none,none,0.0,1.96,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,497.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3116,IRR-UGA-2023-03116,Uganda,2023,0.48,semi-commercial,False,604.0,24.1,frequent,5,none,none,none,none,0.0,0.48,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,456.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3117,IRR-ETH-2020-03117,Ethiopia,2020,1.03,subsistence,False,719.0,20.9,occasional,7,none,none,none,none,0.0,1.03,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,535.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3118,IRR-ETH-2024-03118,Ethiopia,2024,0.64,subsistence,False,1024.0,27.8,rare,6,none,none,none,none,0.0,0.64,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,408.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3119,IRR-TAN-2023-03119,Tanzania,2023,1.22,semi-commercial,False,664.0,16.8,frequent,2,none,none,none,none,0.0,1.22,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,467.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3120,IRR-MAL-2022-03120,Mali,2022,0.73,semi-commercial,False,619.0,19.8,frequent,2,none,none,none,none,0.0,0.73,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,445.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3121,IRR-GHA-2025-03121,Ghana,2025,0.82,subsistence,True,724.0,22.4,occasional,5,drip,rainwater_harvesting,solar,shared,0.42,0.4,51.6,21.0,2,good,1052.0,122.0,False,0.0,False,611.0,431.0,85.1,520.0,2.05,89.7,78.1,59.6,0.0,6.0,daily,calendar,vegetables,40.8,1.29,1,2571.0,6107.0,False,False,False,0.0,20.5,good,high,False,False,False,6.3,modern,high_burden
3122,IRR-NIG-2022-03122,Nigeria,2022,1.4,semi-commercial,False,579.0,27.3,rare,7,none,none,none,none,0.0,1.4,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,670.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3123,IRR-GHA-2024-03123,Ghana,2024,1.0,subsistence,False,592.0,29.7,frequent,4,none,none,none,none,0.0,1.0,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,604.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3124,IRR-GHA-2022-03124,Ghana,2022,3.03,subsistence,False,994.0,29.2,rare,7,none,none,none,none,0.0,3.03,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,545.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3125,IRR-MAL-2022-03125,Mali,2022,2.05,subsistence,False,1090.0,16.0,rare,2,none,none,none,none,0.0,2.05,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,674.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3126,IRR-KEN-2025-03126,Kenya,2025,1.0,subsistence,False,1064.0,33.8,frequent,2,none,none,none,none,0.0,1.0,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,526.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3127,IRR-ZAM-2024-03127,Zambia,2024,2.15,subsistence,True,731.0,25.0,occasional,3,surface,wetland,solar,individual,1.03,1.12,47.9,50.0,14,fair,823.0,87.0,False,0.0,False,422.0,531.0,54.2,228.0,2.18,88.0,75.4,35.9,0.0,31.0,daily,calendar,vegetables,32.6,1.31,3,4340.0,4219.0,False,True,False,0.0,5.8,poor,low,False,False,False,2.3,traditional,high_burden
3128,IRR-GHA-2021-03128,Ghana,2021,0.3,commercial,False,900.0,22.5,rare,7,none,none,none,none,0.0,0.3,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,562.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3129,IRR-ZAM-2020-03129,Zambia,2020,1.15,subsistence,False,789.0,17.0,occasional,6,none,none,none,none,0.0,1.15,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,617.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3130,IRR-TAN-2021-03130,Tanzania,2021,0.65,subsistence,False,1019.0,28.0,occasional,4,none,none,none,none,0.0,0.65,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,558.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3131,IRR-GHA-2018-03131,Ghana,2018,0.63,semi-commercial,False,1175.0,16.5,occasional,2,none,none,none,none,0.0,0.63,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,474.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3132,IRR-MAL-2025-03132,Mali,2025,0.69,subsistence,False,1199.0,32.2,occasional,5,none,none,none,none,0.0,0.69,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,471.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3133,IRR-KEN-2020-03133,Kenya,2020,1.3,subsistence,False,810.0,33.8,occasional,2,none,none,none,none,0.0,1.3,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,463.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3134,IRR-KEN-2021-03134,Kenya,2021,1.56,semi-commercial,False,747.0,25.5,occasional,4,none,none,none,none,0.0,1.56,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,475.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3135,IRR-MAL-2022-03135,Mali,2022,0.7,semi-commercial,True,883.0,32.1,occasional,4,surface,groundwater,manual,individual,0.45,0.25,64.5,15.0,4,fair,362.0,31.0,False,0.0,False,362.0,605.0,54.0,196.0,0.95,80.3,68.0,29.5,0.0,14.0,as_needed,calendar,vegetables,34.0,1.53,1,1640.0,3624.0,False,True,False,67.7,0.0,poor,low,False,False,False,3.0,traditional,high_burden
3136,IRR-MAL-2021-03136,Mali,2021,0.92,subsistence,False,1362.0,17.9,occasional,7,none,none,none,none,0.0,0.92,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,581.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3137,IRR-MAL-2022-03137,Malawi,2022,1.0,semi-commercial,False,1224.0,29.3,frequent,4,none,none,none,none,0.0,1.0,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,580.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3138,IRR-UGA-2019-03138,Uganda,2019,1.28,subsistence,False,828.0,21.7,rare,6,none,none,none,none,0.0,1.28,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,420.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3139,IRR-NIG-2022-03139,Nigeria,2022,0.33,subsistence,False,735.0,33.3,occasional,7,none,none,none,none,0.0,0.33,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,693.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3140,IRR-NIG-2025-03140,Nigeria,2025,0.87,subsistence,True,615.0,23.3,frequent,5,drip,rainwater_harvesting,solar,individual,0.64,0.23,73.3,30.0,14,fair,1589.0,209.0,False,0.0,False,690.0,513.0,76.8,530.0,2.26,70.7,84.4,45.8,0.0,10.0,daily,calendar,vegetables,49.6,2.32,1,4383.0,6896.0,False,False,False,0.0,11.2,poor,high,True,True,False,7.4,modern,high_burden
3141,IRR-GHA-2020-03141,Ghana,2020,0.87,subsistence,False,936.0,29.4,rare,6,none,none,none,none,0.0,0.87,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,659.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3142,IRR-TAN-2024-03142,Tanzania,2024,0.76,semi-commercial,False,638.0,20.2,rare,2,none,none,none,none,0.0,0.76,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,519.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3143,IRR-UGA-2023-03143,Uganda,2023,1.32,subsistence,False,746.0,23.7,frequent,6,none,none,none,none,0.0,1.32,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,644.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3144,IRR-KEN-2021-03144,Kenya,2021,0.43,subsistence,False,885.0,23.1,occasional,2,none,none,none,none,0.0,0.43,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,672.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3145,IRR-MAL-2018-03145,Mali,2018,0.95,commercial,False,1081.0,30.8,occasional,3,none,none,none,none,0.0,0.95,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,408.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3146,IRR-MAL-2023-03146,Mali,2023,2.88,semi-commercial,True,642.0,26.6,occasional,4,manual,groundwater,solar,government,2.24,0.65,77.6,122.0,14,fair,448.0,63.0,True,168.0,False,591.0,596.0,52.9,312.0,1.38,91.6,88.1,42.7,0.0,179.0,weekly,visual,vegetables,31.1,1.9,2,13227.0,5910.0,False,False,False,76.7,18.6,poor,low,False,False,False,1.0,traditional,high_burden
3147,IRR-UGA-2024-03147,Uganda,2024,2.14,subsistence,False,726.0,31.6,occasional,7,none,none,none,none,0.0,2.14,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,580.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3148,IRR-ZAM-2024-03148,Zambia,2024,1.99,semi-commercial,False,1186.0,28.3,frequent,2,none,none,none,none,0.0,1.99,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,613.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3149,IRR-TAN-2025-03149,Tanzania,2025,6.67,semi-commercial,False,897.0,32.3,frequent,4,none,none,none,none,0.0,6.67,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,499.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3150,IRR-ZAM-2022-03150,Zambia,2022,0.59,subsistence,False,670.0,30.4,frequent,2,none,none,none,none,0.0,0.59,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,437.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3151,IRR-BUR-2019-03151,Burkina Faso,2019,0.72,semi-commercial,False,1009.0,31.6,frequent,5,none,none,none,none,0.0,0.72,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,532.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3152,IRR-GHA-2024-03152,Ghana,2024,1.46,commercial,False,771.0,30.8,rare,3,none,none,none,none,0.0,1.46,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,685.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3153,IRR-NIG-2021-03153,Nigeria,2021,1.19,semi-commercial,False,1109.0,29.5,frequent,7,none,none,none,none,0.0,1.19,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,617.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3154,IRR-NIG-2018-03154,Nigeria,2018,3.07,subsistence,False,951.0,27.9,frequent,4,none,none,none,none,0.0,3.07,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,565.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3155,IRR-KEN-2024-03155,Kenya,2024,1.54,commercial,False,1398.0,16.4,occasional,7,none,none,none,none,0.0,1.54,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,475.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3156,IRR-MAL-2024-03156,Mali,2024,1.19,subsistence,True,1190.0,32.4,rare,6,center_pivot,groundwater,electric,individual,0.46,0.73,38.5,25.0,13,fair,2284.0,253.0,False,0.0,False,347.0,522.0,69.6,241.0,0.82,76.1,78.0,41.3,30.0,5.0,biweekly,visual,fruits,58.7,1.42,2,1584.0,3467.0,False,False,False,71.1,12.8,poor,high,False,False,False,6.6,traditional,high_burden
3157,IRR-TAN-2023-03157,Tanzania,2023,0.75,semi-commercial,False,599.0,30.4,frequent,4,none,none,none,none,0.0,0.75,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,611.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3158,IRR-GHA-2019-03158,Ghana,2019,1.71,subsistence,False,861.0,24.1,rare,5,none,none,none,none,0.0,1.71,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,401.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3159,IRR-UGA-2020-03159,Uganda,2020,1.02,subsistence,True,673.0,34.6,occasional,3,drip,groundwater,diesel,government,0.33,0.7,31.9,17.0,0,good,815.0,97.0,True,369.0,False,606.0,592.0,84.0,509.0,1.66,94.7,82.0,65.2,76.0,5.0,daily,weather_based,fruits,40.2,2.16,2,1974.0,6056.0,False,False,False,17.6,8.3,good,high,False,False,True,4.0,modern,high_burden
3160,IRR-NIG-2019-03160,Nigeria,2019,1.48,commercial,False,1033.0,15.5,frequent,5,none,none,none,none,0.0,1.48,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,434.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3161,IRR-ETH-2019-03161,Ethiopia,2019,1.84,subsistence,False,521.0,22.5,rare,2,none,none,none,none,0.0,1.84,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,553.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3162,IRR-UGA-2019-03162,Uganda,2019,7.49,subsistence,False,1093.0,33.1,occasional,5,none,none,none,none,0.0,7.49,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,444.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3163,IRR-MAL-2019-03163,Mali,2019,0.79,semi-commercial,False,810.0,29.8,occasional,5,none,none,none,none,0.0,0.79,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,624.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3164,IRR-ZAM-2025-03164,Zambia,2025,0.39,subsistence,False,954.0,26.4,occasional,4,none,none,none,none,0.0,0.39,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,576.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3165,IRR-MAL-2019-03165,Mali,2019,2.97,subsistence,False,834.0,33.0,frequent,7,none,none,none,none,0.0,2.97,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,621.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3166,IRR-ZAM-2022-03166,Zambia,2022,1.4,semi-commercial,False,400.0,16.0,occasional,3,none,none,none,none,0.0,1.4,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,413.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3167,IRR-KEN-2024-03167,Kenya,2024,1.55,subsistence,False,1187.0,31.1,rare,4,none,none,none,none,0.0,1.55,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,542.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3168,IRR-ETH-2024-03168,Ethiopia,2024,2.06,subsistence,True,1149.0,16.4,rare,7,drip,groundwater,electric,shared,0.79,1.27,38.3,37.0,13,good,1970.0,173.0,True,751.0,True,312.0,659.0,79.1,247.0,1.55,75.3,84.3,50.2,110.0,12.0,biweekly,visual,fruits,46.1,2.23,2,2458.0,3119.0,False,False,False,38.4,5.2,good,high,True,False,True,4.1,modern,high_burden
3169,IRR-NIG-2024-03169,Nigeria,2024,3.68,subsistence,False,641.0,22.4,rare,7,none,none,none,none,0.0,3.68,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,663.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3170,IRR-UGA-2018-03170,Uganda,2018,0.42,semi-commercial,False,428.0,34.4,rare,7,none,none,none,none,0.0,0.42,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,659.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3171,IRR-ZAM-2022-03171,Zambia,2022,0.87,subsistence,False,711.0,16.6,occasional,3,none,none,none,none,0.0,0.87,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,438.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3172,IRR-MAL-2025-03172,Mali,2025,0.96,subsistence,False,648.0,21.6,occasional,6,none,none,none,none,0.0,0.96,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,448.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3173,IRR-BUR-2019-03173,Burkina Faso,2019,3.23,semi-commercial,False,914.0,20.1,occasional,5,none,none,none,none,0.0,3.23,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,456.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3174,IRR-MAL-2020-03174,Malawi,2020,0.86,semi-commercial,False,874.0,28.6,occasional,4,none,none,none,none,0.0,0.86,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,660.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3175,IRR-TAN-2024-03175,Tanzania,2024,2.12,subsistence,False,828.0,22.4,occasional,2,none,none,none,none,0.0,2.12,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,429.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3176,IRR-KEN-2025-03176,Kenya,2025,0.8,semi-commercial,False,1306.0,23.7,occasional,4,none,none,none,none,0.0,0.8,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,475.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3177,IRR-ZAM-2020-03177,Zambia,2020,0.96,semi-commercial,False,1090.0,32.2,occasional,4,none,none,none,none,0.0,0.96,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,447.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3178,IRR-ZAM-2023-03178,Zambia,2023,1.69,semi-commercial,False,672.0,25.5,rare,4,none,none,none,none,0.0,1.69,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,559.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3179,IRR-BUR-2023-03179,Burkina Faso,2023,2.66,subsistence,False,706.0,25.7,rare,3,none,none,none,none,0.0,2.66,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,418.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3180,IRR-UGA-2019-03180,Uganda,2019,0.62,commercial,False,647.0,22.7,frequent,6,none,none,none,none,0.0,0.62,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,691.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3181,IRR-MAL-2018-03181,Malawi,2018,1.29,semi-commercial,False,916.0,17.8,occasional,6,none,none,none,none,0.0,1.29,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,598.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3182,IRR-TAN-2019-03182,Tanzania,2019,2.43,commercial,True,979.0,15.6,occasional,4,drip,reservoir,solar,shared,0.79,1.64,32.5,35.0,19,fair,1975.0,243.0,True,1066.0,True,383.0,514.0,95.0,364.0,2.02,77.2,72.3,53.0,0.0,12.0,daily,visual,vegetables,25.3,2.44,2,3030.0,3835.0,False,True,False,0.0,3.7,poor,high,True,False,False,6.4,modern,high_burden
3183,IRR-GHA-2020-03183,Ghana,2020,1.13,subsistence,False,723.0,28.8,occasional,6,none,none,none,none,0.0,1.13,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,463.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3184,IRR-KEN-2019-03184,Kenya,2019,0.83,semi-commercial,False,1267.0,24.1,occasional,2,none,none,none,none,0.0,0.83,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,438.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3185,IRR-UGA-2021-03185,Uganda,2021,2.14,subsistence,True,1092.0,30.3,occasional,6,flood,groundwater,solar,cooperative,1.21,0.93,56.4,57.0,8,fair,482.0,57.0,False,0.0,False,746.0,620.0,38.9,290.0,2.14,88.8,69.0,23.8,0.0,48.0,weekly,soil_moisture,cotton,36.6,2.07,3,8988.0,7458.0,False,False,False,50.7,4.3,poor,low,False,False,False,1.2,traditional,high_burden
3186,IRR-MAL-2020-03186,Mali,2020,2.01,semi-commercial,True,617.0,21.8,rare,7,surface,river,manual,shared,1.43,0.58,71.1,76.0,2,fair,1145.0,98.0,False,0.0,True,415.0,611.0,55.9,232.0,2.47,85.9,86.7,41.6,0.0,43.0,weekly,visual,cotton,44.6,1.57,1,5943.0,4154.0,False,False,False,0.0,0.0,poor,low,False,False,False,2.5,traditional,high_burden
3187,IRR-MAL-2020-03187,Mali,2020,0.87,subsistence,True,1033.0,22.8,rare,6,surface,wetland,solar,shared,0.31,0.55,36.3,11.0,5,excellent,251.0,30.0,False,0.0,False,301.0,539.0,50.3,151.0,0.94,80.7,81.8,33.2,0.0,9.0,daily,visual,sugarcane,37.1,1.49,1,943.0,3006.0,False,False,False,0.0,17.4,good,low,False,False,False,1.6,traditional,high_burden
3188,IRR-BUR-2025-03188,Burkina Faso,2025,1.32,semi-commercial,True,1175.0,23.9,rare,5,surface,river,diesel,cooperative,0.55,0.77,41.5,25.0,19,good,439.0,60.0,False,0.0,False,502.0,520.0,53.0,266.0,1.7,94.6,73.7,37.0,77.0,16.0,weekly,visual,cotton,51.6,2.01,3,2754.0,5016.0,False,True,False,0.0,20.9,good,low,False,False,False,1.3,traditional,high_burden
3189,IRR-ETH-2019-03189,Ethiopia,2019,1.28,subsistence,False,906.0,28.7,frequent,7,none,none,none,none,0.0,1.28,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,558.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3190,IRR-MAL-2019-03190,Malawi,2019,0.45,semi-commercial,False,597.0,18.8,rare,2,none,none,none,none,0.0,0.45,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,485.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3191,IRR-KEN-2022-03191,Kenya,2022,1.92,commercial,True,964.0,31.6,rare,4,surface,river,diesel,cooperative,1.69,0.23,88.1,83.0,9,excellent,1356.0,165.0,True,720.0,False,332.0,484.0,58.7,195.0,0.96,71.3,68.9,28.9,272.0,51.0,weekly,visual,cotton,36.4,1.78,1,5631.0,3323.0,False,False,False,0.0,21.4,good,low,False,False,False,3.9,traditional,high_burden
3192,IRR-MAL-2024-03192,Mali,2024,0.28,subsistence,False,1033.0,33.3,rare,2,none,none,none,none,0.0,0.28,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,695.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3193,IRR-ETH-2025-03193,Ethiopia,2025,0.82,subsistence,True,820.0,32.9,rare,3,surface,reservoir,solar,individual,0.26,0.55,32.0,13.0,2,good,208.0,26.0,False,0.0,False,314.0,559.0,59.5,187.0,0.85,70.9,86.9,36.6,0.0,8.0,weekly,visual,vegetables,48.5,2.15,2,818.0,3142.0,True,False,False,0.0,9.7,good,low,False,False,True,1.1,traditional,high_burden
3194,IRR-ZAM-2021-03194,Zambia,2021,0.42,subsistence,False,1001.0,15.4,rare,4,none,none,none,none,0.0,0.42,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,660.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3195,IRR-BUR-2019-03195,Burkina Faso,2019,3.91,subsistence,False,947.0,29.9,rare,6,none,none,none,none,0.0,3.91,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,411.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3196,IRR-UGA-2019-03196,Uganda,2019,2.62,subsistence,False,1018.0,17.4,frequent,2,none,none,none,none,0.0,2.62,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,457.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3197,IRR-MAL-2023-03197,Mali,2023,2.51,subsistence,False,739.0,27.3,rare,5,none,none,none,none,0.0,2.51,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,593.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3198,IRR-ZAM-2024-03198,Zambia,2024,1.93,semi-commercial,True,940.0,19.0,occasional,6,center_pivot,rainwater_harvesting,gravity,individual,0.66,1.27,34.2,29.0,3,good,3299.0,449.0,True,1351.0,False,326.0,645.0,73.3,239.0,2.35,80.9,69.4,41.1,0.0,7.0,as_needed,visual,maize,40.8,1.93,1,2150.0,3259.0,False,False,False,0.0,0.0,good,high,True,False,False,8.4,traditional,high_burden
3199,IRR-MAL-2021-03199,Malawi,2021,1.65,semi-commercial,False,857.0,28.4,frequent,2,none,none,none,none,0.0,1.65,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,542.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3200,IRR-MAL-2019-03200,Malawi,2019,2.56,subsistence,False,1260.0,15.4,occasional,2,none,none,none,none,0.0,2.56,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,686.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3201,IRR-BUR-2023-03201,Burkina Faso,2023,0.7,commercial,False,781.0,21.8,rare,3,none,none,none,none,0.0,0.7,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,633.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3202,IRR-TAN-2019-03202,Tanzania,2019,2.06,semi-commercial,False,1000.0,19.7,occasional,5,none,none,none,none,0.0,2.06,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,428.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3203,IRR-UGA-2023-03203,Uganda,2023,1.71,semi-commercial,False,1180.0,28.9,occasional,4,none,none,none,none,0.0,1.71,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,685.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3204,IRR-ZAM-2018-03204,Zambia,2018,2.98,semi-commercial,False,913.0,28.0,occasional,2,none,none,none,none,0.0,2.98,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,677.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3205,IRR-GHA-2019-03205,Ghana,2019,1.79,commercial,False,955.0,16.6,frequent,4,none,none,none,none,0.0,1.79,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,679.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3206,IRR-ZAM-2020-03206,Zambia,2020,4.82,subsistence,False,1093.0,25.1,occasional,2,none,none,none,none,0.0,4.82,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,456.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3207,IRR-ETH-2019-03207,Ethiopia,2019,2.03,subsistence,False,1016.0,17.3,rare,6,none,none,none,none,0.0,2.03,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,652.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3208,IRR-NIG-2023-03208,Nigeria,2023,3.98,semi-commercial,False,1043.0,17.2,rare,7,none,none,none,none,0.0,3.98,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,496.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3209,IRR-MAL-2025-03209,Malawi,2025,1.76,subsistence,False,744.0,21.6,occasional,5,none,none,none,none,0.0,1.76,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,516.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3210,IRR-MAL-2025-03210,Malawi,2025,1.35,semi-commercial,False,666.0,28.5,frequent,4,none,none,none,none,0.0,1.35,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,628.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3211,IRR-UGA-2019-03211,Uganda,2019,2.53,semi-commercial,False,653.0,20.4,rare,7,none,none,none,none,0.0,2.53,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,600.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3212,IRR-KEN-2022-03212,Kenya,2022,1.98,semi-commercial,False,740.0,32.9,frequent,2,none,none,none,none,0.0,1.98,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,656.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3213,IRR-MAL-2025-03213,Mali,2025,1.23,semi-commercial,False,757.0,25.0,frequent,3,none,none,none,none,0.0,1.23,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,470.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3214,IRR-UGA-2019-03214,Uganda,2019,2.0,semi-commercial,False,636.0,25.8,occasional,3,none,none,none,none,0.0,2.0,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,471.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3215,IRR-ETH-2018-03215,Ethiopia,2018,2.13,semi-commercial,False,1119.0,16.6,occasional,6,none,none,none,none,0.0,2.13,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,633.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3216,IRR-MAL-2020-03216,Mali,2020,0.75,subsistence,False,725.0,25.2,occasional,7,none,none,none,none,0.0,0.75,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,600.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3217,IRR-NIG-2023-03217,Nigeria,2023,4.14,subsistence,True,1230.0,27.6,occasional,5,manual,rainwater_harvesting,gravity,individual,1.53,2.61,37.0,73.0,8,fair,307.0,29.0,False,0.0,False,656.0,671.0,63.4,416.0,1.07,85.1,71.8,38.8,0.0,123.0,daily,calendar,sugarcane,22.5,1.77,1,10060.0,6561.0,False,False,False,0.0,0.0,poor,low,False,False,False,0.7,traditional,high_burden
3218,IRR-UGA-2018-03218,Uganda,2018,1.03,subsistence,False,1089.0,19.1,occasional,2,none,none,none,none,0.0,1.03,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,608.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3219,IRR-UGA-2021-03219,Uganda,2021,2.75,subsistence,False,1436.0,26.8,rare,6,none,none,none,none,0.0,2.75,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,618.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3220,IRR-NIG-2022-03220,Nigeria,2022,1.35,commercial,False,834.0,23.5,rare,6,none,none,none,none,0.0,1.35,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,612.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3221,IRR-BUR-2025-03221,Burkina Faso,2025,1.23,subsistence,True,823.0,16.1,rare,5,sprinkler,river,diesel,individual,0.7,0.53,57.0,39.0,4,fair,1050.0,104.0,False,0.0,True,476.0,592.0,68.1,324.0,1.24,94.9,80.2,51.8,88.0,14.0,biweekly,calendar,maize,23.9,1.94,2,3331.0,4759.0,False,True,False,0.0,22.2,poor,medium,True,False,False,7.2,modern,high_burden
3222,IRR-TAN-2021-03222,Tanzania,2021,4.05,subsistence,False,603.0,28.0,occasional,5,none,none,none,none,0.0,4.05,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,606.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3223,IRR-UGA-2023-03223,Uganda,2023,1.85,subsistence,False,994.0,25.9,frequent,3,none,none,none,none,0.0,1.85,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,652.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3224,IRR-NIG-2025-03224,Nigeria,2025,1.43,subsistence,False,885.0,22.3,occasional,7,none,none,none,none,0.0,1.43,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,503.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3225,IRR-GHA-2021-03225,Ghana,2021,2.03,subsistence,False,778.0,30.1,frequent,7,none,none,none,none,0.0,2.03,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,424.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3226,IRR-UGA-2023-03226,Uganda,2023,1.89,subsistence,False,880.0,35.0,rare,3,none,none,none,none,0.0,1.89,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,470.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3227,IRR-MAL-2018-03227,Mali,2018,0.53,commercial,False,547.0,34.5,frequent,7,none,none,none,none,0.0,0.53,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,414.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3228,IRR-TAN-2021-03228,Tanzania,2021,1.91,semi-commercial,False,614.0,20.2,occasional,2,none,none,none,none,0.0,1.91,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,496.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3229,IRR-UGA-2020-03229,Uganda,2020,0.7,subsistence,False,867.0,20.9,rare,6,none,none,none,none,0.0,0.7,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,559.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3230,IRR-MAL-2020-03230,Mali,2020,5.14,semi-commercial,False,585.0,18.0,frequent,7,none,none,none,none,0.0,5.14,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,599.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3231,IRR-GHA-2018-03231,Ghana,2018,0.37,subsistence,False,656.0,25.8,rare,3,none,none,none,none,0.0,0.37,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,680.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3232,IRR-TAN-2024-03232,Tanzania,2024,0.41,subsistence,True,530.0,27.7,rare,7,surface,lake,solar,individual,0.16,0.25,38.4,5.0,3,excellent,125.0,14.0,True,45.0,True,486.0,420.0,59.9,291.0,1.43,79.9,65.5,31.3,0.0,5.0,biweekly,visual,vegetables,55.0,1.41,2,758.0,4857.0,False,True,False,0.0,19.9,good,low,False,False,False,1.1,traditional,high_burden
3233,IRR-NIG-2021-03233,Nigeria,2021,1.59,semi-commercial,False,1330.0,16.4,frequent,5,none,none,none,none,0.0,1.59,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,483.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3234,IRR-MAL-2018-03234,Mali,2018,0.93,semi-commercial,False,661.0,28.7,occasional,3,none,none,none,none,0.0,0.93,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,631.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3235,IRR-ZAM-2025-03235,Zambia,2025,1.57,commercial,False,400.0,20.7,rare,5,none,none,none,none,0.0,1.57,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,613.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3236,IRR-MAL-2020-03236,Mali,2020,1.55,semi-commercial,False,700.0,20.6,frequent,7,none,none,none,none,0.0,1.55,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,587.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3237,IRR-KEN-2019-03237,Kenya,2019,1.7,subsistence,False,867.0,28.4,frequent,3,none,none,none,none,0.0,1.7,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,419.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3238,IRR-UGA-2019-03238,Uganda,2019,4.1,subsistence,False,400.0,28.3,rare,2,none,none,none,none,0.0,4.1,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,684.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3239,IRR-KEN-2019-03239,Kenya,2019,3.02,subsistence,False,810.0,18.2,frequent,7,none,none,none,none,0.0,3.02,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,646.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3240,IRR-MAL-2025-03240,Mali,2025,1.73,semi-commercial,True,804.0,22.2,rare,4,drip,river,solar,cooperative,0.86,0.87,49.9,47.0,17,good,2154.0,115.0,False,0.0,False,772.0,653.0,89.7,692.0,1.86,86.0,71.0,54.8,0.0,13.0,biweekly,calendar,vegetables,47.8,2.3,1,6648.0,7718.0,False,False,False,0.0,21.0,good,high,False,False,False,5.2,modern,high_burden
3241,IRR-BUR-2024-03241,Burkina Faso,2024,1.49,subsistence,False,811.0,20.5,rare,2,none,none,none,none,0.0,1.49,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,432.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3242,IRR-KEN-2023-03242,Kenya,2023,0.35,commercial,False,1008.0,34.5,occasional,2,none,none,none,none,0.0,0.35,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,425.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3243,IRR-TAN-2024-03243,Tanzania,2024,0.63,subsistence,False,792.0,31.2,occasional,3,none,none,none,none,0.0,0.63,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,592.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3244,IRR-GHA-2020-03244,Ghana,2020,0.59,commercial,False,710.0,24.8,occasional,4,none,none,none,none,0.0,0.59,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,595.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3245,IRR-KEN-2021-03245,Kenya,2021,0.65,subsistence,False,681.0,29.0,occasional,3,none,none,none,none,0.0,0.65,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,462.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3246,IRR-KEN-2021-03246,Kenya,2021,0.88,semi-commercial,False,482.0,25.1,occasional,6,none,none,none,none,0.0,0.88,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,598.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3247,IRR-KEN-2020-03247,Kenya,2020,6.48,subsistence,False,584.0,20.7,occasional,7,none,none,none,none,0.0,6.48,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,668.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3248,IRR-BUR-2019-03248,Burkina Faso,2019,0.54,subsistence,False,715.0,30.1,frequent,4,none,none,none,none,0.0,0.54,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,608.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3249,IRR-ZAM-2019-03249,Zambia,2019,0.7,semi-commercial,False,874.0,33.4,occasional,5,none,none,none,none,0.0,0.7,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,675.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3250,IRR-MAL-2019-03250,Malawi,2019,1.92,subsistence,False,911.0,34.0,frequent,7,none,none,none,none,0.0,1.92,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,575.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3251,IRR-ETH-2018-03251,Ethiopia,2018,1.45,subsistence,False,1242.0,20.0,rare,5,none,none,none,none,0.0,1.45,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,499.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3252,IRR-UGA-2020-03252,Uganda,2020,1.49,subsistence,False,705.0,31.8,occasional,7,none,none,none,none,0.0,1.49,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,438.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3253,IRR-NIG-2021-03253,Nigeria,2021,5.26,semi-commercial,False,1134.0,19.0,occasional,2,none,none,none,none,0.0,5.26,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,582.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3254,IRR-KEN-2023-03254,Kenya,2023,0.57,subsistence,False,848.0,20.3,rare,5,none,none,none,none,0.0,0.57,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,602.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3255,IRR-BUR-2019-03255,Burkina Faso,2019,2.73,semi-commercial,False,1005.0,19.6,rare,4,none,none,none,none,0.0,2.73,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,674.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3256,IRR-NIG-2025-03256,Nigeria,2025,1.49,subsistence,True,917.0,30.2,frequent,6,sprinkler,reservoir,electric,cooperative,1.07,0.42,71.6,38.0,17,good,1600.0,142.0,False,0.0,True,785.0,671.0,66.0,518.0,2.21,85.0,86.3,48.4,102.0,21.0,weekly,weather_based,rice,28.8,1.87,3,8373.0,7848.0,False,False,False,0.0,22.0,good,medium,False,True,True,7.4,modern,high_burden
3257,IRR-NIG-2021-03257,Nigeria,2021,1.01,subsistence,False,986.0,34.2,occasional,7,none,none,none,none,0.0,1.01,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,671.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3258,IRR-ETH-2019-03258,Ethiopia,2019,1.07,semi-commercial,False,925.0,28.3,occasional,2,none,none,none,none,0.0,1.07,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,502.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3259,IRR-ZAM-2024-03259,Zambia,2024,1.32,semi-commercial,False,964.0,23.9,occasional,6,none,none,none,none,0.0,1.32,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,608.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3260,IRR-ZAM-2021-03260,Zambia,2021,0.34,subsistence,False,1118.0,21.3,rare,4,none,none,none,none,0.0,0.34,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,443.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3261,IRR-UGA-2022-03261,Uganda,2022,0.83,subsistence,False,830.0,17.3,frequent,4,none,none,none,none,0.0,0.83,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,548.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3262,IRR-BUR-2023-03262,Burkina Faso,2023,0.76,semi-commercial,False,400.0,17.1,rare,4,none,none,none,none,0.0,0.76,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,437.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3263,IRR-UGA-2024-03263,Uganda,2024,0.82,commercial,True,1218.0,25.0,occasional,6,flood,groundwater,solar,shared,0.79,0.03,96.4,40.0,10,good,315.0,46.0,False,0.0,False,518.0,496.0,46.3,240.0,1.35,90.4,81.1,34.0,0.0,32.0,daily,visual,cotton,34.6,1.81,2,4086.0,5180.0,True,True,True,64.0,19.6,good,low,False,False,True,2.2,traditional,high_burden
3264,IRR-MAL-2022-03264,Mali,2022,0.58,subsistence,False,567.0,33.3,rare,4,none,none,none,none,0.0,0.58,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,573.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3265,IRR-ZAM-2019-03265,Zambia,2019,0.65,semi-commercial,False,1409.0,29.0,occasional,7,none,none,none,none,0.0,0.65,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,698.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3266,IRR-GHA-2023-03266,Ghana,2023,0.31,subsistence,True,1015.0,29.2,frequent,4,drip,river,diesel,individual,0.14,0.17,46.2,5.0,13,good,361.0,49.0,False,0.0,False,669.0,608.0,89.6,600.0,1.0,81.3,73.7,53.7,18.0,2.0,biweekly,visual,rice,44.5,1.56,2,966.0,6691.0,False,False,True,0.0,2.7,good,high,True,False,False,5.2,modern,high_burden
3267,IRR-ETH-2023-03267,Ethiopia,2023,7.19,subsistence,False,732.0,26.0,occasional,2,none,none,none,none,0.0,7.19,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,533.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3268,IRR-NIG-2021-03268,Nigeria,2021,0.92,subsistence,False,1127.0,16.9,occasional,2,none,none,none,none,0.0,0.92,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,523.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3269,IRR-MAL-2025-03269,Mali,2025,0.8,subsistence,False,938.0,24.0,frequent,2,none,none,none,none,0.0,0.8,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,522.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3270,IRR-BUR-2020-03270,Burkina Faso,2020,1.35,subsistence,False,774.0,27.7,rare,4,none,none,none,none,0.0,1.35,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,658.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3271,IRR-ETH-2025-03271,Ethiopia,2025,0.95,subsistence,False,1062.0,20.1,rare,7,none,none,none,none,0.0,0.95,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,602.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3272,IRR-GHA-2025-03272,Ghana,2025,0.68,subsistence,False,400.0,17.7,occasional,6,none,none,none,none,0.0,0.68,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,463.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3273,IRR-ETH-2024-03273,Ethiopia,2024,1.2,subsistence,False,579.0,28.6,frequent,3,none,none,none,none,0.0,1.2,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,537.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3274,IRR-KEN-2023-03274,Kenya,2023,2.38,subsistence,False,972.0,24.8,occasional,3,none,none,none,none,0.0,2.38,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,446.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3275,IRR-UGA-2018-03275,Uganda,2018,0.36,semi-commercial,False,782.0,15.3,occasional,4,none,none,none,none,0.0,0.36,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,566.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3276,IRR-KEN-2024-03276,Kenya,2024,2.0,semi-commercial,False,725.0,16.3,frequent,6,none,none,none,none,0.0,2.0,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,656.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3277,IRR-TAN-2022-03277,Tanzania,2022,2.82,subsistence,False,1297.0,15.9,rare,7,none,none,none,none,0.0,2.82,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,692.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3278,IRR-ETH-2025-03278,Ethiopia,2025,2.01,subsistence,False,594.0,29.0,frequent,2,none,none,none,none,0.0,2.01,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,518.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3279,IRR-BUR-2021-03279,Burkina Faso,2021,0.65,semi-commercial,False,1121.0,17.7,occasional,6,none,none,none,none,0.0,0.65,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,441.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3280,IRR-KEN-2018-03280,Kenya,2018,4.47,semi-commercial,False,946.0,28.7,occasional,3,none,none,none,none,0.0,4.47,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,425.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3281,IRR-GHA-2021-03281,Ghana,2021,2.58,semi-commercial,False,782.0,20.3,frequent,7,none,none,none,none,0.0,2.58,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,640.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3282,IRR-MAL-2023-03282,Malawi,2023,1.31,subsistence,False,759.0,21.7,occasional,6,none,none,none,none,0.0,1.31,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,693.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3283,IRR-NIG-2023-03283,Nigeria,2023,1.42,semi-commercial,False,669.0,15.7,occasional,3,none,none,none,none,0.0,1.42,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,677.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3284,IRR-ETH-2018-03284,Ethiopia,2018,12.94,commercial,True,828.0,19.2,frequent,7,surface,reservoir,electric,shared,10.14,2.8,78.3,441.0,14,excellent,8112.0,698.0,False,0.0,False,311.0,450.0,59.0,184.0,1.49,88.8,75.5,39.5,938.0,304.0,weekly,soil_moisture,fruits,47.2,1.97,3,31555.0,3112.0,False,False,False,0.0,8.3,good,low,False,True,True,2.7,traditional,high_burden
3285,IRR-UGA-2021-03285,Uganda,2021,3.06,semi-commercial,False,928.0,18.1,frequent,4,none,none,none,none,0.0,3.06,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,659.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3286,IRR-BUR-2025-03286,Burkina Faso,2025,3.61,semi-commercial,True,864.0,29.5,occasional,2,flood,river,gravity,private_company,2.13,1.49,58.9,114.0,11,fair,851.0,114.0,False,0.0,False,354.0,484.0,46.1,163.0,1.52,80.8,61.6,23.0,0.0,85.0,biweekly,calendar,rice,26.5,1.92,1,7534.0,3543.0,False,True,False,0.0,0.0,poor,low,False,False,False,1.8,traditional,high_burden
3287,IRR-UGA-2020-03287,Uganda,2020,1.17,commercial,False,400.0,21.5,occasional,5,none,none,none,none,0.0,1.17,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,666.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3288,IRR-NIG-2020-03288,Nigeria,2020,1.37,subsistence,False,1083.0,19.4,frequent,3,none,none,none,none,0.0,1.37,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,700.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3289,IRR-MAL-2021-03289,Mali,2021,1.31,subsistence,True,752.0,16.1,occasional,3,center_pivot,river,electric,shared,0.6,0.72,45.5,25.0,12,fair,2986.0,370.0,False,0.0,False,760.0,513.0,79.6,605.0,2.03,74.9,83.6,49.8,55.0,6.0,daily,visual,vegetables,24.0,1.31,3,4539.0,7600.0,False,True,True,0.0,12.5,poor,high,False,False,False,19.0,traditional,high_burden
3290,IRR-MAL-2018-03290,Malawi,2018,2.78,subsistence,False,995.0,29.7,rare,2,none,none,none,none,0.0,2.78,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,684.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3291,IRR-MAL-2023-03291,Mali,2023,1.78,semi-commercial,False,894.0,22.4,occasional,4,none,none,none,none,0.0,1.78,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,572.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3292,IRR-UGA-2024-03292,Uganda,2024,12.05,subsistence,False,945.0,26.0,frequent,5,none,none,none,none,0.0,12.05,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,412.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3293,IRR-BUR-2025-03293,Burkina Faso,2025,0.74,subsistence,True,1071.0,15.1,rare,5,center_pivot,reservoir,solar,cooperative,0.53,0.2,72.3,27.0,3,fair,2668.0,292.0,False,0.0,False,464.0,588.0,69.2,321.0,1.67,82.5,63.1,36.0,0.0,5.0,weekly,visual,rice,29.6,2.17,2,2477.0,4643.0,False,True,True,0.0,14.8,poor,high,True,False,False,24.4,traditional,high_burden
3294,IRR-TAN-2021-03294,Tanzania,2021,2.54,commercial,False,1290.0,27.5,rare,2,none,none,none,none,0.0,2.54,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,537.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3295,IRR-GHA-2018-03295,Ghana,2018,1.44,subsistence,False,733.0,22.1,rare,4,none,none,none,none,0.0,1.44,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,533.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3296,IRR-GHA-2024-03296,Ghana,2024,1.77,subsistence,True,1230.0,18.3,rare,3,drip,wetland,solar,individual,1.71,0.06,96.5,56.0,9,fair,4271.0,546.0,False,0.0,True,705.0,650.0,88.1,621.0,1.49,85.7,95.0,71.8,0.0,26.0,biweekly,calendar,sugarcane,27.3,1.34,2,12037.0,7045.0,False,True,False,0.0,3.9,poor,high,False,False,False,17.7,modern,high_burden
3297,IRR-KEN-2022-03297,Kenya,2022,5.15,subsistence,False,706.0,25.3,frequent,3,none,none,none,none,0.0,5.15,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,457.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3298,IRR-NIG-2024-03298,Nigeria,2024,1.83,subsistence,False,807.0,22.5,rare,4,none,none,none,none,0.0,1.83,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,483.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3299,IRR-MAL-2021-03299,Mali,2021,1.24,commercial,False,1153.0,27.4,rare,3,none,none,none,none,0.0,1.24,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,552.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3300,IRR-UGA-2025-03300,Uganda,2025,0.74,subsistence,True,1247.0,21.6,occasional,7,drip,groundwater,diesel,shared,0.55,0.19,74.3,28.0,16,good,1381.0,137.0,False,0.0,False,467.0,423.0,86.6,405.0,1.32,85.8,84.2,62.6,79.0,8.0,biweekly,weather_based,maize,50.2,2.24,1,2583.0,4675.0,True,False,False,15.5,24.2,good,high,False,False,True,7.4,modern,high_burden
3301,IRR-KEN-2021-03301,Kenya,2021,8.09,subsistence,False,814.0,30.8,rare,5,none,none,none,none,0.0,8.09,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,454.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3302,IRR-TAN-2025-03302,Tanzania,2025,2.01,subsistence,False,1038.0,29.6,frequent,7,none,none,none,none,0.0,2.01,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,594.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3303,IRR-ZAM-2023-03303,Zambia,2023,1.37,subsistence,False,422.0,15.3,occasional,2,none,none,none,none,0.0,1.37,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,408.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3304,IRR-BUR-2025-03304,Burkina Faso,2025,0.9,subsistence,False,1079.0,28.6,frequent,6,none,none,none,none,0.0,0.9,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,431.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3305,IRR-TAN-2020-03305,Tanzania,2020,1.29,semi-commercial,False,912.0,35.0,occasional,6,none,none,none,none,0.0,1.29,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,561.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3306,IRR-BUR-2020-03306,Burkina Faso,2020,2.48,semi-commercial,False,1297.0,18.7,rare,2,none,none,none,none,0.0,2.48,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,561.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3307,IRR-NIG-2019-03307,Nigeria,2019,3.9,semi-commercial,False,717.0,18.9,rare,3,none,none,none,none,0.0,3.9,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,691.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3308,IRR-NIG-2020-03308,Nigeria,2020,1.54,subsistence,False,885.0,19.2,frequent,2,none,none,none,none,0.0,1.54,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,579.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3309,IRR-TAN-2025-03309,Tanzania,2025,0.33,subsistence,False,1241.0,17.8,rare,5,none,none,none,none,0.0,0.33,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,501.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3310,IRR-KEN-2020-03310,Kenya,2020,1.11,subsistence,False,490.0,30.9,occasional,7,none,none,none,none,0.0,1.11,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,639.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3311,IRR-TAN-2019-03311,Tanzania,2019,1.95,subsistence,True,762.0,28.6,occasional,4,flood,river,electric,cooperative,0.83,1.12,42.4,29.0,11,fair,331.0,32.0,False,0.0,True,363.0,683.0,39.7,144.0,1.01,84.4,66.0,22.1,105.0,33.0,biweekly,visual,horticulture,22.2,2.02,2,3006.0,3628.0,True,False,False,0.0,11.2,poor,low,False,False,False,1.5,traditional,high_burden
3312,IRR-ZAM-2024-03312,Zambia,2024,1.03,semi-commercial,False,894.0,26.4,rare,6,none,none,none,none,0.0,1.03,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,476.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3313,IRR-MAL-2025-03313,Malawi,2025,1.43,subsistence,False,817.0,29.5,frequent,2,none,none,none,none,0.0,1.43,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,581.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3314,IRR-MAL-2019-03314,Malawi,2019,0.66,subsistence,False,849.0,33.6,occasional,2,none,none,none,none,0.0,0.66,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,659.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3315,IRR-ETH-2022-03315,Ethiopia,2022,0.56,commercial,False,1165.0,20.4,rare,4,none,none,none,none,0.0,0.56,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,600.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3316,IRR-ETH-2018-03316,Ethiopia,2018,3.29,subsistence,False,833.0,25.0,frequent,4,none,none,none,none,0.0,3.29,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,598.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3317,IRR-BUR-2018-03317,Burkina Faso,2018,1.96,semi-commercial,False,773.0,31.1,frequent,4,none,none,none,none,0.0,1.96,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,634.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3318,IRR-NIG-2022-03318,Nigeria,2022,2.91,semi-commercial,True,853.0,33.6,occasional,4,surface,river,manual,individual,2.75,0.16,94.6,103.0,19,fair,2204.0,244.0,False,0.0,True,792.0,446.0,49.2,390.0,1.01,80.6,69.2,27.4,0.0,83.0,biweekly,visual,rice,45.5,1.36,2,21830.0,7925.0,True,False,True,0.0,0.0,poor,low,False,False,False,3.3,traditional,high_burden
3319,IRR-ZAM-2020-03319,Zambia,2020,1.45,semi-commercial,False,1261.0,22.7,frequent,7,none,none,none,none,0.0,1.45,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,525.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3320,IRR-MAL-2018-03320,Malawi,2018,1.27,semi-commercial,False,802.0,19.3,rare,6,none,none,none,none,0.0,1.27,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,482.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3321,IRR-NIG-2023-03321,Nigeria,2023,0.76,subsistence,True,534.0,34.1,rare,6,flood,lake,electric,cooperative,0.59,0.17,77.4,31.0,4,fair,235.0,32.0,False,0.0,True,800.0,565.0,42.4,339.0,0.91,76.2,73.2,23.7,67.0,23.0,weekly,visual,sugarcane,23.9,1.32,1,4693.0,7999.0,False,False,True,0.0,19.2,poor,low,True,False,False,2.6,traditional,high_burden
3322,IRR-ZAM-2018-03322,Zambia,2018,1.69,subsistence,False,1544.0,26.5,frequent,3,none,none,none,none,0.0,1.69,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,571.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3323,IRR-ETH-2024-03323,Ethiopia,2024,0.93,subsistence,False,550.0,15.1,rare,4,none,none,none,none,0.0,0.93,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,501.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3324,IRR-BUR-2023-03324,Burkina Faso,2023,2.92,semi-commercial,True,422.0,19.2,occasional,6,sprinkler,river,solar,individual,2.04,0.88,69.8,108.0,9,poor,3062.0,201.0,False,0.0,False,626.0,583.0,64.0,401.0,0.97,85.4,70.0,38.3,0.0,41.0,biweekly,calendar,sugarcane,33.8,1.86,3,12783.0,6262.0,False,False,False,0.0,18.8,poor,medium,False,False,False,6.2,modern,high_burden
3325,IRR-GHA-2020-03325,Ghana,2020,1.91,subsistence,False,1171.0,17.6,rare,6,none,none,none,none,0.0,1.91,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,442.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3326,IRR-MAL-2021-03326,Malawi,2021,1.18,subsistence,False,966.0,23.2,rare,5,none,none,none,none,0.0,1.18,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,455.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3327,IRR-UGA-2019-03327,Uganda,2019,11.35,semi-commercial,False,667.0,21.4,rare,7,none,none,none,none,0.0,11.35,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,544.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3328,IRR-NIG-2021-03328,Nigeria,2021,1.46,subsistence,False,776.0,33.4,frequent,7,none,none,none,none,0.0,1.46,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,616.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3329,IRR-MAL-2022-03329,Mali,2022,0.28,semi-commercial,False,933.0,24.0,occasional,7,none,none,none,none,0.0,0.28,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,484.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3330,IRR-NIG-2022-03330,Nigeria,2022,0.8,semi-commercial,False,677.0,16.6,rare,5,none,none,none,none,0.0,0.8,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,437.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3331,IRR-MAL-2020-03331,Malawi,2020,0.82,semi-commercial,False,1152.0,19.0,rare,3,none,none,none,none,0.0,0.82,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,670.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3332,IRR-MAL-2020-03332,Malawi,2020,0.54,subsistence,False,793.0,28.3,occasional,5,none,none,none,none,0.0,0.54,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,634.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3333,IRR-NIG-2019-03333,Nigeria,2019,0.68,subsistence,False,721.0,31.1,frequent,3,none,none,none,none,0.0,0.68,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,538.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3334,IRR-MAL-2020-03334,Malawi,2020,4.4,commercial,False,1004.0,33.9,frequent,7,none,none,none,none,0.0,4.4,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,668.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3335,IRR-MAL-2019-03335,Malawi,2019,3.94,commercial,False,746.0,19.2,occasional,5,none,none,none,none,0.0,3.94,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,443.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3336,IRR-UGA-2021-03336,Uganda,2021,2.17,subsistence,False,1053.0,17.2,rare,4,none,none,none,none,0.0,2.17,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,681.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3337,IRR-UGA-2019-03337,Uganda,2019,1.44,semi-commercial,False,400.0,25.8,rare,5,none,none,none,none,0.0,1.44,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,609.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3338,IRR-MAL-2020-03338,Malawi,2020,2.52,subsistence,False,462.0,34.5,frequent,7,none,none,none,none,0.0,2.52,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,675.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3339,IRR-MAL-2022-03339,Mali,2022,1.13,semi-commercial,False,1019.0,26.1,frequent,2,none,none,none,none,0.0,1.13,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,533.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3340,IRR-BUR-2018-03340,Burkina Faso,2018,0.78,semi-commercial,False,1346.0,25.9,rare,2,none,none,none,none,0.0,0.78,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,616.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3341,IRR-ZAM-2022-03341,Zambia,2022,1.49,subsistence,False,1118.0,30.3,frequent,6,none,none,none,none,0.0,1.49,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,652.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3342,IRR-BUR-2024-03342,Burkina Faso,2024,1.5,subsistence,False,765.0,18.6,rare,5,none,none,none,none,0.0,1.5,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,483.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3343,IRR-ETH-2019-03343,Ethiopia,2019,0.61,subsistence,False,745.0,28.9,frequent,3,none,none,none,none,0.0,0.61,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,667.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3344,IRR-ETH-2024-03344,Ethiopia,2024,2.32,semi-commercial,False,1285.0,33.6,occasional,7,none,none,none,none,0.0,2.32,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,565.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3345,IRR-ZAM-2023-03345,Zambia,2023,0.55,subsistence,False,1148.0,26.3,rare,6,none,none,none,none,0.0,0.55,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,688.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3346,IRR-BUR-2019-03346,Burkina Faso,2019,1.85,semi-commercial,False,848.0,32.6,rare,4,none,none,none,none,0.0,1.85,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,630.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3347,IRR-KEN-2021-03347,Kenya,2021,0.42,semi-commercial,False,580.0,32.6,occasional,5,none,none,none,none,0.0,0.42,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,476.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3348,IRR-UGA-2025-03348,Uganda,2025,0.58,semi-commercial,False,783.0,34.8,frequent,4,none,none,none,none,0.0,0.58,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,529.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3349,IRR-BUR-2025-03349,Burkina Faso,2025,2.02,semi-commercial,False,686.0,16.9,occasional,3,none,none,none,none,0.0,2.02,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,686.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3350,IRR-MAL-2025-03350,Malawi,2025,1.16,subsistence,True,1158.0,26.0,occasional,2,flood,river,diesel,individual,0.98,0.18,84.7,35.0,13,excellent,393.0,34.0,True,182.0,True,662.0,636.0,43.0,285.0,1.96,93.6,73.5,29.6,201.0,39.0,weekly,visual,sugarcane,49.4,1.67,2,6504.0,6615.0,True,False,False,0.0,16.0,good,low,True,False,False,1.4,traditional,high_burden
3351,IRR-MAL-2022-03351,Malawi,2022,2.41,subsistence,False,865.0,24.9,occasional,5,none,none,none,none,0.0,2.41,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,566.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3352,IRR-NIG-2024-03352,Nigeria,2024,2.41,subsistence,False,599.0,19.1,rare,4,none,none,none,none,0.0,2.41,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,599.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3353,IRR-GHA-2021-03353,Ghana,2021,1.77,subsistence,False,491.0,26.2,occasional,2,none,none,none,none,0.0,1.77,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,570.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3354,IRR-MAL-2019-03354,Malawi,2019,1.37,semi-commercial,False,1223.0,19.8,occasional,6,none,none,none,none,0.0,1.37,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,517.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3355,IRR-TAN-2025-03355,Tanzania,2025,2.29,subsistence,False,691.0,22.8,occasional,6,none,none,none,none,0.0,2.29,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,557.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3356,IRR-TAN-2024-03356,Tanzania,2024,1.94,subsistence,False,1047.0,15.4,occasional,5,none,none,none,none,0.0,1.94,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,601.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3357,IRR-KEN-2019-03357,Kenya,2019,2.32,commercial,False,1407.0,34.6,rare,4,none,none,none,none,0.0,2.32,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,625.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3358,IRR-ZAM-2020-03358,Zambia,2020,0.3,semi-commercial,False,1019.0,23.3,rare,6,none,none,none,none,0.0,0.3,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,555.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3359,IRR-KEN-2019-03359,Kenya,2019,2.04,subsistence,False,756.0,26.9,occasional,6,none,none,none,none,0.0,2.04,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,549.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3360,IRR-TAN-2022-03360,Tanzania,2022,0.58,subsistence,False,1039.0,25.2,rare,2,none,none,none,none,0.0,0.58,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,606.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3361,IRR-NIG-2025-03361,Nigeria,2025,0.64,semi-commercial,False,719.0,31.7,occasional,6,none,none,none,none,0.0,0.64,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,476.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3362,IRR-GHA-2020-03362,Ghana,2020,6.57,commercial,False,769.0,23.5,occasional,3,none,none,none,none,0.0,6.57,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,629.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3363,IRR-UGA-2024-03363,Uganda,2024,0.2,subsistence,False,1190.0,30.3,occasional,5,none,none,none,none,0.0,0.2,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,582.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3364,IRR-NIG-2022-03364,Nigeria,2022,0.34,subsistence,False,875.0,15.3,frequent,5,none,none,none,none,0.0,0.34,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,555.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3365,IRR-BUR-2023-03365,Burkina Faso,2023,0.75,subsistence,False,893.0,26.3,rare,3,none,none,none,none,0.0,0.75,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,491.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3366,IRR-BUR-2018-03366,Burkina Faso,2018,1.17,subsistence,False,960.0,28.1,occasional,3,none,none,none,none,0.0,1.17,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,619.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3367,IRR-NIG-2024-03367,Nigeria,2024,0.94,subsistence,False,901.0,30.6,occasional,3,none,none,none,none,0.0,0.94,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,668.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3368,IRR-UGA-2018-03368,Uganda,2018,1.6,semi-commercial,False,825.0,19.9,frequent,3,none,none,none,none,0.0,1.6,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,553.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3369,IRR-KEN-2023-03369,Kenya,2023,0.78,subsistence,False,1000.0,25.0,occasional,7,none,none,none,none,0.0,0.78,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,442.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3370,IRR-MAL-2022-03370,Malawi,2022,0.96,subsistence,False,836.0,23.6,rare,2,none,none,none,none,0.0,0.96,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,499.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3371,IRR-ETH-2025-03371,Ethiopia,2025,3.88,semi-commercial,True,574.0,24.1,occasional,2,surface,lake,solar,individual,3.24,0.64,83.6,124.0,16,good,2593.0,315.0,False,0.0,True,615.0,547.0,53.5,329.0,1.34,85.6,88.3,40.5,0.0,97.0,weekly,visual,fruits,21.7,2.02,1,19920.0,6147.0,False,False,False,0.0,10.9,good,low,True,False,False,6.2,traditional,high_burden
3372,IRR-NIG-2022-03372,Nigeria,2022,0.72,semi-commercial,False,1362.0,31.9,occasional,2,none,none,none,none,0.0,0.72,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,477.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3373,IRR-MAL-2022-03373,Mali,2022,2.55,semi-commercial,False,898.0,18.3,rare,7,none,none,none,none,0.0,2.55,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,581.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3374,IRR-ETH-2020-03374,Ethiopia,2020,1.38,semi-commercial,False,1031.0,33.6,occasional,2,none,none,none,none,0.0,1.38,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,507.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3375,IRR-BUR-2019-03375,Burkina Faso,2019,4.13,subsistence,False,899.0,22.8,occasional,3,none,none,none,none,0.0,4.13,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,492.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3376,IRR-UGA-2024-03376,Uganda,2024,2.78,semi-commercial,False,1157.0,22.2,occasional,6,none,none,none,none,0.0,2.78,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,593.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3377,IRR-NIG-2022-03377,Nigeria,2022,3.64,subsistence,False,1409.0,27.4,rare,5,none,none,none,none,0.0,3.64,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,437.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3378,IRR-MAL-2025-03378,Malawi,2025,0.74,subsistence,False,896.0,28.9,frequent,5,none,none,none,none,0.0,0.74,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,509.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3379,IRR-ZAM-2018-03379,Zambia,2018,2.77,semi-commercial,False,656.0,25.3,occasional,3,none,none,none,none,0.0,2.77,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,487.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3380,IRR-GHA-2020-03380,Ghana,2020,1.13,subsistence,False,833.0,33.2,occasional,7,none,none,none,none,0.0,1.13,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,455.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3381,IRR-ZAM-2024-03381,Zambia,2024,0.39,semi-commercial,False,755.0,23.2,occasional,7,none,none,none,none,0.0,0.39,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,522.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3382,IRR-MAL-2020-03382,Mali,2020,2.69,subsistence,False,950.0,22.1,occasional,4,none,none,none,none,0.0,2.69,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,571.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3383,IRR-MAL-2021-03383,Malawi,2021,2.48,commercial,False,675.0,23.6,occasional,5,none,none,none,none,0.0,2.48,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,538.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3384,IRR-ETH-2020-03384,Ethiopia,2020,1.14,semi-commercial,False,638.0,26.4,frequent,4,none,none,none,none,0.0,1.14,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,519.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3385,IRR-ETH-2023-03385,Ethiopia,2023,6.45,subsistence,False,1132.0,26.3,occasional,4,none,none,none,none,0.0,6.45,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,413.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3386,IRR-NIG-2021-03386,Nigeria,2021,3.69,subsistence,False,1427.0,29.1,occasional,6,none,none,none,none,0.0,3.69,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,599.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3387,IRR-BUR-2021-03387,Burkina Faso,2021,0.36,subsistence,False,922.0,31.1,occasional,6,none,none,none,none,0.0,0.36,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,477.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3388,IRR-MAL-2022-03388,Malawi,2022,0.57,semi-commercial,False,887.0,18.5,occasional,7,none,none,none,none,0.0,0.57,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,502.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3389,IRR-KEN-2024-03389,Kenya,2024,2.26,subsistence,True,985.0,24.8,rare,6,sprinkler,river,solar,shared,1.52,0.74,67.4,61.0,17,good,2287.0,252.0,False,0.0,False,363.0,484.0,78.7,286.0,2.29,91.2,67.6,48.5,0.0,30.0,biweekly,soil_moisture,maize,52.5,1.69,3,5534.0,3629.0,True,False,True,0.0,2.4,good,medium,True,False,False,3.9,modern,high_burden
3390,IRR-NIG-2025-03390,Nigeria,2025,0.57,semi-commercial,False,936.0,32.5,occasional,3,none,none,none,none,0.0,0.57,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,663.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3391,IRR-KEN-2019-03391,Kenya,2019,3.58,subsistence,False,1117.0,17.4,rare,7,none,none,none,none,0.0,3.58,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,550.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3392,IRR-TAN-2021-03392,Tanzania,2021,0.89,semi-commercial,False,1207.0,32.5,rare,2,none,none,none,none,0.0,0.89,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,687.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3393,IRR-ZAM-2023-03393,Zambia,2023,0.95,semi-commercial,False,850.0,31.8,rare,7,none,none,none,none,0.0,0.95,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,416.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3394,IRR-MAL-2018-03394,Malawi,2018,1.06,subsistence,False,1071.0,32.9,frequent,5,none,none,none,none,0.0,1.06,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,517.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3395,IRR-NIG-2024-03395,Nigeria,2024,1.14,subsistence,False,869.0,20.8,rare,3,none,none,none,none,0.0,1.14,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,534.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3396,IRR-ZAM-2024-03396,Zambia,2024,1.99,semi-commercial,False,637.0,25.4,frequent,5,none,none,none,none,0.0,1.99,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,575.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3397,IRR-UGA-2019-03397,Uganda,2019,2.31,subsistence,False,956.0,19.2,rare,3,none,none,none,none,0.0,2.31,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,679.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3398,IRR-GHA-2022-03398,Ghana,2022,1.57,semi-commercial,False,662.0,19.4,frequent,3,none,none,none,none,0.0,1.57,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,518.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3399,IRR-GHA-2020-03399,Ghana,2020,2.02,subsistence,False,801.0,16.1,frequent,4,none,none,none,none,0.0,2.02,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,414.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3400,IRR-ETH-2019-03400,Ethiopia,2019,1.31,commercial,False,1291.0,27.4,frequent,3,none,none,none,none,0.0,1.31,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,499.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3401,IRR-MAL-2019-03401,Malawi,2019,2.19,semi-commercial,False,879.0,26.8,frequent,6,none,none,none,none,0.0,2.19,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,688.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3402,IRR-GHA-2020-03402,Ghana,2020,0.89,subsistence,False,1257.0,19.5,occasional,7,none,none,none,none,0.0,0.89,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,676.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3403,IRR-UGA-2019-03403,Uganda,2019,1.47,subsistence,False,863.0,22.9,occasional,6,none,none,none,none,0.0,1.47,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,591.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3404,IRR-MAL-2019-03404,Mali,2019,3.03,subsistence,False,1239.0,16.4,frequent,2,none,none,none,none,0.0,3.03,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,431.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3405,IRR-NIG-2021-03405,Nigeria,2021,0.93,semi-commercial,False,995.0,21.5,occasional,4,none,none,none,none,0.0,0.93,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,445.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3406,IRR-NIG-2018-03406,Nigeria,2018,1.21,subsistence,False,710.0,21.6,rare,4,none,none,none,none,0.0,1.21,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,618.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3407,IRR-MAL-2018-03407,Malawi,2018,1.7,commercial,False,854.0,34.8,occasional,3,none,none,none,none,0.0,1.7,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,433.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3408,IRR-NIG-2019-03408,Nigeria,2019,1.19,commercial,False,1333.0,26.1,rare,3,none,none,none,none,0.0,1.19,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,513.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3409,IRR-KEN-2019-03409,Kenya,2019,0.9,subsistence,False,838.0,19.0,occasional,6,none,none,none,none,0.0,0.9,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,482.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3410,IRR-ETH-2023-03410,Ethiopia,2023,0.42,semi-commercial,False,662.0,21.4,rare,2,none,none,none,none,0.0,0.42,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,534.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3411,IRR-UGA-2024-03411,Uganda,2024,1.48,semi-commercial,True,744.0,20.7,rare,7,drip,groundwater,electric,individual,0.7,0.78,47.4,26.0,3,fair,1758.0,186.0,True,903.0,False,780.0,647.0,90.9,709.0,1.95,89.0,71.3,57.6,83.0,11.0,weekly,calendar,vegetables,53.7,1.88,1,5485.0,7801.0,False,False,True,23.7,9.4,poor,high,False,False,False,4.4,modern,high_burden
3412,IRR-ZAM-2024-03412,Zambia,2024,0.77,subsistence,False,400.0,16.2,occasional,2,none,none,none,none,0.0,0.77,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,660.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3413,IRR-TAN-2022-03413,Tanzania,2022,2.38,subsistence,False,1223.0,30.4,occasional,5,none,none,none,none,0.0,2.38,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,534.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3414,IRR-TAN-2020-03414,Tanzania,2020,2.17,subsistence,False,973.0,23.9,occasional,3,none,none,none,none,0.0,2.17,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,453.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3415,IRR-MAL-2022-03415,Mali,2022,0.76,commercial,False,481.0,23.6,occasional,2,none,none,none,none,0.0,0.76,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,693.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3416,IRR-TAN-2025-03416,Tanzania,2025,1.58,semi-commercial,True,785.0,30.2,frequent,2,surface,river,gravity,shared,0.88,0.7,55.6,35.0,10,fair,702.0,47.0,False,0.0,False,543.0,684.0,56.3,306.0,0.82,76.6,87.7,37.9,0.0,26.0,weekly,visual,vegetables,51.3,2.35,1,4764.0,5428.0,True,False,False,0.0,0.0,poor,low,False,True,False,1.7,traditional,high_burden
3417,IRR-BUR-2025-03417,Burkina Faso,2025,0.63,subsistence,False,696.0,23.7,frequent,5,none,none,none,none,0.0,0.63,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,440.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3418,IRR-KEN-2025-03418,Kenya,2025,2.54,subsistence,True,773.0,31.9,frequent,7,surface,lake,gravity,shared,2.49,0.05,98.2,126.0,13,good,1992.0,297.0,True,992.0,False,584.0,671.0,51.5,301.0,2.48,80.6,87.9,36.5,0.0,75.0,daily,visual,fruits,49.1,1.66,3,14550.0,5845.0,False,False,False,0.0,0.0,good,low,False,True,False,3.2,traditional,high_burden
3419,IRR-MAL-2021-03419,Malawi,2021,2.06,semi-commercial,False,977.0,34.9,occasional,6,none,none,none,none,0.0,2.06,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,561.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3420,IRR-GHA-2019-03420,Ghana,2019,1.71,semi-commercial,False,697.0,31.3,frequent,4,none,none,none,none,0.0,1.71,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,406.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3421,IRR-MAL-2021-03421,Mali,2021,1.4,subsistence,False,1176.0,29.6,rare,4,none,none,none,none,0.0,1.4,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,630.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3422,IRR-ETH-2018-03422,Ethiopia,2018,0.56,subsistence,False,1245.0,16.4,frequent,3,none,none,none,none,0.0,0.56,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,405.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3423,IRR-TAN-2024-03423,Tanzania,2024,0.68,subsistence,False,1089.0,35.0,rare,7,none,none,none,none,0.0,0.68,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,535.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3424,IRR-NIG-2023-03424,Nigeria,2023,0.63,subsistence,True,930.0,28.2,occasional,2,surface,river,diesel,shared,0.22,0.41,34.5,12.0,12,fair,174.0,9.0,False,0.0,True,548.0,610.0,49.7,272.0,1.58,91.1,82.7,37.4,53.0,7.0,biweekly,calendar,fruits,27.7,1.42,1,1196.0,5482.0,True,False,False,0.0,20.9,poor,low,False,False,False,2.0,traditional,high_burden
3425,IRR-BUR-2020-03425,Burkina Faso,2020,3.13,subsistence,False,898.0,28.8,occasional,4,none,none,none,none,0.0,3.13,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,574.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3426,IRR-MAL-2022-03426,Malawi,2022,2.28,semi-commercial,False,1170.0,19.1,frequent,2,none,none,none,none,0.0,2.28,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,643.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3427,IRR-MAL-2024-03427,Mali,2024,1.17,subsistence,False,633.0,31.2,frequent,6,none,none,none,none,0.0,1.17,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,502.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3428,IRR-UGA-2023-03428,Uganda,2023,9.22,subsistence,False,955.0,15.7,rare,7,none,none,none,none,0.0,9.22,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,412.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3429,IRR-MAL-2025-03429,Mali,2025,1.74,subsistence,True,694.0,30.6,occasional,5,manual,rainwater_harvesting,electric,shared,0.84,0.9,48.4,39.0,18,fair,168.0,23.0,False,0.0,False,567.0,539.0,62.4,354.0,0.86,73.7,63.9,29.4,75.0,67.0,as_needed,visual,vegetables,30.0,1.33,2,4771.0,5674.0,True,True,False,0.0,15.0,poor,low,True,False,False,0.6,traditional,high_burden
3430,IRR-BUR-2023-03430,Burkina Faso,2023,1.7,commercial,False,898.0,16.4,occasional,2,none,none,none,none,0.0,1.7,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,603.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3431,IRR-BUR-2024-03431,Burkina Faso,2024,0.72,semi-commercial,False,400.0,32.6,rare,5,none,none,none,none,0.0,0.72,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,436.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3432,IRR-ETH-2020-03432,Ethiopia,2020,0.63,subsistence,False,455.0,19.8,occasional,5,none,none,none,none,0.0,0.63,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,513.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3433,IRR-ETH-2025-03433,Ethiopia,2025,1.2,subsistence,True,770.0,34.5,occasional,6,drip,river,gravity,shared,0.59,0.61,48.9,25.0,17,good,1463.0,78.0,False,0.0,True,557.0,657.0,88.7,494.0,1.2,92.2,93.8,76.8,0.0,9.0,biweekly,calendar,sugarcane,36.7,1.23,2,3258.0,5568.0,False,False,False,0.0,0.0,good,high,False,False,False,6.7,modern,high_burden
3434,IRR-ZAM-2021-03434,Zambia,2021,3.4,semi-commercial,False,953.0,23.1,occasional,5,none,none,none,none,0.0,3.4,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,608.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3435,IRR-ETH-2021-03435,Ethiopia,2021,7.54,semi-commercial,False,1014.0,17.0,occasional,4,none,none,none,none,0.0,7.54,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,656.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3436,IRR-KEN-2025-03436,Kenya,2025,1.61,semi-commercial,False,842.0,31.9,occasional,5,none,none,none,none,0.0,1.61,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,674.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3437,IRR-ETH-2020-03437,Ethiopia,2020,1.85,subsistence,False,1100.0,26.7,rare,5,none,none,none,none,0.0,1.85,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,530.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3438,IRR-BUR-2019-03438,Burkina Faso,2019,1.76,subsistence,False,1175.0,32.0,rare,2,none,none,none,none,0.0,1.76,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,655.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3439,IRR-ZAM-2020-03439,Zambia,2020,0.46,subsistence,False,1055.0,28.0,occasional,7,none,none,none,none,0.0,0.46,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,443.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3440,IRR-TAN-2019-03440,Tanzania,2019,3.25,subsistence,False,1095.0,27.6,frequent,6,none,none,none,none,0.0,3.25,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,442.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3441,IRR-ZAM-2019-03441,Zambia,2019,4.02,subsistence,False,1185.0,32.6,frequent,6,none,none,none,none,0.0,4.02,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,419.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3442,IRR-BUR-2024-03442,Burkina Faso,2024,0.42,subsistence,False,632.0,25.7,rare,5,none,none,none,none,0.0,0.42,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,497.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3443,IRR-UGA-2024-03443,Uganda,2024,1.27,subsistence,False,705.0,16.6,rare,6,none,none,none,none,0.0,1.27,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,433.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3444,IRR-MAL-2021-03444,Mali,2021,3.21,semi-commercial,False,536.0,21.6,occasional,6,none,none,none,none,0.0,3.21,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,651.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3445,IRR-NIG-2025-03445,Nigeria,2025,1.86,subsistence,False,841.0,32.4,frequent,5,none,none,none,none,0.0,1.86,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,483.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3446,IRR-TAN-2022-03446,Tanzania,2022,2.74,subsistence,False,444.0,30.7,occasional,6,none,none,none,none,0.0,2.74,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,593.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3447,IRR-NIG-2025-03447,Nigeria,2025,2.07,subsistence,False,647.0,34.1,occasional,2,none,none,none,none,0.0,2.07,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,577.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3448,IRR-MAL-2022-03448,Mali,2022,2.49,semi-commercial,False,882.0,33.3,occasional,7,none,none,none,none,0.0,2.49,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,444.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3449,IRR-KEN-2020-03449,Kenya,2020,4.29,semi-commercial,False,488.0,19.4,occasional,4,none,none,none,none,0.0,4.29,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,405.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3450,IRR-KEN-2020-03450,Kenya,2020,2.63,commercial,False,1320.0,32.4,rare,2,none,none,none,none,0.0,2.63,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,407.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3451,IRR-BUR-2023-03451,Burkina Faso,2023,3.2,subsistence,False,1266.0,28.1,occasional,7,none,none,none,none,0.0,3.2,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,695.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3452,IRR-ETH-2018-03452,Ethiopia,2018,1.78,semi-commercial,False,857.0,21.4,occasional,2,none,none,none,none,0.0,1.78,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,481.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3453,IRR-MAL-2018-03453,Malawi,2018,1.69,semi-commercial,False,1060.0,15.9,rare,3,none,none,none,none,0.0,1.69,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,557.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3454,IRR-ETH-2023-03454,Ethiopia,2023,0.39,subsistence,False,1049.0,15.3,frequent,2,none,none,none,none,0.0,0.39,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,550.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3455,IRR-NIG-2020-03455,Nigeria,2020,2.59,semi-commercial,False,965.0,16.7,rare,7,none,none,none,none,0.0,2.59,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,551.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3456,IRR-MAL-2024-03456,Malawi,2024,0.96,semi-commercial,True,1305.0,21.3,rare,2,drip,groundwater,solar,individual,0.51,0.45,53.3,28.0,9,excellent,1284.0,67.0,False,0.0,True,692.0,590.0,89.1,616.0,1.39,80.5,84.6,60.7,0.0,8.0,biweekly,soil_moisture,rice,24.7,1.34,2,3551.0,6916.0,False,False,False,31.0,21.1,good,high,False,False,True,10.8,modern,high_burden
3457,IRR-KEN-2020-03457,Kenya,2020,2.28,semi-commercial,False,1144.0,26.1,occasional,6,none,none,none,none,0.0,2.28,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,559.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3458,IRR-MAL-2018-03458,Mali,2018,1.19,semi-commercial,False,801.0,32.9,occasional,5,none,none,none,none,0.0,1.19,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,536.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3459,IRR-KEN-2019-03459,Kenya,2019,0.88,subsistence,False,1081.0,16.9,frequent,2,none,none,none,none,0.0,0.88,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,497.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3460,IRR-UGA-2020-03460,Uganda,2020,0.53,commercial,False,953.0,30.1,rare,6,none,none,none,none,0.0,0.53,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,697.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3461,IRR-KEN-2018-03461,Kenya,2018,0.46,semi-commercial,False,969.0,27.0,frequent,7,none,none,none,none,0.0,0.46,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,585.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3462,IRR-NIG-2025-03462,Nigeria,2025,0.85,subsistence,False,716.0,16.0,occasional,5,none,none,none,none,0.0,0.85,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,503.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3463,IRR-ETH-2018-03463,Ethiopia,2018,1.42,semi-commercial,False,400.0,32.9,occasional,7,none,none,none,none,0.0,1.42,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,620.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3464,IRR-MAL-2023-03464,Mali,2023,1.03,subsistence,False,1122.0,18.3,frequent,7,none,none,none,none,0.0,1.03,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,649.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3465,IRR-BUR-2019-03465,Burkina Faso,2019,0.59,semi-commercial,False,974.0,28.0,rare,6,none,none,none,none,0.0,0.59,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,614.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3466,IRR-ZAM-2025-03466,Zambia,2025,1.36,subsistence,False,1365.0,22.5,frequent,6,none,none,none,none,0.0,1.36,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,429.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3467,IRR-MAL-2022-03467,Malawi,2022,1.54,subsistence,False,723.0,16.1,occasional,3,none,none,none,none,0.0,1.54,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,593.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3468,IRR-ZAM-2025-03468,Zambia,2025,1.72,subsistence,True,1285.0,26.3,occasional,4,drip,groundwater,solar,private_company,1.09,0.64,63.0,51.0,18,fair,2715.0,147.0,False,0.0,False,773.0,497.0,83.4,644.0,1.47,73.1,90.6,55.2,0.0,16.0,weekly,visual,vegetables,47.4,1.81,2,8391.0,7727.0,False,False,False,65.7,9.9,poor,high,True,False,False,6.6,modern,high_burden
3469,IRR-KEN-2022-03469,Kenya,2022,0.63,subsistence,True,1463.0,24.1,rare,5,flood,reservoir,gravity,shared,0.46,0.17,73.3,22.0,9,fair,186.0,14.0,False,0.0,False,531.0,414.0,45.7,243.0,2.13,88.8,88.1,35.8,0.0,19.0,weekly,soil_moisture,maize,43.4,1.42,1,2469.0,5314.0,False,False,False,0.0,0.0,poor,low,True,False,False,1.4,traditional,high_burden
3470,IRR-ETH-2021-03470,Ethiopia,2021,2.44,semi-commercial,False,994.0,19.8,frequent,4,none,none,none,none,0.0,2.44,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,625.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3471,IRR-MAL-2022-03471,Mali,2022,0.98,semi-commercial,False,769.0,21.2,frequent,7,none,none,none,none,0.0,0.98,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,599.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3472,IRR-MAL-2019-03472,Malawi,2019,0.37,semi-commercial,False,963.0,30.7,rare,7,none,none,none,none,0.0,0.37,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,497.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3473,IRR-UGA-2018-03473,Uganda,2018,2.57,subsistence,False,721.0,34.8,occasional,6,none,none,none,none,0.0,2.57,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,457.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3474,IRR-UGA-2018-03474,Uganda,2018,1.03,subsistence,False,772.0,19.6,rare,3,none,none,none,none,0.0,1.03,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,667.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3475,IRR-ZAM-2021-03475,Zambia,2021,5.47,subsistence,True,736.0,33.9,rare,7,flood,river,manual,shared,2.9,2.57,53.1,126.0,13,fair,1162.0,127.0,False,0.0,False,495.0,447.0,42.4,210.0,1.36,78.1,85.7,28.4,0.0,116.0,biweekly,calendar,vegetables,27.9,1.53,3,14366.0,4947.0,False,True,True,0.0,0.0,poor,low,False,False,False,1.5,traditional,high_burden
3476,IRR-MAL-2023-03476,Malawi,2023,0.53,semi-commercial,False,744.0,17.2,occasional,3,none,none,none,none,0.0,0.53,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,486.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3477,IRR-TAN-2022-03477,Tanzania,2022,1.62,commercial,False,1194.0,31.3,occasional,2,none,none,none,none,0.0,1.62,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,668.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3478,IRR-MAL-2021-03478,Malawi,2021,0.32,commercial,False,1223.0,33.5,frequent,7,none,none,none,none,0.0,0.32,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,419.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3479,IRR-BUR-2024-03479,Burkina Faso,2024,1.76,subsistence,False,1058.0,23.6,occasional,6,none,none,none,none,0.0,1.76,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,450.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3480,IRR-TAN-2021-03480,Tanzania,2021,0.6,semi-commercial,False,400.0,23.6,rare,2,none,none,none,none,0.0,0.6,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,693.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3481,IRR-ZAM-2022-03481,Zambia,2022,1.81,semi-commercial,False,1102.0,25.8,frequent,4,none,none,none,none,0.0,1.81,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,683.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3482,IRR-MAL-2018-03482,Malawi,2018,0.8,semi-commercial,False,562.0,34.5,frequent,5,none,none,none,none,0.0,0.8,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,622.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3483,IRR-UGA-2023-03483,Uganda,2023,1.62,subsistence,False,1004.0,21.6,rare,2,none,none,none,none,0.0,1.62,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,536.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3484,IRR-KEN-2021-03484,Kenya,2021,0.37,subsistence,False,940.0,21.2,occasional,6,none,none,none,none,0.0,0.37,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,534.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3485,IRR-NIG-2024-03485,Nigeria,2024,1.53,subsistence,False,1300.0,30.2,occasional,4,none,none,none,none,0.0,1.53,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,498.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3486,IRR-ETH-2025-03486,Ethiopia,2025,1.96,semi-commercial,False,971.0,25.3,occasional,7,none,none,none,none,0.0,1.96,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,423.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3487,IRR-BUR-2020-03487,Burkina Faso,2020,0.43,subsistence,False,623.0,18.1,rare,3,none,none,none,none,0.0,0.43,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,413.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3488,IRR-NIG-2018-03488,Nigeria,2018,1.22,semi-commercial,False,771.0,26.5,rare,7,none,none,none,none,0.0,1.22,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,668.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3489,IRR-ZAM-2025-03489,Zambia,2025,4.04,subsistence,False,927.0,27.7,frequent,5,none,none,none,none,0.0,4.04,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,630.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3490,IRR-BUR-2024-03490,Burkina Faso,2024,0.91,semi-commercial,False,834.0,16.7,frequent,4,none,none,none,none,0.0,0.91,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,688.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3491,IRR-ZAM-2024-03491,Zambia,2024,1.14,semi-commercial,False,873.0,20.3,rare,6,none,none,none,none,0.0,1.14,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,438.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3492,IRR-MAL-2019-03492,Mali,2019,1.67,semi-commercial,False,488.0,24.9,occasional,6,none,none,none,none,0.0,1.67,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,408.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3493,IRR-TAN-2021-03493,Tanzania,2021,0.33,semi-commercial,True,921.0,19.1,rare,3,sprinkler,river,electric,individual,0.24,0.09,72.2,14.0,5,good,361.0,43.0,True,213.0,False,492.0,684.0,80.4,396.0,1.78,86.6,79.8,55.5,30.0,5.0,weekly,calendar,vegetables,33.2,2.3,1,1185.0,4924.0,False,False,False,0.0,9.6,good,medium,False,False,False,6.5,modern,high_burden
3494,IRR-MAL-2019-03494,Mali,2019,1.78,semi-commercial,False,976.0,26.2,occasional,2,none,none,none,none,0.0,1.78,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,500.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3495,IRR-NIG-2020-03495,Nigeria,2020,2.54,subsistence,False,1572.0,24.2,frequent,7,none,none,none,none,0.0,2.54,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,579.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3496,IRR-NIG-2023-03496,Nigeria,2023,1.94,subsistence,False,852.0,28.9,rare,3,none,none,none,none,0.0,1.94,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,428.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3497,IRR-MAL-2019-03497,Mali,2019,1.44,subsistence,False,771.0,15.3,frequent,3,none,none,none,none,0.0,1.44,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,516.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3498,IRR-GHA-2025-03498,Ghana,2025,1.3,semi-commercial,False,1182.0,19.8,occasional,4,none,none,none,none,0.0,1.3,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,476.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3499,IRR-MAL-2021-03499,Mali,2021,0.54,subsistence,False,859.0,18.7,rare,7,none,none,none,none,0.0,0.54,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,628.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3500,IRR-NIG-2019-03500,Nigeria,2019,0.93,semi-commercial,False,897.0,24.2,occasional,6,none,none,none,none,0.0,0.93,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,603.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3501,IRR-BUR-2019-03501,Burkina Faso,2019,2.39,semi-commercial,False,716.0,23.1,occasional,7,none,none,none,none,0.0,2.39,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,674.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3502,IRR-UGA-2019-03502,Uganda,2019,0.65,subsistence,False,1176.0,27.9,occasional,3,none,none,none,none,0.0,0.65,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,413.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3503,IRR-NIG-2021-03503,Nigeria,2021,0.63,subsistence,False,636.0,22.4,frequent,5,none,none,none,none,0.0,0.63,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,657.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3504,IRR-BUR-2020-03504,Burkina Faso,2020,1.27,commercial,False,789.0,32.1,occasional,2,none,none,none,none,0.0,1.27,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,566.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3505,IRR-ETH-2019-03505,Ethiopia,2019,0.86,semi-commercial,True,1405.0,21.2,occasional,4,manual,reservoir,electric,government,0.75,0.11,86.8,42.0,11,fair,149.0,13.0,False,0.0,False,369.0,568.0,62.0,229.0,0.8,80.3,86.4,43.0,109.0,60.0,daily,soil_moisture,maize,28.2,1.27,2,2758.0,3692.0,False,False,False,0.0,13.6,poor,low,False,False,False,1.2,traditional,high_burden
3506,IRR-UGA-2020-03506,Uganda,2020,0.67,semi-commercial,False,570.0,22.8,occasional,7,none,none,none,none,0.0,0.67,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,554.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3507,IRR-ETH-2023-03507,Ethiopia,2023,0.76,subsistence,True,435.0,19.9,frequent,4,surface,reservoir,electric,individual,0.65,0.11,86.1,36.0,11,fair,520.0,33.0,False,0.0,True,632.0,596.0,51.7,326.0,1.12,87.5,81.0,36.6,57.0,19.0,daily,calendar,sugarcane,37.7,1.91,2,4106.0,6319.0,False,False,True,0.0,17.8,poor,low,False,False,False,3.6,traditional,high_burden
3508,IRR-TAN-2021-03508,Tanzania,2021,0.28,semi-commercial,False,1002.0,19.7,frequent,2,none,none,none,none,0.0,0.28,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,643.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3509,IRR-NIG-2020-03509,Nigeria,2020,0.84,subsistence,False,1002.0,29.4,occasional,6,none,none,none,none,0.0,0.84,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,561.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3510,IRR-MAL-2019-03510,Malawi,2019,3.46,semi-commercial,False,613.0,20.2,rare,3,none,none,none,none,0.0,3.46,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,482.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3511,IRR-MAL-2022-03511,Mali,2022,1.38,subsistence,False,693.0,31.0,rare,7,none,none,none,none,0.0,1.38,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,442.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3512,IRR-KEN-2025-03512,Kenya,2025,3.25,semi-commercial,False,526.0,17.2,frequent,5,none,none,none,none,0.0,3.25,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,597.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3513,IRR-BUR-2024-03513,Burkina Faso,2024,0.63,semi-commercial,False,993.0,21.0,rare,3,none,none,none,none,0.0,0.63,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,542.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3514,IRR-NIG-2024-03514,Nigeria,2024,2.08,subsistence,True,1072.0,27.2,rare,4,manual,groundwater,gravity,individual,1.92,0.15,92.6,59.0,0,fair,384.0,20.0,False,0.0,False,697.0,514.0,52.9,369.0,1.51,91.9,77.1,37.5,0.0,154.0,weekly,soil_moisture,sugarcane,21.3,1.44,2,13403.0,6973.0,False,True,False,39.8,0.0,poor,low,False,False,False,1.7,traditional,high_burden
3515,IRR-NIG-2020-03515,Nigeria,2020,1.17,subsistence,False,1044.0,22.0,occasional,7,none,none,none,none,0.0,1.17,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,593.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3516,IRR-NIG-2021-03516,Nigeria,2021,1.93,subsistence,False,472.0,27.7,occasional,5,none,none,none,none,0.0,1.93,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,547.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3517,IRR-NIG-2023-03517,Nigeria,2023,0.63,subsistence,False,733.0,33.8,occasional,6,none,none,none,none,0.0,0.63,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,532.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3518,IRR-BUR-2018-03518,Burkina Faso,2018,1.4,semi-commercial,False,679.0,17.9,rare,3,none,none,none,none,0.0,1.4,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,650.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3519,IRR-KEN-2024-03519,Kenya,2024,0.89,subsistence,False,790.0,16.5,rare,5,none,none,none,none,0.0,0.89,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,672.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3520,IRR-ZAM-2023-03520,Zambia,2023,0.52,subsistence,False,748.0,28.6,occasional,4,none,none,none,none,0.0,0.52,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,611.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3521,IRR-UGA-2022-03521,Uganda,2022,0.68,subsistence,False,681.0,32.0,occasional,6,none,none,none,none,0.0,0.68,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,671.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3522,IRR-GHA-2019-03522,Ghana,2019,6.01,subsistence,False,568.0,21.9,occasional,4,none,none,none,none,0.0,6.01,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,405.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3523,IRR-BUR-2021-03523,Burkina Faso,2021,0.68,subsistence,False,886.0,18.1,rare,4,none,none,none,none,0.0,0.68,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,589.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3524,IRR-MAL-2021-03524,Mali,2021,1.23,subsistence,False,632.0,15.7,frequent,2,none,none,none,none,0.0,1.23,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,605.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3525,IRR-TAN-2021-03525,Tanzania,2021,1.06,semi-commercial,False,879.0,28.9,occasional,7,none,none,none,none,0.0,1.06,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,578.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3526,IRR-UGA-2019-03526,Uganda,2019,2.57,subsistence,False,737.0,19.7,rare,3,none,none,none,none,0.0,2.57,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,409.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3527,IRR-KEN-2024-03527,Kenya,2024,0.47,subsistence,False,1165.0,19.5,occasional,2,none,none,none,none,0.0,0.47,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,670.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3528,IRR-MAL-2025-03528,Malawi,2025,0.46,semi-commercial,False,777.0,25.9,occasional,2,none,none,none,none,0.0,0.46,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,657.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3529,IRR-TAN-2021-03529,Tanzania,2021,1.06,subsistence,False,1013.0,20.0,frequent,5,none,none,none,none,0.0,1.06,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,695.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3530,IRR-KEN-2022-03530,Kenya,2022,0.85,semi-commercial,False,756.0,20.2,occasional,4,none,none,none,none,0.0,0.85,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,450.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3531,IRR-MAL-2022-03531,Malawi,2022,1.63,subsistence,False,808.0,25.5,occasional,4,none,none,none,none,0.0,1.63,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,602.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3532,IRR-UGA-2022-03532,Uganda,2022,2.02,subsistence,False,716.0,24.3,occasional,3,none,none,none,none,0.0,2.02,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,601.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3533,IRR-TAN-2023-03533,Tanzania,2023,1.73,subsistence,False,501.0,15.4,occasional,7,none,none,none,none,0.0,1.73,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,599.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3534,IRR-UGA-2025-03534,Uganda,2025,0.72,subsistence,True,826.0,33.6,occasional,5,surface,groundwater,solar,shared,0.42,0.3,58.7,21.0,4,fair,336.0,17.0,True,144.0,False,319.0,511.0,50.8,162.0,1.83,70.0,79.6,28.3,0.0,13.0,daily,soil_moisture,cotton,44.0,2.16,1,1342.0,3192.0,True,False,False,39.6,12.6,poor,low,False,False,False,2.1,traditional,high_burden
3535,IRR-UGA-2018-03535,Uganda,2018,0.98,subsistence,False,1004.0,28.9,occasional,6,none,none,none,none,0.0,0.98,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,414.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3536,IRR-ETH-2025-03536,Ethiopia,2025,1.88,subsistence,False,780.0,21.5,rare,6,none,none,none,none,0.0,1.88,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,466.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3537,IRR-NIG-2024-03537,Nigeria,2024,0.32,semi-commercial,False,779.0,23.1,occasional,2,none,none,none,none,0.0,0.32,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,522.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3538,IRR-NIG-2021-03538,Nigeria,2021,2.3,subsistence,False,1118.0,30.2,occasional,5,none,none,none,none,0.0,2.3,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,591.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3539,IRR-GHA-2018-03539,Ghana,2018,0.95,semi-commercial,True,1234.0,22.0,rare,4,sprinkler,rainwater_harvesting,gravity,shared,0.64,0.31,67.8,35.0,2,good,963.0,144.0,False,0.0,False,336.0,434.0,75.0,252.0,2.01,84.1,81.3,51.2,0.0,13.0,biweekly,calendar,rice,32.6,1.68,3,2158.0,3363.0,False,False,False,0.0,0.0,good,medium,False,False,False,6.2,modern,high_burden
3540,IRR-ETH-2021-03540,Ethiopia,2021,0.94,subsistence,False,1052.0,27.0,occasional,5,none,none,none,none,0.0,0.94,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,504.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3541,IRR-NIG-2020-03541,Nigeria,2020,1.59,semi-commercial,False,1226.0,29.2,occasional,5,none,none,none,none,0.0,1.59,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,447.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3542,IRR-BUR-2022-03542,Burkina Faso,2022,0.84,semi-commercial,False,441.0,34.6,rare,3,none,none,none,none,0.0,0.84,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,591.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3543,IRR-ZAM-2020-03543,Zambia,2020,1.48,semi-commercial,True,801.0,27.6,occasional,3,drip,reservoir,electric,government,0.48,1.0,32.6,27.0,2,good,1206.0,70.0,False,0.0,False,755.0,505.0,83.8,632.0,2.36,73.5,77.3,47.6,42.0,7.0,biweekly,visual,vegetables,49.8,2.46,1,3640.0,7546.0,False,False,False,0.0,17.9,good,high,True,False,True,3.3,modern,high_burden
3544,IRR-ZAM-2025-03544,Zambia,2025,2.61,commercial,False,781.0,26.9,occasional,4,none,none,none,none,0.0,2.61,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,654.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3545,IRR-TAN-2020-03545,Tanzania,2020,1.37,subsistence,False,463.0,16.5,occasional,2,none,none,none,none,0.0,1.37,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,655.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3546,IRR-ETH-2020-03546,Ethiopia,2020,1.66,semi-commercial,False,1235.0,16.0,occasional,4,none,none,none,none,0.0,1.66,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,684.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3547,IRR-BUR-2022-03547,Burkina Faso,2022,1.02,subsistence,False,967.0,30.9,rare,6,none,none,none,none,0.0,1.02,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,594.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3548,IRR-TAN-2022-03548,Tanzania,2022,1.16,subsistence,False,1188.0,23.6,rare,4,none,none,none,none,0.0,1.16,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,587.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3549,IRR-MAL-2018-03549,Malawi,2018,1.2,subsistence,False,883.0,33.5,occasional,6,none,none,none,none,0.0,1.2,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,571.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3550,IRR-NIG-2022-03550,Nigeria,2022,2.25,semi-commercial,False,874.0,34.5,rare,6,none,none,none,none,0.0,2.25,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,552.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3551,IRR-TAN-2022-03551,Tanzania,2022,0.65,subsistence,False,578.0,28.5,rare,7,none,none,none,none,0.0,0.65,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,458.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3552,IRR-GHA-2019-03552,Ghana,2019,2.38,semi-commercial,True,556.0,18.4,occasional,3,flood,river,diesel,individual,0.78,1.6,32.6,34.0,14,excellent,311.0,31.0,False,0.0,False,428.0,561.0,46.7,200.0,1.03,93.8,68.3,29.9,199.0,31.0,as_needed,calendar,rice,24.7,1.81,1,3325.0,4276.0,False,False,False,0.0,3.4,good,low,False,False,False,1.1,traditional,high_burden
3553,IRR-MAL-2024-03553,Mali,2024,4.3,semi-commercial,False,1293.0,26.1,occasional,2,none,none,none,none,0.0,4.3,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,460.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3554,IRR-MAL-2019-03554,Malawi,2019,1.93,semi-commercial,False,1343.0,29.8,rare,4,none,none,none,none,0.0,1.93,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,535.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3555,IRR-BUR-2020-03555,Burkina Faso,2020,2.74,subsistence,False,705.0,21.2,occasional,6,none,none,none,none,0.0,2.74,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,664.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3556,IRR-KEN-2025-03556,Kenya,2025,1.05,commercial,False,1001.0,28.1,frequent,3,none,none,none,none,0.0,1.05,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,643.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3557,IRR-ZAM-2018-03557,Zambia,2018,1.4,commercial,False,535.0,21.1,rare,2,none,none,none,none,0.0,1.4,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,658.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3558,IRR-GHA-2023-03558,Ghana,2023,1.9,semi-commercial,False,692.0,21.8,rare,4,none,none,none,none,0.0,1.9,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,401.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3559,IRR-UGA-2018-03559,Uganda,2018,1.12,subsistence,False,539.0,32.4,occasional,6,none,none,none,none,0.0,1.12,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,663.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3560,IRR-UGA-2025-03560,Uganda,2025,5.69,semi-commercial,False,764.0,19.6,occasional,7,none,none,none,none,0.0,5.69,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,591.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3561,IRR-GHA-2022-03561,Ghana,2022,0.45,subsistence,False,681.0,33.8,rare,6,none,none,none,none,0.0,0.45,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,459.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3562,IRR-MAL-2024-03562,Mali,2024,1.33,subsistence,False,658.0,29.7,rare,2,none,none,none,none,0.0,1.33,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,460.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3563,IRR-MAL-2025-03563,Mali,2025,1.96,subsistence,False,844.0,18.8,rare,2,none,none,none,none,0.0,1.96,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,626.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3564,IRR-MAL-2019-03564,Mali,2019,0.4,semi-commercial,True,1178.0,29.3,frequent,6,center_pivot,river,diesel,cooperative,0.16,0.25,38.8,9.0,1,good,786.0,113.0,True,462.0,True,575.0,576.0,86.9,500.0,1.62,85.9,83.3,62.2,39.0,2.0,weekly,visual,horticulture,31.9,2.31,1,904.0,5752.0,True,False,False,0.0,13.9,good,high,False,True,False,12.2,traditional,high_burden
3565,IRR-UGA-2020-03565,Uganda,2020,1.37,subsistence,False,981.0,23.2,rare,5,none,none,none,none,0.0,1.37,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,564.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3566,IRR-UGA-2018-03566,Uganda,2018,2.54,semi-commercial,False,400.0,24.0,occasional,7,none,none,none,none,0.0,2.54,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,520.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3567,IRR-UGA-2018-03567,Uganda,2018,3.56,semi-commercial,False,681.0,33.7,frequent,6,none,none,none,none,0.0,3.56,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,404.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3568,IRR-ETH-2020-03568,Ethiopia,2020,6.51,subsistence,False,794.0,21.2,occasional,3,none,none,none,none,0.0,6.51,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,578.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3569,IRR-ETH-2020-03569,Ethiopia,2020,1.81,subsistence,False,1229.0,16.9,frequent,3,none,none,none,none,0.0,1.81,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,552.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3570,IRR-ETH-2023-03570,Ethiopia,2023,2.95,subsistence,False,1128.0,23.9,occasional,2,none,none,none,none,0.0,2.95,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,599.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3571,IRR-ETH-2021-03571,Ethiopia,2021,1.52,subsistence,False,864.0,15.7,occasional,3,none,none,none,none,0.0,1.52,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,436.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3572,IRR-ZAM-2025-03572,Zambia,2025,2.18,subsistence,False,779.0,33.4,frequent,6,none,none,none,none,0.0,2.18,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,521.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3573,IRR-MAL-2025-03573,Mali,2025,2.07,semi-commercial,False,679.0,21.2,occasional,7,none,none,none,none,0.0,2.07,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,444.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3574,IRR-BUR-2021-03574,Burkina Faso,2021,1.08,semi-commercial,False,975.0,33.6,rare,2,none,none,none,none,0.0,1.08,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,595.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3575,IRR-UGA-2025-03575,Uganda,2025,1.95,subsistence,False,886.0,25.6,occasional,4,none,none,none,none,0.0,1.95,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,452.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3576,IRR-TAN-2018-03576,Tanzania,2018,0.79,subsistence,False,691.0,32.0,occasional,4,none,none,none,none,0.0,0.79,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,404.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3577,IRR-NIG-2025-03577,Nigeria,2025,2.78,semi-commercial,False,809.0,17.6,frequent,7,none,none,none,none,0.0,2.78,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,608.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3578,IRR-UGA-2021-03578,Uganda,2021,0.77,semi-commercial,False,644.0,23.8,rare,4,none,none,none,none,0.0,0.77,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,527.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3579,IRR-BUR-2021-03579,Burkina Faso,2021,0.49,subsistence,False,1208.0,29.0,occasional,7,none,none,none,none,0.0,0.49,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,548.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3580,IRR-KEN-2023-03580,Kenya,2023,5.74,semi-commercial,False,985.0,17.9,frequent,5,none,none,none,none,0.0,5.74,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,464.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3581,IRR-BUR-2022-03581,Burkina Faso,2022,2.8,subsistence,False,1199.0,21.4,rare,2,none,none,none,none,0.0,2.8,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,545.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3582,IRR-MAL-2021-03582,Malawi,2021,0.79,semi-commercial,False,1441.0,18.5,frequent,3,none,none,none,none,0.0,0.79,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,493.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3583,IRR-TAN-2018-03583,Tanzania,2018,4.02,semi-commercial,False,432.0,30.4,occasional,5,none,none,none,none,0.0,4.02,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,620.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3584,IRR-ETH-2018-03584,Ethiopia,2018,1.3,subsistence,False,1085.0,29.9,frequent,3,none,none,none,none,0.0,1.3,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,463.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3585,IRR-NIG-2025-03585,Nigeria,2025,2.97,semi-commercial,False,702.0,22.1,occasional,7,none,none,none,none,0.0,2.97,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,670.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3586,IRR-BUR-2024-03586,Burkina Faso,2024,0.9,semi-commercial,False,975.0,33.8,frequent,7,none,none,none,none,0.0,0.9,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,408.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3587,IRR-ZAM-2025-03587,Zambia,2025,1.91,semi-commercial,False,751.0,34.4,occasional,5,none,none,none,none,0.0,1.91,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,554.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3588,IRR-MAL-2018-03588,Mali,2018,0.46,subsistence,True,972.0,23.9,occasional,3,surface,groundwater,manual,cooperative,0.16,0.3,34.6,9.0,9,good,128.0,7.0,False,0.0,False,626.0,647.0,49.3,309.0,2.44,87.4,86.6,37.3,0.0,5.0,biweekly,visual,maize,58.9,1.42,1,1005.0,6260.0,False,False,False,73.4,0.0,good,low,False,False,True,0.9,traditional,high_burden
3589,IRR-TAN-2025-03589,Tanzania,2025,3.23,semi-commercial,False,722.0,16.3,occasional,2,none,none,none,none,0.0,3.23,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,504.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3590,IRR-MAL-2019-03590,Malawi,2019,1.2,subsistence,False,1131.0,29.1,occasional,6,none,none,none,none,0.0,1.2,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,696.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3591,IRR-NIG-2022-03591,Nigeria,2022,0.65,subsistence,True,938.0,25.4,occasional,7,flood,river,electric,individual,0.43,0.21,67.1,24.0,3,good,173.0,26.0,False,0.0,False,611.0,427.0,48.7,298.0,0.9,83.3,80.9,32.9,49.0,17.0,biweekly,visual,sugarcane,38.2,1.27,1,2647.0,6109.0,False,True,False,0.0,8.1,good,low,True,False,False,1.4,traditional,high_burden
3592,IRR-ETH-2024-03592,Ethiopia,2024,0.91,semi-commercial,False,522.0,18.7,rare,5,none,none,none,none,0.0,0.91,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,594.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3593,IRR-MAL-2024-03593,Mali,2024,2.2,subsistence,False,1114.0,34.8,rare,7,none,none,none,none,0.0,2.2,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,416.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3594,IRR-BUR-2024-03594,Burkina Faso,2024,1.49,subsistence,False,710.0,18.7,rare,6,none,none,none,none,0.0,1.49,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,638.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3595,IRR-NIG-2018-03595,Nigeria,2018,2.87,semi-commercial,False,850.0,24.7,rare,7,none,none,none,none,0.0,2.87,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,582.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3596,IRR-MAL-2021-03596,Malawi,2021,2.32,subsistence,False,1114.0,31.7,frequent,5,none,none,none,none,0.0,2.32,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,488.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3597,IRR-MAL-2025-03597,Malawi,2025,1.42,subsistence,False,816.0,30.1,rare,2,none,none,none,none,0.0,1.42,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,545.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3598,IRR-BUR-2019-03598,Burkina Faso,2019,1.64,semi-commercial,False,713.0,26.3,occasional,4,none,none,none,none,0.0,1.64,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,438.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3599,IRR-MAL-2020-03599,Malawi,2020,0.98,subsistence,True,855.0,15.0,frequent,6,sprinkler,river,diesel,shared,0.55,0.42,56.6,31.0,2,excellent,829.0,104.0,False,0.0,True,510.0,683.0,64.4,328.0,2.05,82.6,70.9,37.7,161.0,11.0,weekly,calendar,rice,52.9,1.27,2,2818.0,5099.0,False,False,False,0.0,22.1,good,medium,True,True,False,3.2,modern,high_burden
3600,IRR-ETH-2018-03600,Ethiopia,2018,0.81,semi-commercial,False,953.0,21.3,occasional,6,none,none,none,none,0.0,0.81,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,491.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3601,IRR-MAL-2025-03601,Mali,2025,2.45,subsistence,False,616.0,22.4,occasional,4,none,none,none,none,0.0,2.45,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,619.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3602,IRR-ZAM-2022-03602,Zambia,2022,3.27,semi-commercial,False,968.0,18.3,occasional,6,none,none,none,none,0.0,3.27,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,429.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3603,IRR-MAL-2018-03603,Mali,2018,4.05,commercial,False,1209.0,24.5,rare,3,none,none,none,none,0.0,4.05,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,562.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3604,IRR-UGA-2020-03604,Uganda,2020,1.97,semi-commercial,False,1050.0,32.1,frequent,4,none,none,none,none,0.0,1.97,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,504.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3605,IRR-NIG-2023-03605,Nigeria,2023,3.51,commercial,False,433.0,32.9,occasional,7,none,none,none,none,0.0,3.51,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,630.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3606,IRR-MAL-2019-03606,Malawi,2019,1.96,subsistence,False,1474.0,17.1,frequent,4,none,none,none,none,0.0,1.96,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,617.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3607,IRR-BUR-2020-03607,Burkina Faso,2020,0.77,commercial,False,861.0,28.8,occasional,4,none,none,none,none,0.0,0.77,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,605.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3608,IRR-TAN-2020-03608,Tanzania,2020,1.04,subsistence,False,1209.0,29.0,occasional,5,none,none,none,none,0.0,1.04,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,685.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3609,IRR-MAL-2025-03609,Mali,2025,3.01,semi-commercial,False,1245.0,16.6,frequent,7,none,none,none,none,0.0,3.01,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,455.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3610,IRR-MAL-2018-03610,Malawi,2018,3.27,semi-commercial,False,1077.0,34.5,occasional,7,none,none,none,none,0.0,3.27,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,467.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3611,IRR-NIG-2021-03611,Nigeria,2021,0.89,semi-commercial,False,896.0,21.4,rare,3,none,none,none,none,0.0,0.89,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,700.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3612,IRR-ZAM-2019-03612,Zambia,2019,1.57,commercial,False,538.0,33.4,frequent,4,none,none,none,none,0.0,1.57,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,619.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3613,IRR-BUR-2021-03613,Burkina Faso,2021,1.79,commercial,False,781.0,19.6,occasional,5,none,none,none,none,0.0,1.79,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,524.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3614,IRR-BUR-2021-03614,Burkina Faso,2021,0.85,subsistence,False,1163.0,17.1,occasional,7,none,none,none,none,0.0,0.85,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,592.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3615,IRR-ETH-2025-03615,Ethiopia,2025,3.37,subsistence,False,967.0,18.0,rare,5,none,none,none,none,0.0,3.37,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,623.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3616,IRR-TAN-2021-03616,Tanzania,2021,1.15,subsistence,False,1040.0,33.1,frequent,2,none,none,none,none,0.0,1.15,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,559.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3617,IRR-KEN-2019-03617,Kenya,2019,1.58,subsistence,True,939.0,17.0,occasional,3,flood,river,diesel,government,0.48,1.09,30.6,26.0,10,poor,193.0,12.0,True,76.0,False,639.0,644.0,44.1,281.0,1.07,94.8,79.9,33.4,91.0,19.0,weekly,calendar,fruits,45.1,1.65,2,3078.0,6385.0,False,False,False,0.0,19.8,poor,low,True,False,False,0.5,traditional,high_burden
3618,IRR-ZAM-2020-03618,Zambia,2020,4.9,semi-commercial,False,1530.0,25.9,frequent,4,none,none,none,none,0.0,4.9,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,671.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3619,IRR-KEN-2019-03619,Kenya,2019,0.66,commercial,False,942.0,25.1,frequent,7,none,none,none,none,0.0,0.66,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,633.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3620,IRR-NIG-2024-03620,Nigeria,2024,1.3,subsistence,False,988.0,34.1,occasional,2,none,none,none,none,0.0,1.3,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,614.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3621,IRR-NIG-2024-03621,Nigeria,2024,0.54,semi-commercial,False,1501.0,27.9,occasional,2,none,none,none,none,0.0,0.54,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,428.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3622,IRR-MAL-2019-03622,Malawi,2019,3.52,semi-commercial,False,630.0,16.3,frequent,3,none,none,none,none,0.0,3.52,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,674.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3623,IRR-UGA-2025-03623,Uganda,2025,1.54,semi-commercial,True,1125.0,26.9,frequent,3,manual,reservoir,solar,cooperative,0.74,0.8,47.8,30.0,13,excellent,147.0,12.0,False,0.0,False,626.0,546.0,65.9,413.0,1.62,71.6,70.2,33.1,0.0,59.0,as_needed,calendar,fruits,29.6,1.46,1,4605.0,6261.0,False,False,False,0.0,14.0,good,low,False,True,True,0.6,traditional,high_burden
3624,IRR-MAL-2024-03624,Malawi,2024,3.6,semi-commercial,False,1163.0,33.6,occasional,2,none,none,none,none,0.0,3.6,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,574.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3625,IRR-ETH-2022-03625,Ethiopia,2022,1.19,semi-commercial,False,1130.0,27.1,frequent,6,none,none,none,none,0.0,1.19,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,431.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3626,IRR-TAN-2022-03626,Tanzania,2022,0.64,semi-commercial,False,1332.0,29.6,occasional,2,none,none,none,none,0.0,0.64,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,410.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3627,IRR-MAL-2022-03627,Malawi,2022,1.12,semi-commercial,False,1338.0,28.0,occasional,6,none,none,none,none,0.0,1.12,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,458.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3628,IRR-MAL-2024-03628,Malawi,2024,0.62,semi-commercial,False,1080.0,31.0,rare,4,none,none,none,none,0.0,0.62,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,581.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3629,IRR-TAN-2018-03629,Tanzania,2018,2.04,subsistence,False,1003.0,33.4,occasional,3,none,none,none,none,0.0,2.04,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,535.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3630,IRR-UGA-2023-03630,Uganda,2023,0.54,semi-commercial,False,982.0,18.4,frequent,2,none,none,none,none,0.0,0.54,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,615.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3631,IRR-ZAM-2021-03631,Zambia,2021,1.18,semi-commercial,False,931.0,24.6,rare,2,none,none,none,none,0.0,1.18,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,617.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3632,IRR-MAL-2023-03632,Mali,2023,1.15,subsistence,False,801.0,34.2,occasional,2,none,none,none,none,0.0,1.15,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,423.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3633,IRR-GHA-2020-03633,Ghana,2020,2.03,semi-commercial,False,663.0,22.7,occasional,4,none,none,none,none,0.0,2.03,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,635.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3634,IRR-MAL-2025-03634,Malawi,2025,1.06,semi-commercial,False,1117.0,19.3,occasional,4,none,none,none,none,0.0,1.06,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,600.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3635,IRR-BUR-2018-03635,Burkina Faso,2018,1.15,semi-commercial,False,1168.0,21.9,frequent,4,none,none,none,none,0.0,1.15,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,474.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3636,IRR-KEN-2019-03636,Kenya,2019,2.41,subsistence,False,796.0,24.7,rare,7,none,none,none,none,0.0,2.41,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,517.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3637,IRR-NIG-2020-03637,Nigeria,2020,1.0,semi-commercial,False,1047.0,28.5,occasional,2,none,none,none,none,0.0,1.0,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,613.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3638,IRR-BUR-2021-03638,Burkina Faso,2021,0.99,commercial,False,826.0,28.9,rare,2,none,none,none,none,0.0,0.99,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,700.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3639,IRR-ETH-2025-03639,Ethiopia,2025,2.68,subsistence,True,656.0,32.1,occasional,5,drip,groundwater,electric,government,2.12,0.56,79.2,88.0,12,fair,5303.0,687.0,True,2549.0,False,698.0,447.0,81.1,567.0,2.43,88.4,73.9,53.0,235.0,32.0,daily,weather_based,vegetables,33.4,1.23,1,14814.0,6984.0,False,False,False,5.1,23.8,poor,high,False,False,False,11.9,modern,high_burden
3640,IRR-ZAM-2019-03640,Zambia,2019,0.22,semi-commercial,False,959.0,26.2,occasional,3,none,none,none,none,0.0,0.22,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,518.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3641,IRR-NIG-2018-03641,Nigeria,2018,0.7,subsistence,False,1411.0,27.3,frequent,7,none,none,none,none,0.0,0.7,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,627.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3642,IRR-BUR-2020-03642,Burkina Faso,2020,1.53,commercial,False,548.0,18.0,rare,3,none,none,none,none,0.0,1.53,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,428.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3643,IRR-TAN-2025-03643,Tanzania,2025,0.84,semi-commercial,False,982.0,33.9,frequent,2,none,none,none,none,0.0,0.84,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,476.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3644,IRR-ZAM-2025-03644,Zambia,2025,0.75,semi-commercial,False,1211.0,27.1,occasional,5,none,none,none,none,0.0,0.75,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,655.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3645,IRR-MAL-2025-03645,Malawi,2025,4.22,subsistence,True,1051.0,18.6,occasional,2,manual,reservoir,solar,cooperative,3.52,0.7,83.4,198.0,15,fair,705.0,83.0,False,0.0,False,524.0,407.0,58.8,308.0,0.87,90.1,80.4,42.5,0.0,282.0,daily,calendar,rice,32.1,1.76,2,18458.0,5239.0,False,True,False,0.0,3.2,poor,low,True,False,False,1.0,traditional,high_burden
3646,IRR-TAN-2024-03646,Tanzania,2024,0.24,subsistence,False,949.0,34.5,occasional,6,none,none,none,none,0.0,0.24,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,573.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3647,IRR-UGA-2022-03647,Uganda,2022,0.54,semi-commercial,True,1449.0,15.5,rare,3,drip,groundwater,electric,government,0.41,0.13,75.2,22.0,10,fair,1013.0,91.0,False,0.0,True,798.0,516.0,79.3,633.0,2.08,73.7,72.0,42.1,40.0,6.0,weekly,calendar,fruits,33.7,2.04,2,3235.0,7985.0,False,False,False,35.2,15.6,poor,high,False,False,False,11.2,modern,high_burden
3648,IRR-MAL-2024-03648,Malawi,2024,0.58,semi-commercial,True,1051.0,15.8,rare,3,sprinkler,river,electric,individual,0.5,0.08,85.9,20.0,4,good,748.0,95.0,True,345.0,False,498.0,425.0,71.0,354.0,1.25,91.0,81.5,52.6,62.0,10.0,weekly,visual,horticulture,54.6,2.28,1,2486.0,4983.0,True,False,True,0.0,8.9,good,medium,False,False,False,4.7,modern,high_burden
3649,IRR-NIG-2022-03649,Nigeria,2022,0.74,commercial,True,1167.0,24.5,frequent,5,drip,groundwater,diesel,shared,0.44,0.31,58.7,17.0,5,excellent,1093.0,145.0,False,0.0,False,381.0,478.0,81.5,310.0,2.27,91.2,80.9,60.2,67.0,7.0,as_needed,calendar,horticulture,46.0,2.29,2,1665.0,3808.0,False,False,False,24.4,20.2,good,high,False,True,True,6.4,modern,high_burden
3650,IRR-BUR-2018-03650,Burkina Faso,2018,2.47,subsistence,False,440.0,27.0,frequent,3,none,none,none,none,0.0,2.47,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,523.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3651,IRR-BUR-2018-03651,Burkina Faso,2018,0.88,semi-commercial,False,979.0,25.5,rare,6,none,none,none,none,0.0,0.88,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,683.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3652,IRR-TAN-2020-03652,Tanzania,2020,1.3,subsistence,False,996.0,33.2,occasional,6,none,none,none,none,0.0,1.3,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,498.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3653,IRR-KEN-2025-03653,Kenya,2025,0.59,subsistence,False,1077.0,23.1,occasional,4,none,none,none,none,0.0,0.59,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,594.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3654,IRR-TAN-2021-03654,Tanzania,2021,3.98,semi-commercial,False,477.0,21.9,occasional,2,none,none,none,none,0.0,3.98,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,692.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3655,IRR-MAL-2024-03655,Mali,2024,0.34,semi-commercial,False,1200.0,17.4,occasional,2,none,none,none,none,0.0,0.34,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,635.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3656,IRR-UGA-2025-03656,Uganda,2025,1.16,semi-commercial,False,870.0,21.2,rare,6,none,none,none,none,0.0,1.16,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,484.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3657,IRR-KEN-2025-03657,Kenya,2025,1.02,subsistence,False,530.0,21.6,frequent,6,none,none,none,none,0.0,1.02,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,403.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3658,IRR-NIG-2022-03658,Nigeria,2022,0.77,subsistence,False,986.0,22.9,occasional,4,none,none,none,none,0.0,0.77,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,643.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3659,IRR-ZAM-2021-03659,Zambia,2021,0.84,semi-commercial,True,1066.0,19.6,rare,5,drip,rainwater_harvesting,diesel,government,0.38,0.46,45.2,21.0,4,good,955.0,115.0,False,0.0,True,545.0,603.0,76.7,418.0,1.0,91.6,77.0,54.1,98.0,6.0,biweekly,soil_moisture,fruits,38.7,1.57,2,2083.0,5453.0,False,False,False,0.0,21.9,good,high,False,False,False,5.8,modern,high_burden
3660,IRR-NIG-2024-03660,Nigeria,2024,0.79,subsistence,False,817.0,31.5,occasional,3,none,none,none,none,0.0,0.79,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,669.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3661,IRR-ZAM-2023-03661,Zambia,2023,0.62,subsistence,True,995.0,19.7,occasional,7,drip,reservoir,solar,government,0.3,0.32,48.7,12.0,1,fair,761.0,84.0,False,0.0,True,444.0,505.0,86.1,382.0,1.68,94.8,83.8,68.4,0.0,5.0,weekly,visual,sugarcane,56.6,1.97,1,1350.0,4436.0,False,False,False,0.0,21.8,poor,high,False,False,False,4.3,modern,high_burden
3662,IRR-MAL-2019-03662,Mali,2019,3.98,subsistence,False,1283.0,26.6,frequent,4,none,none,none,none,0.0,3.98,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,586.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3663,IRR-UGA-2019-03663,Uganda,2019,8.6,subsistence,False,1249.0,22.2,occasional,7,none,none,none,none,0.0,8.6,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,563.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3664,IRR-BUR-2023-03664,Burkina Faso,2023,1.22,subsistence,False,1022.0,18.4,occasional,2,none,none,none,none,0.0,1.22,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,682.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3665,IRR-GHA-2018-03665,Ghana,2018,0.95,subsistence,False,1540.0,32.8,frequent,4,none,none,none,none,0.0,0.95,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,562.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3666,IRR-BUR-2025-03666,Burkina Faso,2025,0.71,semi-commercial,False,1132.0,30.9,frequent,4,none,none,none,none,0.0,0.71,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,502.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3667,IRR-KEN-2025-03667,Kenya,2025,1.21,subsistence,True,1120.0,19.0,frequent,7,center_pivot,groundwater,gravity,shared,0.46,0.76,37.7,26.0,1,excellent,2289.0,137.0,False,0.0,False,729.0,629.0,75.4,550.0,1.78,73.8,61.1,34.1,0.0,5.0,weekly,visual,vegetables,45.3,2.06,2,3337.0,7288.0,False,True,False,19.3,0.0,good,high,False,True,True,8.3,traditional,high_burden
3668,IRR-ETH-2024-03668,Ethiopia,2024,2.24,subsistence,False,1100.0,33.5,frequent,6,none,none,none,none,0.0,2.24,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,412.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3669,IRR-NIG-2018-03669,Nigeria,2018,1.37,subsistence,False,663.0,16.0,occasional,2,none,none,none,none,0.0,1.37,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,649.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3670,IRR-UGA-2025-03670,Uganda,2025,2.42,subsistence,False,916.0,16.4,frequent,7,none,none,none,none,0.0,2.42,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,664.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3671,IRR-ETH-2020-03671,Ethiopia,2020,1.76,semi-commercial,False,1221.0,27.6,frequent,6,none,none,none,none,0.0,1.76,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,411.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3672,IRR-TAN-2020-03672,Tanzania,2020,0.71,subsistence,False,981.0,33.1,rare,6,none,none,none,none,0.0,0.71,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,629.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3673,IRR-MAL-2021-03673,Mali,2021,2.0,semi-commercial,False,1206.0,25.2,occasional,2,none,none,none,none,0.0,2.0,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,688.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3674,IRR-TAN-2019-03674,Tanzania,2019,1.22,subsistence,False,880.0,18.3,frequent,6,none,none,none,none,0.0,1.22,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,689.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3675,IRR-ETH-2021-03675,Ethiopia,2021,2.4,subsistence,False,694.0,32.7,rare,5,none,none,none,none,0.0,2.4,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,477.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3676,IRR-ZAM-2023-03676,Zambia,2023,0.77,semi-commercial,False,893.0,30.7,occasional,4,none,none,none,none,0.0,0.77,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,486.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3677,IRR-NIG-2021-03677,Nigeria,2021,1.56,subsistence,True,658.0,19.4,frequent,3,center_pivot,wetland,diesel,individual,1.36,0.2,87.4,54.0,3,fair,6807.0,359.0,False,0.0,True,611.0,646.0,70.7,432.0,1.82,94.1,63.6,42.3,284.0,14.0,biweekly,calendar,vegetables,40.3,1.55,2,8314.0,6107.0,False,False,True,0.0,21.0,poor,high,False,False,False,21.7,traditional,high_burden
3678,IRR-KEN-2025-03678,Kenya,2025,1.48,semi-commercial,True,896.0,16.9,frequent,7,surface,groundwater,diesel,individual,0.6,0.88,40.7,31.0,10,poor,483.0,50.0,False,0.0,True,650.0,479.0,60.3,392.0,1.49,93.1,68.6,38.4,90.0,18.0,biweekly,calendar,rice,38.5,2.12,1,3921.0,6499.0,False,False,False,57.7,4.5,poor,low,False,True,False,1.7,traditional,high_burden
3679,IRR-KEN-2019-03679,Kenya,2019,0.81,commercial,True,1105.0,34.4,frequent,3,surface,rainwater_harvesting,wind,shared,0.44,0.37,54.7,25.0,16,good,354.0,23.0,False,0.0,False,310.0,646.0,56.4,175.0,1.95,89.1,66.8,33.6,0.0,13.0,weekly,calendar,horticulture,34.6,2.2,1,1373.0,3104.0,True,False,False,0.0,0.0,good,low,False,True,False,2.5,traditional,high_burden
3680,IRR-TAN-2023-03680,Tanzania,2023,0.41,subsistence,True,1402.0,24.8,rare,5,surface,river,manual,individual,0.25,0.16,61.6,9.0,9,fair,200.0,26.0,False,0.0,False,771.0,558.0,49.7,383.0,2.22,87.3,84.4,36.6,0.0,8.0,weekly,soil_moisture,sugarcane,31.0,1.7,1,1929.0,7709.0,False,False,True,0.0,0.0,poor,low,True,False,False,3.2,traditional,high_burden
3681,IRR-ETH-2019-03681,Ethiopia,2019,2.74,semi-commercial,False,889.0,21.2,occasional,2,none,none,none,none,0.0,2.74,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,428.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3682,IRR-KEN-2024-03682,Kenya,2024,0.67,commercial,True,1017.0,24.3,frequent,2,flood,lake,solar,shared,0.58,0.08,87.6,33.0,4,fair,234.0,34.0,False,0.0,False,569.0,414.0,38.8,221.0,1.75,87.0,62.2,21.0,0.0,23.0,as_needed,visual,vegetables,33.8,1.99,2,3320.0,5686.0,False,False,True,0.0,23.6,poor,low,False,False,False,2.1,traditional,high_burden
3683,IRR-ETH-2023-03683,Ethiopia,2023,2.38,subsistence,False,1150.0,30.3,rare,3,none,none,none,none,0.0,2.38,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,660.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3684,IRR-MAL-2024-03684,Malawi,2024,0.63,semi-commercial,False,1274.0,16.0,rare,5,none,none,none,none,0.0,0.63,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,437.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3685,IRR-MAL-2022-03685,Malawi,2022,3.01,semi-commercial,False,1309.0,20.8,rare,5,none,none,none,none,0.0,3.01,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,409.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3686,IRR-NIG-2025-03686,Nigeria,2025,0.92,subsistence,False,531.0,33.6,occasional,7,none,none,none,none,0.0,0.92,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,568.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3687,IRR-KEN-2025-03687,Kenya,2025,4.21,subsistence,False,1163.0,34.5,frequent,3,none,none,none,none,0.0,4.21,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,485.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3688,IRR-UGA-2023-03688,Uganda,2023,1.22,commercial,True,1159.0,29.1,rare,2,manual,river,electric,individual,0.4,0.82,32.7,17.0,18,poor,80.0,7.0,False,0.0,False,662.0,576.0,51.1,338.0,1.39,78.9,62.7,25.3,57.0,32.0,as_needed,soil_moisture,vegetables,29.3,2.33,2,2636.0,6617.0,False,False,True,0.0,2.7,poor,low,True,False,False,0.4,traditional,high_burden
3689,IRR-TAN-2025-03689,Tanzania,2025,3.85,semi-commercial,False,871.0,16.7,occasional,7,none,none,none,none,0.0,3.85,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,615.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3690,IRR-MAL-2023-03690,Malawi,2023,1.19,subsistence,False,676.0,17.2,rare,3,none,none,none,none,0.0,1.19,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,578.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3691,IRR-TAN-2019-03691,Tanzania,2019,1.35,subsistence,False,1080.0,34.2,occasional,4,none,none,none,none,0.0,1.35,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,468.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3692,IRR-UGA-2021-03692,Uganda,2021,0.52,semi-commercial,False,1020.0,28.0,rare,2,none,none,none,none,0.0,0.52,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,436.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3693,IRR-BUR-2019-03693,Burkina Faso,2019,1.7,semi-commercial,False,1007.0,15.4,occasional,4,none,none,none,none,0.0,1.7,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,617.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3694,IRR-GHA-2022-03694,Ghana,2022,1.36,subsistence,False,1277.0,29.1,rare,6,none,none,none,none,0.0,1.36,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,410.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3695,IRR-ZAM-2023-03695,Zambia,2023,0.95,semi-commercial,False,1357.0,19.0,occasional,4,none,none,none,none,0.0,0.95,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,495.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3696,IRR-ZAM-2023-03696,Zambia,2023,4.09,semi-commercial,False,1285.0,34.7,rare,7,none,none,none,none,0.0,4.09,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,526.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3697,IRR-KEN-2025-03697,Kenya,2025,1.43,semi-commercial,True,1073.0,32.9,occasional,2,surface,groundwater,gravity,individual,0.61,0.82,42.9,22.0,6,fair,490.0,44.0,False,0.0,False,637.0,639.0,55.4,353.0,1.39,92.5,86.1,44.2,0.0,18.0,weekly,soil_moisture,vegetables,23.2,1.23,3,3902.0,6372.0,False,False,True,67.5,0.0,poor,low,False,False,False,3.0,traditional,high_burden
3698,IRR-ZAM-2025-03698,Zambia,2025,6.19,semi-commercial,False,876.0,28.9,occasional,4,none,none,none,none,0.0,6.19,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,538.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3699,IRR-MAL-2019-03699,Malawi,2019,2.1,subsistence,False,909.0,20.4,frequent,5,none,none,none,none,0.0,2.1,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,604.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3700,IRR-MAL-2022-03700,Malawi,2022,2.11,semi-commercial,False,952.0,25.6,occasional,3,none,none,none,none,0.0,2.11,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,478.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3701,IRR-GHA-2023-03701,Ghana,2023,4.48,subsistence,False,1133.0,33.1,rare,2,none,none,none,none,0.0,4.48,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,417.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3702,IRR-MAL-2020-03702,Mali,2020,2.2,subsistence,False,1121.0,25.7,rare,2,none,none,none,none,0.0,2.2,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,524.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3703,IRR-KEN-2025-03703,Kenya,2025,0.47,semi-commercial,False,769.0,34.0,rare,4,none,none,none,none,0.0,0.47,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,561.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3704,IRR-BUR-2023-03704,Burkina Faso,2023,1.06,subsistence,False,656.0,31.0,rare,6,none,none,none,none,0.0,1.06,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,658.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3705,IRR-GHA-2025-03705,Ghana,2025,2.8,subsistence,False,594.0,23.0,frequent,3,none,none,none,none,0.0,2.8,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,670.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3706,IRR-MAL-2024-03706,Malawi,2024,0.45,semi-commercial,False,518.0,16.4,frequent,6,none,none,none,none,0.0,0.45,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,528.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3707,IRR-ZAM-2022-03707,Zambia,2022,2.29,subsistence,False,922.0,15.3,rare,6,none,none,none,none,0.0,2.29,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,657.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3708,IRR-KEN-2019-03708,Kenya,2019,1.09,subsistence,False,1273.0,29.5,occasional,2,none,none,none,none,0.0,1.09,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,649.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3709,IRR-KEN-2019-03709,Kenya,2019,2.4,commercial,False,721.0,22.9,frequent,3,none,none,none,none,0.0,2.4,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,524.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3710,IRR-NIG-2022-03710,Nigeria,2022,1.81,subsistence,False,815.0,18.5,frequent,3,none,none,none,none,0.0,1.81,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,563.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3711,IRR-ETH-2018-03711,Ethiopia,2018,2.26,commercial,True,981.0,29.2,frequent,6,flood,groundwater,gravity,shared,2.23,0.04,98.4,99.0,8,good,891.0,90.0,False,0.0,False,451.0,689.0,44.7,202.0,1.48,77.4,70.8,24.5,0.0,89.0,biweekly,soil_moisture,sugarcane,36.4,1.89,2,10052.0,4513.0,False,False,False,8.1,0.0,good,low,False,True,True,2.2,traditional,high_burden
3712,IRR-GHA-2019-03712,Ghana,2019,2.17,subsistence,False,534.0,28.9,occasional,7,none,none,none,none,0.0,2.17,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,453.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3713,IRR-MAL-2022-03713,Malawi,2022,1.73,subsistence,False,524.0,28.3,frequent,3,none,none,none,none,0.0,1.73,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,494.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3714,IRR-GHA-2022-03714,Ghana,2022,1.69,subsistence,True,735.0,25.3,frequent,6,sprinkler,groundwater,electric,individual,0.64,1.05,37.6,35.0,2,good,953.0,123.0,False,0.0,False,415.0,564.0,79.3,329.0,1.8,82.9,82.6,54.3,90.0,13.0,biweekly,calendar,rice,34.1,1.86,2,2637.0,4152.0,False,False,False,23.8,4.7,good,medium,True,True,True,3.3,modern,high_burden
3715,IRR-BUR-2019-03715,Burkina Faso,2019,1.48,subsistence,False,831.0,17.6,occasional,7,none,none,none,none,0.0,1.48,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,426.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3716,IRR-ETH-2024-03716,Ethiopia,2024,1.17,semi-commercial,False,949.0,17.2,occasional,4,none,none,none,none,0.0,1.17,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,453.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3717,IRR-GHA-2019-03717,Ghana,2019,2.6,semi-commercial,False,1025.0,22.9,rare,2,none,none,none,none,0.0,2.6,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,623.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3718,IRR-KEN-2024-03718,Kenya,2024,0.55,commercial,True,1214.0,24.8,rare,7,manual,groundwater,diesel,government,0.31,0.24,56.6,11.0,8,fair,62.0,8.0,False,0.0,False,400.0,403.0,52.6,210.0,2.42,76.0,81.8,32.7,70.0,25.0,weekly,visual,cotton,39.2,1.94,1,1249.0,3997.0,False,False,False,40.0,23.7,poor,low,False,False,False,0.6,traditional,high_burden
3719,IRR-KEN-2024-03719,Kenya,2024,1.05,semi-commercial,False,854.0,31.7,frequent,7,none,none,none,none,0.0,1.05,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,611.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3720,IRR-NIG-2018-03720,Nigeria,2018,1.34,semi-commercial,False,991.0,17.1,rare,7,none,none,none,none,0.0,1.34,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,641.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3721,IRR-TAN-2019-03721,Tanzania,2019,2.04,semi-commercial,False,962.0,18.3,frequent,4,none,none,none,none,0.0,2.04,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,613.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3722,IRR-MAL-2021-03722,Malawi,2021,0.79,semi-commercial,False,967.0,15.6,rare,2,none,none,none,none,0.0,0.79,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,644.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3723,IRR-MAL-2021-03723,Malawi,2021,2.32,subsistence,False,863.0,18.4,rare,2,none,none,none,none,0.0,2.32,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,433.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3724,IRR-MAL-2020-03724,Mali,2020,0.69,subsistence,False,1205.0,20.7,rare,7,none,none,none,none,0.0,0.69,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,577.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3725,IRR-MAL-2025-03725,Mali,2025,1.61,commercial,False,679.0,29.9,frequent,5,none,none,none,none,0.0,1.61,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,611.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3726,IRR-BUR-2025-03726,Burkina Faso,2025,0.71,commercial,False,1551.0,20.2,frequent,7,none,none,none,none,0.0,0.71,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,568.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3727,IRR-MAL-2023-03727,Mali,2023,1.71,semi-commercial,False,958.0,34.4,occasional,6,none,none,none,none,0.0,1.71,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,650.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3728,IRR-MAL-2022-03728,Mali,2022,0.78,subsistence,False,812.0,24.2,rare,2,none,none,none,none,0.0,0.78,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,689.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3729,IRR-UGA-2024-03729,Uganda,2024,1.77,commercial,False,618.0,27.5,rare,2,none,none,none,none,0.0,1.77,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,560.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3730,IRR-UGA-2023-03730,Uganda,2023,1.98,subsistence,False,700.0,33.2,occasional,7,none,none,none,none,0.0,1.98,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,503.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3731,IRR-KEN-2021-03731,Kenya,2021,1.78,subsistence,False,1069.0,24.3,frequent,2,none,none,none,none,0.0,1.78,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,559.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3732,IRR-KEN-2019-03732,Kenya,2019,3.55,subsistence,False,935.0,21.8,rare,6,none,none,none,none,0.0,3.55,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,665.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3733,IRR-NIG-2022-03733,Nigeria,2022,6.39,semi-commercial,False,1154.0,18.4,rare,6,none,none,none,none,0.0,6.39,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,511.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3734,IRR-ZAM-2025-03734,Zambia,2025,4.97,subsistence,False,780.0,24.2,frequent,6,none,none,none,none,0.0,4.97,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,475.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3735,IRR-TAN-2019-03735,Tanzania,2019,4.03,subsistence,False,883.0,32.8,occasional,5,none,none,none,none,0.0,4.03,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,526.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3736,IRR-MAL-2025-03736,Mali,2025,1.19,subsistence,False,1245.0,25.2,occasional,4,none,none,none,none,0.0,1.19,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,668.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3737,IRR-NIG-2024-03737,Nigeria,2024,4.09,subsistence,False,842.0,27.3,rare,7,none,none,none,none,0.0,4.09,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,551.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3738,IRR-KEN-2025-03738,Kenya,2025,1.46,subsistence,False,400.0,15.0,rare,3,none,none,none,none,0.0,1.46,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,423.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3739,IRR-TAN-2019-03739,Tanzania,2019,1.92,semi-commercial,False,400.0,16.1,rare,3,none,none,none,none,0.0,1.92,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,569.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3740,IRR-MAL-2022-03740,Malawi,2022,3.28,semi-commercial,False,400.0,18.6,occasional,6,none,none,none,none,0.0,3.28,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,516.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3741,IRR-BUR-2021-03741,Burkina Faso,2021,0.51,subsistence,True,1277.0,17.9,occasional,2,surface,river,electric,cooperative,0.3,0.21,58.1,15.0,10,good,236.0,16.0,True,98.0,False,796.0,445.0,56.5,450.0,1.19,82.0,78.2,36.2,35.0,9.0,weekly,visual,horticulture,56.1,1.93,2,2349.0,7960.0,False,False,False,0.0,20.7,good,low,False,False,False,1.7,traditional,high_burden
3742,IRR-UGA-2019-03742,Uganda,2019,0.83,subsistence,False,417.0,26.4,occasional,2,none,none,none,none,0.0,0.83,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,654.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3743,IRR-KEN-2020-03743,Kenya,2020,0.74,subsistence,False,669.0,34.4,frequent,5,none,none,none,none,0.0,0.74,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,471.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3744,IRR-ETH-2021-03744,Ethiopia,2021,0.51,semi-commercial,False,924.0,29.5,frequent,5,none,none,none,none,0.0,0.51,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,690.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3745,IRR-GHA-2022-03745,Ghana,2022,0.92,commercial,False,1053.0,26.8,occasional,5,none,none,none,none,0.0,0.92,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,525.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3746,IRR-MAL-2024-03746,Malawi,2024,0.61,subsistence,True,1109.0,24.8,frequent,2,surface,river,solar,individual,0.32,0.3,51.8,10.0,0,good,254.0,29.0,False,0.0,False,696.0,447.0,47.4,330.0,2.11,79.9,87.5,33.2,0.0,10.0,biweekly,visual,fruits,33.8,2.15,1,2211.0,6960.0,False,True,True,0.0,18.8,good,low,False,False,False,2.4,traditional,high_burden
3747,IRR-MAL-2022-03747,Malawi,2022,1.37,subsistence,False,757.0,33.1,rare,6,none,none,none,none,0.0,1.37,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,473.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3748,IRR-KEN-2025-03748,Kenya,2025,0.77,subsistence,False,683.0,31.2,occasional,3,none,none,none,none,0.0,0.77,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,600.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3749,IRR-ZAM-2018-03749,Zambia,2018,2.89,semi-commercial,False,835.0,17.8,occasional,5,none,none,none,none,0.0,2.89,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,542.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3750,IRR-MAL-2025-03750,Mali,2025,0.75,subsistence,False,1041.0,16.4,frequent,5,none,none,none,none,0.0,0.75,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,562.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3751,IRR-UGA-2019-03751,Uganda,2019,4.25,semi-commercial,False,400.0,15.3,occasional,5,none,none,none,none,0.0,4.25,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,413.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3752,IRR-ZAM-2024-03752,Zambia,2024,3.32,subsistence,False,854.0,27.9,occasional,3,none,none,none,none,0.0,3.32,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,587.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3753,IRR-MAL-2023-03753,Malawi,2023,2.71,semi-commercial,True,913.0,31.5,rare,7,flood,lake,gravity,shared,2.08,0.63,76.8,64.0,1,poor,833.0,71.0,True,412.0,False,449.0,464.0,42.9,193.0,1.96,75.0,68.5,22.1,0.0,83.0,biweekly,calendar,horticulture,41.8,2.25,1,9354.0,4492.0,False,True,True,0.0,0.0,poor,low,False,False,False,1.5,traditional,high_burden
3754,IRR-KEN-2019-03754,Kenya,2019,1.32,semi-commercial,False,478.0,34.1,frequent,7,none,none,none,none,0.0,1.32,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,581.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3755,IRR-UGA-2020-03755,Uganda,2020,1.08,subsistence,False,715.0,19.3,frequent,3,none,none,none,none,0.0,1.08,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,439.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3756,IRR-UGA-2022-03756,Uganda,2022,3.51,subsistence,False,939.0,22.3,occasional,2,none,none,none,none,0.0,3.51,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,611.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3757,IRR-ZAM-2021-03757,Zambia,2021,1.29,semi-commercial,False,1069.0,31.2,frequent,3,none,none,none,none,0.0,1.29,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,460.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3758,IRR-TAN-2019-03758,Tanzania,2019,2.81,subsistence,False,572.0,33.8,occasional,7,none,none,none,none,0.0,2.81,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,497.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3759,IRR-ZAM-2023-03759,Zambia,2023,0.73,semi-commercial,False,857.0,17.1,occasional,2,none,none,none,none,0.0,0.73,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,600.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3760,IRR-NIG-2021-03760,Nigeria,2021,1.61,commercial,True,611.0,25.9,occasional,5,manual,groundwater,diesel,government,0.58,1.02,36.3,29.0,17,poor,117.0,11.0,False,0.0,False,534.0,576.0,60.5,323.0,2.4,77.7,72.1,33.9,84.0,47.0,weekly,calendar,fruits,36.8,1.83,1,3121.0,5340.0,False,True,False,8.4,7.0,poor,low,False,False,False,0.4,traditional,high_burden
3761,IRR-TAN-2020-03761,Tanzania,2020,0.78,subsistence,False,865.0,15.5,rare,4,none,none,none,none,0.0,0.78,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,544.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3762,IRR-TAN-2025-03762,Tanzania,2025,1.11,semi-commercial,False,902.0,29.7,occasional,3,none,none,none,none,0.0,1.11,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,432.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3763,IRR-TAN-2019-03763,Tanzania,2019,0.83,subsistence,False,1163.0,18.8,occasional,3,none,none,none,none,0.0,0.83,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,699.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3764,IRR-TAN-2018-03764,Tanzania,2018,1.89,subsistence,False,665.0,28.7,occasional,4,none,none,none,none,0.0,1.89,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,537.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3765,IRR-BUR-2021-03765,Burkina Faso,2021,1.21,subsistence,False,683.0,18.4,rare,2,none,none,none,none,0.0,1.21,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,628.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3766,IRR-MAL-2019-03766,Malawi,2019,1.59,semi-commercial,False,907.0,17.9,occasional,6,none,none,none,none,0.0,1.59,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,476.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3767,IRR-BUR-2022-03767,Burkina Faso,2022,1.21,subsistence,False,1093.0,19.9,rare,2,none,none,none,none,0.0,1.21,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,493.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3768,IRR-KEN-2019-03768,Kenya,2019,1.76,semi-commercial,False,1208.0,28.4,occasional,6,none,none,none,none,0.0,1.76,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,622.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3769,IRR-KEN-2018-03769,Kenya,2018,0.59,subsistence,True,893.0,21.0,rare,3,flood,rainwater_harvesting,diesel,individual,0.41,0.19,68.3,22.0,18,poor,162.0,13.0,False,0.0,False,610.0,524.0,42.1,257.0,1.98,80.8,79.3,27.0,88.0,16.0,daily,calendar,sugarcane,24.6,1.68,1,2474.0,6101.0,False,True,False,0.0,8.3,poor,low,False,False,False,2.2,traditional,high_burden
3770,IRR-TAN-2022-03770,Tanzania,2022,1.43,subsistence,False,818.0,25.2,occasional,5,none,none,none,none,0.0,1.43,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,504.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3771,IRR-KEN-2021-03771,Kenya,2021,0.64,commercial,False,800.0,25.5,frequent,7,none,none,none,none,0.0,0.64,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,602.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3772,IRR-MAL-2019-03772,Mali,2019,2.15,subsistence,False,516.0,27.6,occasional,3,none,none,none,none,0.0,2.15,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,634.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3773,IRR-ETH-2021-03773,Ethiopia,2021,4.55,semi-commercial,False,513.0,33.0,occasional,6,none,none,none,none,0.0,4.55,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,578.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3774,IRR-MAL-2020-03774,Mali,2020,1.2,subsistence,False,1022.0,34.1,occasional,5,none,none,none,none,0.0,1.2,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,457.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3775,IRR-NIG-2024-03775,Nigeria,2024,1.55,subsistence,False,1137.0,16.2,occasional,4,none,none,none,none,0.0,1.55,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,455.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3776,IRR-ETH-2022-03776,Ethiopia,2022,0.68,subsistence,True,1168.0,31.9,occasional,7,drip,river,electric,shared,0.25,0.43,36.5,13.0,7,good,620.0,87.0,True,194.0,False,794.0,582.0,95.0,755.0,1.88,84.9,95.0,76.6,14.0,4.0,daily,visual,maize,20.5,1.87,2,1969.0,7945.0,False,False,False,0.0,5.3,good,high,False,False,False,8.9,modern,high_burden
3777,IRR-ZAM-2023-03777,Zambia,2023,0.85,semi-commercial,False,484.0,22.3,frequent,6,none,none,none,none,0.0,0.85,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,473.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3778,IRR-BUR-2025-03778,Burkina Faso,2025,1.16,subsistence,False,1370.0,33.2,rare,2,none,none,none,none,0.0,1.16,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,628.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3779,IRR-UGA-2020-03779,Uganda,2020,1.53,subsistence,False,677.0,16.3,frequent,7,none,none,none,none,0.0,1.53,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,604.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3780,IRR-UGA-2019-03780,Uganda,2019,1.83,semi-commercial,False,400.0,30.4,rare,7,none,none,none,none,0.0,1.83,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,454.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3781,IRR-TAN-2018-03781,Tanzania,2018,0.55,commercial,False,961.0,25.7,rare,4,none,none,none,none,0.0,0.55,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,447.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3782,IRR-KEN-2021-03782,Kenya,2021,0.65,subsistence,False,1136.0,22.1,occasional,5,none,none,none,none,0.0,0.65,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,428.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3783,IRR-ETH-2020-03783,Ethiopia,2020,0.8,subsistence,False,910.0,28.3,occasional,2,none,none,none,none,0.0,0.8,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,470.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3784,IRR-MAL-2021-03784,Mali,2021,1.28,subsistence,False,658.0,19.0,occasional,5,none,none,none,none,0.0,1.28,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,534.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3785,IRR-MAL-2024-03785,Mali,2024,5.43,subsistence,False,988.0,30.4,frequent,6,none,none,none,none,0.0,5.43,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,453.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3786,IRR-BUR-2018-03786,Burkina Faso,2018,1.7,semi-commercial,False,1042.0,17.7,rare,3,none,none,none,none,0.0,1.7,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,588.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3787,IRR-UGA-2021-03787,Uganda,2021,0.87,subsistence,False,400.0,34.3,occasional,2,none,none,none,none,0.0,0.87,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,505.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3788,IRR-ZAM-2021-03788,Zambia,2021,0.87,subsistence,False,1002.0,20.0,frequent,3,none,none,none,none,0.0,0.87,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,429.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3789,IRR-ZAM-2023-03789,Zambia,2023,0.93,semi-commercial,False,510.0,32.5,frequent,7,none,none,none,none,0.0,0.93,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,406.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3790,IRR-UGA-2025-03790,Uganda,2025,0.97,subsistence,False,921.0,21.6,occasional,2,none,none,none,none,0.0,0.97,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,605.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3791,IRR-MAL-2019-03791,Mali,2019,1.06,commercial,False,745.0,27.9,occasional,3,none,none,none,none,0.0,1.06,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,601.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3792,IRR-MAL-2025-03792,Mali,2025,1.97,subsistence,False,896.0,30.3,frequent,6,none,none,none,none,0.0,1.97,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,623.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3793,IRR-ZAM-2020-03793,Zambia,2020,0.86,subsistence,False,749.0,17.3,rare,6,none,none,none,none,0.0,0.86,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,692.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3794,IRR-KEN-2023-03794,Kenya,2023,1.48,subsistence,False,1049.0,27.4,rare,5,none,none,none,none,0.0,1.48,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,673.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3795,IRR-NIG-2018-03795,Nigeria,2018,1.13,semi-commercial,False,1209.0,26.9,occasional,3,none,none,none,none,0.0,1.13,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,607.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3796,IRR-TAN-2023-03796,Tanzania,2023,1.73,subsistence,False,814.0,17.5,frequent,6,none,none,none,none,0.0,1.73,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,656.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3797,IRR-MAL-2022-03797,Mali,2022,1.07,semi-commercial,True,947.0,15.2,occasional,3,sprinkler,groundwater,solar,individual,1.05,0.02,98.3,33.0,10,fair,1571.0,234.0,False,0.0,True,547.0,514.0,67.3,368.0,1.37,79.4,84.2,45.0,0.0,21.0,weekly,visual,fruits,34.3,1.39,1,5729.0,5471.0,False,False,False,61.3,5.4,poor,medium,False,False,False,8.6,modern,high_burden
3798,IRR-UGA-2025-03798,Uganda,2025,1.6,subsistence,False,651.0,23.4,occasional,7,none,none,none,none,0.0,1.6,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,547.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3799,IRR-MAL-2025-03799,Malawi,2025,1.68,subsistence,True,936.0,17.9,rare,7,manual,river,solar,individual,1.45,0.23,86.5,51.0,7,fair,291.0,36.0,False,0.0,False,567.0,492.0,58.0,329.0,1.11,85.5,82.7,41.0,0.0,116.0,biweekly,calendar,sugarcane,36.5,1.48,1,8240.0,5669.0,False,False,False,0.0,7.4,poor,low,True,False,False,0.9,traditional,high_burden
3800,IRR-NIG-2019-03800,Nigeria,2019,3.95,semi-commercial,False,703.0,29.2,frequent,5,none,none,none,none,0.0,3.95,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,644.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3801,IRR-TAN-2024-03801,Tanzania,2024,0.96,semi-commercial,False,1221.0,34.6,occasional,7,none,none,none,none,0.0,0.96,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,657.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3802,IRR-MAL-2022-03802,Mali,2022,0.93,subsistence,False,1431.0,18.0,rare,6,none,none,none,none,0.0,0.93,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,573.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3803,IRR-BUR-2023-03803,Burkina Faso,2023,0.74,semi-commercial,False,1166.0,21.2,frequent,6,none,none,none,none,0.0,0.74,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,624.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3804,IRR-ZAM-2023-03804,Zambia,2023,0.66,semi-commercial,False,586.0,29.4,rare,4,none,none,none,none,0.0,0.66,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,454.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3805,IRR-ETH-2022-03805,Ethiopia,2022,1.75,subsistence,True,907.0,25.8,frequent,3,manual,reservoir,solar,private_company,1.4,0.34,80.4,73.0,6,poor,281.0,40.0,True,116.0,False,754.0,453.0,65.2,492.0,1.14,88.4,73.3,42.3,0.0,112.0,biweekly,visual,rice,59.2,1.4,1,10587.0,7545.0,False,False,False,0.0,5.8,poor,low,True,True,False,0.5,traditional,high_burden
3806,IRR-TAN-2019-03806,Tanzania,2019,1.34,semi-commercial,False,882.0,28.6,occasional,7,none,none,none,none,0.0,1.34,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,694.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3807,IRR-ETH-2020-03807,Ethiopia,2020,1.23,subsistence,False,783.0,33.7,frequent,4,none,none,none,none,0.0,1.23,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,462.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3808,IRR-UGA-2019-03808,Uganda,2019,0.53,subsistence,False,1074.0,28.9,occasional,5,none,none,none,none,0.0,0.53,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,616.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3809,IRR-KEN-2025-03809,Kenya,2025,1.72,semi-commercial,False,1230.0,27.6,rare,2,none,none,none,none,0.0,1.72,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,633.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3810,IRR-ZAM-2018-03810,Zambia,2018,3.17,semi-commercial,False,1299.0,32.7,occasional,7,none,none,none,none,0.0,3.17,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,619.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3811,IRR-GHA-2025-03811,Ghana,2025,4.27,semi-commercial,False,594.0,22.0,occasional,2,none,none,none,none,0.0,4.27,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,418.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3812,IRR-MAL-2025-03812,Malawi,2025,0.49,subsistence,False,1121.0,33.1,rare,2,none,none,none,none,0.0,0.49,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,580.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3813,IRR-MAL-2018-03813,Mali,2018,1.79,subsistence,False,909.0,16.1,rare,6,none,none,none,none,0.0,1.79,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,442.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3814,IRR-TAN-2019-03814,Tanzania,2019,3.32,subsistence,False,810.0,28.6,frequent,5,none,none,none,none,0.0,3.32,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,658.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3815,IRR-MAL-2025-03815,Mali,2025,2.39,commercial,True,979.0,34.3,rare,4,flood,groundwater,electric,government,2.35,0.04,98.3,80.0,11,good,940.0,139.0,False,0.0,True,752.0,496.0,45.7,344.0,1.06,78.5,86.4,31.0,154.0,94.0,weekly,visual,vegetables,52.9,1.36,1,17664.0,7517.0,False,False,False,21.0,12.4,good,low,True,False,True,1.5,traditional,high_burden
3816,IRR-MAL-2019-03816,Mali,2019,2.28,subsistence,False,1509.0,23.5,frequent,2,none,none,none,none,0.0,2.28,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,509.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3817,IRR-UGA-2022-03817,Uganda,2022,0.85,semi-commercial,False,965.0,19.2,rare,5,none,none,none,none,0.0,0.85,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,417.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3818,IRR-KEN-2024-03818,Kenya,2024,2.01,subsistence,True,777.0,34.2,occasional,7,flood,groundwater,manual,individual,1.87,0.14,92.9,63.0,4,fair,747.0,74.0,False,0.0,False,488.0,545.0,44.4,217.0,2.0,74.8,68.2,22.7,0.0,75.0,daily,visual,fruits,42.0,1.98,1,9113.0,4882.0,True,False,False,46.3,0.0,poor,low,True,False,False,1.8,traditional,high_burden
3819,IRR-MAL-2021-03819,Mali,2021,0.9,subsistence,True,1020.0,33.3,occasional,2,surface,lake,manual,government,0.66,0.24,73.2,37.0,16,excellent,526.0,47.0,False,0.0,False,666.0,601.0,59.8,398.0,1.29,74.6,76.7,34.2,0.0,20.0,daily,soil_moisture,rice,39.5,1.8,1,4382.0,6661.0,False,False,True,0.0,0.0,good,low,False,False,False,3.0,traditional,high_burden
3820,IRR-GHA-2018-03820,Ghana,2018,0.65,semi-commercial,False,902.0,30.8,occasional,7,none,none,none,none,0.0,0.65,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,605.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3821,IRR-ZAM-2023-03821,Zambia,2023,0.42,semi-commercial,False,1098.0,17.8,occasional,4,none,none,none,none,0.0,0.42,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,567.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3822,IRR-BUR-2019-03822,Burkina Faso,2019,0.86,commercial,False,661.0,23.4,occasional,6,none,none,none,none,0.0,0.86,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,538.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3823,IRR-MAL-2024-03823,Malawi,2024,1.3,semi-commercial,False,682.0,18.9,rare,7,none,none,none,none,0.0,1.3,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,486.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3824,IRR-GHA-2022-03824,Ghana,2022,1.25,semi-commercial,False,1122.0,25.0,occasional,4,none,none,none,none,0.0,1.25,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,412.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3825,IRR-NIG-2024-03825,Nigeria,2024,0.34,subsistence,False,1117.0,20.7,rare,5,none,none,none,none,0.0,0.34,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,437.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3826,IRR-TAN-2024-03826,Tanzania,2024,2.12,subsistence,False,844.0,31.1,frequent,3,none,none,none,none,0.0,2.12,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,584.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3827,IRR-NIG-2023-03827,Nigeria,2023,2.41,subsistence,False,1001.0,30.1,occasional,3,none,none,none,none,0.0,2.41,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,619.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3828,IRR-UGA-2022-03828,Uganda,2022,2.02,subsistence,False,1072.0,16.7,occasional,2,none,none,none,none,0.0,2.02,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,553.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3829,IRR-ETH-2024-03829,Ethiopia,2024,2.37,subsistence,False,809.0,30.7,rare,3,none,none,none,none,0.0,2.37,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,488.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3830,IRR-GHA-2020-03830,Ghana,2020,0.35,semi-commercial,False,664.0,31.5,frequent,6,none,none,none,none,0.0,0.35,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,584.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3831,IRR-BUR-2022-03831,Burkina Faso,2022,0.81,subsistence,False,938.0,15.9,occasional,2,none,none,none,none,0.0,0.81,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,427.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3832,IRR-GHA-2024-03832,Ghana,2024,1.22,subsistence,False,769.0,20.0,rare,3,none,none,none,none,0.0,1.22,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,401.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3833,IRR-ZAM-2024-03833,Zambia,2024,0.56,subsistence,True,1111.0,33.3,frequent,5,center_pivot,rainwater_harvesting,gravity,shared,0.43,0.12,77.8,15.0,16,good,2169.0,204.0,False,0.0,False,656.0,681.0,76.4,501.0,2.22,82.3,79.0,49.6,0.0,4.0,biweekly,calendar,maize,39.4,1.86,1,2847.0,6563.0,False,True,False,0.0,0.0,good,high,False,True,False,19.7,traditional,high_burden
3834,IRR-KEN-2023-03834,Kenya,2023,3.43,subsistence,False,1345.0,26.4,frequent,4,none,none,none,none,0.0,3.43,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,615.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3835,IRR-MAL-2024-03835,Malawi,2024,2.55,subsistence,True,1169.0,17.3,occasional,6,drip,groundwater,solar,individual,2.13,0.42,83.6,67.0,0,fair,5320.0,564.0,False,0.0,False,549.0,420.0,89.6,492.0,2.02,80.5,95.0,68.6,0.0,32.0,weekly,soil_moisture,rice,21.0,1.45,1,11687.0,5492.0,False,False,False,62.8,12.8,poor,high,False,False,False,19.9,modern,high_burden
3836,IRR-MAL-2022-03836,Mali,2022,0.5,commercial,True,935.0,28.8,occasional,4,flood,rainwater_harvesting,solar,individual,0.3,0.2,60.9,11.0,9,good,121.0,18.0,False,0.0,False,764.0,552.0,45.2,345.0,1.19,84.2,75.6,28.8,0.0,12.0,weekly,visual,fruits,58.4,1.73,3,2320.0,7639.0,False,True,False,0.0,5.4,good,low,False,False,False,0.8,traditional,high_burden
3837,IRR-ZAM-2022-03837,Zambia,2022,1.93,subsistence,False,830.0,24.5,occasional,2,none,none,none,none,0.0,1.93,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,473.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3838,IRR-MAL-2019-03838,Mali,2019,1.26,commercial,False,725.0,24.1,occasional,6,none,none,none,none,0.0,1.26,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,475.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3839,IRR-NIG-2019-03839,Nigeria,2019,3.5,commercial,False,992.0,15.2,rare,5,none,none,none,none,0.0,3.5,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,623.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3840,IRR-MAL-2018-03840,Malawi,2018,0.94,subsistence,False,1075.0,20.7,occasional,3,none,none,none,none,0.0,0.94,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,453.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3841,IRR-MAL-2024-03841,Mali,2024,0.45,subsistence,False,731.0,30.9,occasional,3,none,none,none,none,0.0,0.45,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,439.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3842,IRR-KEN-2020-03842,Kenya,2020,0.61,semi-commercial,False,847.0,22.0,occasional,2,none,none,none,none,0.0,0.61,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,586.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3843,IRR-TAN-2022-03843,Tanzania,2022,0.81,subsistence,True,1213.0,33.4,occasional,7,manual,groundwater,solar,individual,0.67,0.13,83.6,29.0,11,good,135.0,8.0,False,0.0,False,486.0,444.0,63.0,306.0,1.54,92.1,65.1,37.8,0.0,54.0,weekly,calendar,vegetables,31.7,2.25,1,3272.0,4860.0,True,True,False,43.8,14.7,good,low,False,False,True,1.1,traditional,high_burden
3844,IRR-GHA-2022-03844,Ghana,2022,2.52,subsistence,False,973.0,27.3,rare,6,none,none,none,none,0.0,2.52,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,438.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3845,IRR-MAL-2023-03845,Mali,2023,0.73,commercial,False,1183.0,20.2,frequent,7,none,none,none,none,0.0,0.73,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,436.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3846,IRR-NIG-2021-03846,Nigeria,2021,0.45,subsistence,False,967.0,25.5,frequent,6,none,none,none,none,0.0,0.45,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,408.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3847,IRR-GHA-2025-03847,Ghana,2025,1.54,subsistence,True,682.0,25.4,frequent,6,manual,lake,gravity,shared,1.07,0.46,69.8,62.0,0,poor,215.0,19.0,True,90.0,False,656.0,664.0,57.4,377.0,1.9,91.5,72.9,38.3,0.0,86.0,weekly,calendar,maize,51.0,2.21,1,7040.0,6561.0,True,False,False,0.0,0.0,poor,low,False,True,False,0.5,traditional,high_burden
3848,IRR-BUR-2019-03848,Burkina Faso,2019,1.27,subsistence,False,813.0,29.5,frequent,2,none,none,none,none,0.0,1.27,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,692.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3849,IRR-TAN-2021-03849,Tanzania,2021,2.89,commercial,True,665.0,19.0,occasional,2,sprinkler,river,manual,cooperative,1.92,0.96,66.6,100.0,10,good,2886.0,229.0,False,0.0,False,754.0,601.0,78.1,589.0,1.47,78.4,83.6,51.2,0.0,38.0,weekly,calendar,fruits,44.2,2.41,1,14499.0,7536.0,False,True,False,0.0,0.0,good,medium,False,False,False,4.5,modern,high_burden
3850,IRR-BUR-2025-03850,Burkina Faso,2025,2.13,subsistence,False,1137.0,28.0,rare,6,none,none,none,none,0.0,2.13,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,569.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3851,IRR-MAL-2018-03851,Malawi,2018,0.7,subsistence,False,890.0,26.6,occasional,6,none,none,none,none,0.0,0.7,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,533.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3852,IRR-TAN-2024-03852,Tanzania,2024,0.74,subsistence,False,711.0,28.7,frequent,4,none,none,none,none,0.0,0.74,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,491.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3853,IRR-BUR-2024-03853,Burkina Faso,2024,2.78,commercial,False,1247.0,25.7,occasional,3,none,none,none,none,0.0,2.78,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,571.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3854,IRR-UGA-2021-03854,Uganda,2021,0.75,semi-commercial,True,1375.0,30.3,rare,6,flood,wetland,manual,individual,0.73,0.02,97.1,32.0,3,poor,292.0,26.0,False,0.0,True,749.0,412.0,46.3,347.0,2.22,80.6,62.5,23.4,0.0,29.0,daily,soil_moisture,rice,43.7,1.73,2,5469.0,7492.0,True,False,False,0.0,0.0,poor,low,False,False,False,1.8,traditional,high_burden
3855,IRR-ZAM-2020-03855,Zambia,2020,1.3,semi-commercial,False,845.0,22.3,rare,5,none,none,none,none,0.0,1.3,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,495.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3856,IRR-ZAM-2018-03856,Zambia,2018,1.57,semi-commercial,False,699.0,30.2,rare,3,none,none,none,none,0.0,1.57,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,613.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3857,IRR-TAN-2020-03857,Tanzania,2020,0.92,semi-commercial,False,944.0,25.2,occasional,4,none,none,none,none,0.0,0.92,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,699.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3858,IRR-GHA-2021-03858,Ghana,2021,1.58,semi-commercial,False,978.0,30.1,rare,7,none,none,none,none,0.0,1.58,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,564.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3859,IRR-MAL-2019-03859,Mali,2019,1.38,commercial,False,993.0,22.9,rare,4,none,none,none,none,0.0,1.38,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,504.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3860,IRR-BUR-2023-03860,Burkina Faso,2023,1.16,semi-commercial,False,1249.0,30.7,rare,2,none,none,none,none,0.0,1.16,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,463.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3861,IRR-GHA-2024-03861,Ghana,2024,1.84,commercial,False,1212.0,27.9,occasional,5,none,none,none,none,0.0,1.84,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,680.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3862,IRR-KEN-2021-03862,Kenya,2021,1.74,subsistence,True,738.0,31.2,occasional,5,sprinkler,rainwater_harvesting,electric,individual,0.96,0.78,55.2,38.0,13,good,1444.0,187.0,False,0.0,False,517.0,413.0,74.8,387.0,1.81,91.3,78.9,53.9,61.0,19.0,daily,weather_based,vegetables,38.5,1.57,1,4980.0,5173.0,True,False,False,0.0,10.7,good,medium,False,False,False,4.3,modern,high_burden
3863,IRR-TAN-2024-03863,Tanzania,2024,1.14,subsistence,False,877.0,20.1,occasional,6,none,none,none,none,0.0,1.14,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,580.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3864,IRR-ETH-2018-03864,Ethiopia,2018,1.74,subsistence,False,960.0,26.5,occasional,3,none,none,none,none,0.0,1.74,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,662.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3865,IRR-ETH-2025-03865,Ethiopia,2025,0.71,subsistence,False,997.0,21.8,occasional,5,none,none,none,none,0.0,0.71,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,527.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3866,IRR-ZAM-2025-03866,Zambia,2025,1.23,semi-commercial,False,1011.0,19.8,rare,5,none,none,none,none,0.0,1.23,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,649.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3867,IRR-KEN-2022-03867,Kenya,2022,3.82,subsistence,False,762.0,34.7,occasional,3,none,none,none,none,0.0,3.82,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,578.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3868,IRR-ETH-2019-03868,Ethiopia,2019,0.78,semi-commercial,False,1326.0,31.9,rare,5,none,none,none,none,0.0,0.78,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,584.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3869,IRR-BUR-2019-03869,Burkina Faso,2019,1.09,commercial,False,1032.0,18.2,rare,4,none,none,none,none,0.0,1.09,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,402.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3870,IRR-UGA-2020-03870,Uganda,2020,0.78,subsistence,True,1290.0,34.3,occasional,6,sprinkler,groundwater,gravity,government,0.37,0.41,46.9,16.0,5,poor,549.0,82.0,False,0.0,False,723.0,624.0,66.0,477.0,2.2,84.4,72.5,40.4,0.0,7.0,daily,calendar,vegetables,57.6,1.32,2,2647.0,7229.0,False,True,False,30.3,0.0,poor,medium,False,False,False,2.4,modern,high_burden
3871,IRR-MAL-2023-03871,Mali,2023,3.52,commercial,True,1431.0,25.0,rare,7,surface,river,solar,cooperative,3.14,0.38,89.2,117.0,7,poor,2509.0,141.0,False,0.0,False,350.0,579.0,52.6,184.0,2.07,83.2,87.9,38.5,0.0,94.0,weekly,calendar,vegetables,38.4,1.72,2,10985.0,3502.0,True,False,False,0.0,4.5,poor,low,False,False,False,3.7,traditional,high_burden
3872,IRR-ETH-2021-03872,Ethiopia,2021,2.54,commercial,False,869.0,28.0,occasional,5,none,none,none,none,0.0,2.54,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,400.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3873,IRR-MAL-2020-03873,Mali,2020,3.12,commercial,False,828.0,26.4,frequent,5,none,none,none,none,0.0,3.12,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,420.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3874,IRR-ZAM-2020-03874,Zambia,2020,0.75,subsistence,False,713.0,17.8,occasional,2,none,none,none,none,0.0,0.75,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,445.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3875,IRR-NIG-2022-03875,Nigeria,2022,1.7,subsistence,False,1002.0,34.1,rare,6,none,none,none,none,0.0,1.7,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,575.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3876,IRR-NIG-2024-03876,Nigeria,2024,1.01,semi-commercial,False,730.0,15.1,occasional,7,none,none,none,none,0.0,1.01,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,605.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3877,IRR-BUR-2019-03877,Burkina Faso,2019,1.48,subsistence,False,843.0,23.8,rare,5,none,none,none,none,0.0,1.48,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,615.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3878,IRR-ETH-2019-03878,Ethiopia,2019,0.63,semi-commercial,False,604.0,25.6,frequent,6,none,none,none,none,0.0,0.63,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,469.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3879,IRR-UGA-2020-03879,Uganda,2020,0.77,semi-commercial,False,548.0,15.6,rare,2,none,none,none,none,0.0,0.77,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,427.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3880,IRR-BUR-2023-03880,Burkina Faso,2023,0.45,semi-commercial,True,1042.0,15.9,occasional,7,surface,rainwater_harvesting,diesel,shared,0.37,0.07,84.0,20.0,6,good,299.0,18.0,False,0.0,True,719.0,505.0,54.2,390.0,1.55,73.3,71.8,28.5,108.0,11.0,as_needed,soil_moisture,rice,37.5,1.67,1,2691.0,7194.0,False,False,False,0.0,15.0,good,low,False,False,False,3.6,traditional,high_burden
3881,IRR-TAN-2024-03881,Tanzania,2024,0.53,subsistence,True,1047.0,28.8,rare,6,surface,river,electric,shared,0.33,0.2,62.8,18.0,18,poor,265.0,38.0,True,139.0,False,544.0,688.0,50.6,276.0,1.86,94.7,83.7,40.2,19.0,10.0,as_needed,visual,cotton,43.6,2.43,2,1804.0,5444.0,False,False,True,0.0,4.8,poor,low,False,False,False,2.3,traditional,high_burden
3882,IRR-ETH-2021-03882,Ethiopia,2021,0.89,subsistence,False,1171.0,28.0,occasional,4,none,none,none,none,0.0,0.89,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,550.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3883,IRR-BUR-2025-03883,Burkina Faso,2025,6.46,subsistence,False,1093.0,25.3,occasional,2,none,none,none,none,0.0,6.46,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,649.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3884,IRR-ETH-2020-03884,Ethiopia,2020,0.94,semi-commercial,False,1030.0,28.8,occasional,5,none,none,none,none,0.0,0.94,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,527.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3885,IRR-BUR-2023-03885,Burkina Faso,2023,0.6,subsistence,False,737.0,32.0,frequent,6,none,none,none,none,0.0,0.6,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,642.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3886,IRR-MAL-2021-03886,Malawi,2021,0.71,commercial,False,917.0,21.4,occasional,7,none,none,none,none,0.0,0.71,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,426.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3887,IRR-GHA-2024-03887,Ghana,2024,0.82,semi-commercial,False,781.0,24.0,rare,7,none,none,none,none,0.0,0.82,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,592.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3888,IRR-TAN-2022-03888,Tanzania,2022,1.32,subsistence,False,602.0,20.3,frequent,5,none,none,none,none,0.0,1.32,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,588.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3889,IRR-KEN-2022-03889,Kenya,2022,0.43,semi-commercial,False,1026.0,22.8,rare,2,none,none,none,none,0.0,0.43,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,468.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3890,IRR-MAL-2019-03890,Mali,2019,0.5,semi-commercial,False,1173.0,26.8,occasional,5,none,none,none,none,0.0,0.5,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,678.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3891,IRR-GHA-2018-03891,Ghana,2018,0.96,commercial,False,400.0,29.2,occasional,4,none,none,none,none,0.0,0.96,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,658.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3892,IRR-UGA-2022-03892,Uganda,2022,2.08,semi-commercial,False,584.0,28.5,occasional,6,none,none,none,none,0.0,2.08,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,444.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3893,IRR-ETH-2024-03893,Ethiopia,2024,4.92,subsistence,False,803.0,21.0,rare,5,none,none,none,none,0.0,4.92,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,545.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3894,IRR-MAL-2021-03894,Mali,2021,2.3,semi-commercial,False,1197.0,18.3,rare,7,none,none,none,none,0.0,2.3,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,563.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3895,IRR-MAL-2023-03895,Mali,2023,2.54,semi-commercial,False,1049.0,18.5,occasional,5,none,none,none,none,0.0,2.54,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,529.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3896,IRR-MAL-2019-03896,Mali,2019,1.22,subsistence,False,1321.0,19.9,rare,7,none,none,none,none,0.0,1.22,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,517.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3897,IRR-ZAM-2018-03897,Zambia,2018,0.67,subsistence,False,565.0,31.2,frequent,7,none,none,none,none,0.0,0.67,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,402.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3898,IRR-ETH-2022-03898,Ethiopia,2022,1.06,semi-commercial,False,1096.0,19.4,frequent,3,none,none,none,none,0.0,1.06,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,697.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3899,IRR-MAL-2021-03899,Mali,2021,1.23,subsistence,False,960.0,20.6,occasional,2,none,none,none,none,0.0,1.23,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,419.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3900,IRR-TAN-2025-03900,Tanzania,2025,1.0,subsistence,True,842.0,22.5,occasional,7,sprinkler,river,solar,individual,0.34,0.66,34.1,18.0,1,fair,513.0,67.0,True,237.0,False,392.0,447.0,72.9,286.0,1.31,75.4,60.0,33.0,0.0,7.0,as_needed,calendar,maize,47.2,1.93,1,1340.0,3919.0,False,True,False,0.0,14.8,poor,medium,False,False,False,2.2,modern,high_burden
3901,IRR-TAN-2024-03901,Tanzania,2024,1.5,commercial,True,1165.0,26.2,occasional,5,flood,river,electric,individual,0.91,0.59,60.5,44.0,8,excellent,363.0,52.0,True,204.0,True,598.0,495.0,39.2,234.0,1.26,83.5,86.8,28.4,121.0,36.0,weekly,weather_based,maize,55.6,2.23,2,5422.0,5977.0,False,False,False,0.0,16.4,good,low,True,False,False,0.9,traditional,high_burden
3902,IRR-KEN-2025-03902,Kenya,2025,1.22,commercial,False,960.0,30.7,frequent,5,none,none,none,none,0.0,1.22,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,513.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3903,IRR-GHA-2022-03903,Ghana,2022,1.51,subsistence,True,880.0,25.2,occasional,7,manual,reservoir,diesel,government,1.15,0.35,76.6,51.0,2,good,231.0,34.0,False,0.0,True,603.0,404.0,65.9,398.0,1.3,92.9,82.4,50.5,308.0,92.0,weekly,visual,rice,57.5,1.81,1,6962.0,6034.0,False,False,True,0.0,9.8,good,low,True,False,True,0.5,traditional,high_burden
3904,IRR-UGA-2021-03904,Uganda,2021,0.96,subsistence,False,474.0,31.3,frequent,7,none,none,none,none,0.0,0.96,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,644.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3905,IRR-MAL-2018-03905,Malawi,2018,0.95,subsistence,False,907.0,21.0,occasional,3,none,none,none,none,0.0,0.95,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,527.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3906,IRR-KEN-2019-03906,Kenya,2019,1.47,subsistence,False,751.0,34.0,frequent,6,none,none,none,none,0.0,1.47,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,637.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3907,IRR-ZAM-2020-03907,Zambia,2020,3.07,semi-commercial,False,862.0,20.6,rare,3,none,none,none,none,0.0,3.07,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,410.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3908,IRR-MAL-2024-03908,Malawi,2024,2.25,commercial,False,1037.0,25.2,rare,5,none,none,none,none,0.0,2.25,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,576.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3909,IRR-UGA-2021-03909,Uganda,2021,0.29,subsistence,False,1363.0,34.2,occasional,2,none,none,none,none,0.0,0.29,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,651.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3910,IRR-MAL-2019-03910,Malawi,2019,2.78,subsistence,False,1303.0,34.4,rare,5,none,none,none,none,0.0,2.78,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,622.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3911,IRR-TAN-2020-03911,Tanzania,2020,0.84,semi-commercial,False,683.0,19.3,rare,6,none,none,none,none,0.0,0.84,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,629.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3912,IRR-MAL-2022-03912,Malawi,2022,0.88,subsistence,False,1061.0,22.5,occasional,5,none,none,none,none,0.0,0.88,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,482.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3913,IRR-GHA-2020-03913,Ghana,2020,0.38,subsistence,False,740.0,21.9,frequent,2,none,none,none,none,0.0,0.38,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,644.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3914,IRR-GHA-2020-03914,Ghana,2020,2.62,semi-commercial,False,783.0,28.1,frequent,2,none,none,none,none,0.0,2.62,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,599.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3915,IRR-UGA-2018-03915,Uganda,2018,3.28,semi-commercial,False,895.0,17.6,occasional,7,none,none,none,none,0.0,3.28,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,410.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3916,IRR-NIG-2019-03916,Nigeria,2019,2.89,semi-commercial,False,807.0,19.6,occasional,6,none,none,none,none,0.0,2.89,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,521.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3917,IRR-MAL-2018-03917,Mali,2018,1.71,commercial,False,757.0,21.3,frequent,7,none,none,none,none,0.0,1.71,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,459.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3918,IRR-TAN-2023-03918,Tanzania,2023,1.2,subsistence,False,1048.0,19.5,frequent,2,none,none,none,none,0.0,1.2,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,606.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3919,IRR-UGA-2022-03919,Uganda,2022,1.52,semi-commercial,False,811.0,17.6,occasional,3,none,none,none,none,0.0,1.52,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,519.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3920,IRR-ETH-2022-03920,Ethiopia,2022,1.22,subsistence,False,1254.0,19.5,frequent,3,none,none,none,none,0.0,1.22,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,410.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3921,IRR-UGA-2024-03921,Uganda,2024,1.79,subsistence,False,748.0,29.3,rare,4,none,none,none,none,0.0,1.79,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,551.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3922,IRR-MAL-2022-03922,Mali,2022,2.03,semi-commercial,False,1505.0,29.1,rare,5,none,none,none,none,0.0,2.03,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,652.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3923,IRR-KEN-2020-03923,Kenya,2020,0.53,subsistence,False,1239.0,28.3,rare,4,none,none,none,none,0.0,0.53,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,596.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3924,IRR-KEN-2019-03924,Kenya,2019,2.93,semi-commercial,False,1138.0,18.0,frequent,3,none,none,none,none,0.0,2.93,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,458.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3925,IRR-TAN-2019-03925,Tanzania,2019,0.45,subsistence,False,1569.0,23.4,occasional,4,none,none,none,none,0.0,0.45,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,569.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3926,IRR-MAL-2024-03926,Malawi,2024,1.64,semi-commercial,False,1217.0,31.4,rare,5,none,none,none,none,0.0,1.64,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,481.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3927,IRR-MAL-2021-03927,Malawi,2021,1.38,subsistence,False,1390.0,30.0,occasional,4,none,none,none,none,0.0,1.38,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,604.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3928,IRR-BUR-2021-03928,Burkina Faso,2021,0.76,subsistence,False,1121.0,30.3,rare,2,none,none,none,none,0.0,0.76,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,580.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3929,IRR-BUR-2022-03929,Burkina Faso,2022,0.2,commercial,False,1053.0,32.5,occasional,3,none,none,none,none,0.0,0.2,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,617.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3930,IRR-TAN-2020-03930,Tanzania,2020,2.89,semi-commercial,False,843.0,26.4,occasional,7,none,none,none,none,0.0,2.89,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,473.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3931,IRR-UGA-2024-03931,Uganda,2024,0.83,semi-commercial,False,574.0,34.0,occasional,2,none,none,none,none,0.0,0.83,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,688.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3932,IRR-TAN-2025-03932,Tanzania,2025,2.51,semi-commercial,False,772.0,22.2,occasional,4,none,none,none,none,0.0,2.51,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,580.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3933,IRR-BUR-2020-03933,Burkina Faso,2020,1.27,semi-commercial,True,730.0,20.2,occasional,7,surface,river,electric,private_company,1.07,0.19,84.6,51.0,5,fair,858.0,54.0,True,481.0,False,439.0,463.0,52.1,228.0,1.78,83.5,81.6,35.5,60.0,32.0,biweekly,calendar,vegetables,33.1,1.58,1,4705.0,4388.0,False,True,False,0.0,20.1,poor,low,False,False,False,4.1,traditional,high_burden
3934,IRR-TAN-2018-03934,Tanzania,2018,2.54,subsistence,False,817.0,26.5,frequent,2,none,none,none,none,0.0,2.54,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,609.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3935,IRR-TAN-2018-03935,Tanzania,2018,1.21,semi-commercial,False,1216.0,26.7,rare,6,none,none,none,none,0.0,1.21,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,645.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3936,IRR-ETH-2019-03936,Ethiopia,2019,3.47,commercial,False,976.0,27.3,frequent,4,none,none,none,none,0.0,3.47,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,588.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3937,IRR-MAL-2020-03937,Mali,2020,0.95,commercial,False,1080.0,18.2,rare,5,none,none,none,none,0.0,0.95,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,691.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3938,IRR-ZAM-2022-03938,Zambia,2022,0.9,subsistence,False,635.0,15.5,occasional,4,none,none,none,none,0.0,0.9,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,666.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3939,IRR-BUR-2019-03939,Burkina Faso,2019,2.9,semi-commercial,False,922.0,15.6,occasional,7,none,none,none,none,0.0,2.9,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,657.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3940,IRR-MAL-2018-03940,Mali,2018,1.62,semi-commercial,False,914.0,29.8,rare,6,none,none,none,none,0.0,1.62,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,473.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3941,IRR-ETH-2023-03941,Ethiopia,2023,2.72,subsistence,False,738.0,20.5,occasional,5,none,none,none,none,0.0,2.72,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,521.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3942,IRR-KEN-2021-03942,Kenya,2021,4.18,subsistence,False,621.0,24.1,rare,7,none,none,none,none,0.0,4.18,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,497.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3943,IRR-MAL-2025-03943,Malawi,2025,0.69,semi-commercial,False,809.0,18.5,rare,6,none,none,none,none,0.0,0.69,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,414.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3944,IRR-UGA-2019-03944,Uganda,2019,4.48,subsistence,False,1081.0,25.9,occasional,6,none,none,none,none,0.0,4.48,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,673.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3945,IRR-UGA-2024-03945,Uganda,2024,1.74,subsistence,False,465.0,18.0,occasional,7,none,none,none,none,0.0,1.74,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,569.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3946,IRR-UGA-2022-03946,Uganda,2022,0.95,subsistence,False,792.0,28.9,occasional,2,none,none,none,none,0.0,0.95,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,648.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3947,IRR-MAL-2022-03947,Mali,2022,1.24,subsistence,False,1062.0,32.7,occasional,4,none,none,none,none,0.0,1.24,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,588.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3948,IRR-UGA-2018-03948,Uganda,2018,0.98,subsistence,False,1212.0,21.3,occasional,2,none,none,none,none,0.0,0.98,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,483.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3949,IRR-UGA-2020-03949,Uganda,2020,6.39,semi-commercial,False,400.0,29.8,frequent,4,none,none,none,none,0.0,6.39,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,420.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3950,IRR-KEN-2021-03950,Kenya,2021,1.26,subsistence,False,737.0,30.9,rare,5,none,none,none,none,0.0,1.26,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,495.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3951,IRR-NIG-2022-03951,Nigeria,2022,1.13,subsistence,False,1039.0,25.4,rare,2,none,none,none,none,0.0,1.13,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,478.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3952,IRR-MAL-2025-03952,Mali,2025,2.98,semi-commercial,False,755.0,23.3,occasional,4,none,none,none,none,0.0,2.98,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,635.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3953,IRR-UGA-2024-03953,Uganda,2024,0.41,subsistence,False,684.0,20.6,frequent,4,none,none,none,none,0.0,0.41,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,696.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3954,IRR-ETH-2024-03954,Ethiopia,2024,1.94,semi-commercial,False,761.0,22.9,occasional,4,none,none,none,none,0.0,1.94,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,657.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3955,IRR-MAL-2023-03955,Malawi,2023,5.44,subsistence,False,727.0,24.5,occasional,7,none,none,none,none,0.0,5.44,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,689.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3956,IRR-NIG-2023-03956,Nigeria,2023,1.63,semi-commercial,False,885.0,28.9,frequent,3,none,none,none,none,0.0,1.63,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,695.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3957,IRR-ETH-2021-03957,Ethiopia,2021,0.7,subsistence,False,857.0,16.4,frequent,6,none,none,none,none,0.0,0.7,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,433.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3958,IRR-TAN-2021-03958,Tanzania,2021,2.03,subsistence,False,449.0,31.4,rare,4,none,none,none,none,0.0,2.03,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,505.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3959,IRR-UGA-2021-03959,Uganda,2021,0.35,subsistence,False,1104.0,17.7,occasional,5,none,none,none,none,0.0,0.35,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,480.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3960,IRR-MAL-2021-03960,Malawi,2021,1.04,subsistence,True,1196.0,25.0,rare,6,surface,river,solar,individual,0.89,0.15,85.7,41.0,5,fair,711.0,38.0,False,0.0,True,303.0,552.0,58.2,176.0,1.18,76.4,74.0,32.9,0.0,27.0,weekly,calendar,vegetables,57.1,1.42,3,2692.0,3028.0,False,False,False,0.0,9.6,poor,low,False,False,False,2.4,traditional,high_burden
3961,IRR-NIG-2020-03961,Nigeria,2020,0.85,semi-commercial,False,418.0,15.8,occasional,4,none,none,none,none,0.0,0.85,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,693.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3962,IRR-UGA-2018-03962,Uganda,2018,2.11,subsistence,False,1101.0,24.2,rare,5,none,none,none,none,0.0,2.11,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,622.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3963,IRR-MAL-2019-03963,Mali,2019,2.11,subsistence,False,1070.0,33.3,frequent,5,none,none,none,none,0.0,2.11,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,552.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3964,IRR-TAN-2025-03964,Tanzania,2025,0.8,subsistence,False,668.0,29.4,rare,6,none,none,none,none,0.0,0.8,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,549.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3965,IRR-GHA-2019-03965,Ghana,2019,1.13,semi-commercial,False,1047.0,22.2,rare,2,none,none,none,none,0.0,1.13,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,583.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3966,IRR-BUR-2025-03966,Burkina Faso,2025,1.67,subsistence,False,693.0,23.3,rare,2,none,none,none,none,0.0,1.67,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,629.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3967,IRR-ZAM-2019-03967,Zambia,2019,0.82,subsistence,False,927.0,19.7,occasional,2,none,none,none,none,0.0,0.82,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,649.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3968,IRR-NIG-2025-03968,Nigeria,2025,2.63,semi-commercial,False,986.0,24.2,frequent,3,none,none,none,none,0.0,2.63,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,589.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3969,IRR-UGA-2018-03969,Uganda,2018,1.91,subsistence,False,805.0,15.0,rare,5,none,none,none,none,0.0,1.91,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,416.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3970,IRR-ZAM-2019-03970,Zambia,2019,2.68,commercial,False,796.0,28.7,occasional,2,none,none,none,none,0.0,2.68,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,638.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3971,IRR-ZAM-2025-03971,Zambia,2025,0.73,subsistence,False,933.0,18.8,rare,5,none,none,none,none,0.0,0.73,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,485.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3972,IRR-MAL-2021-03972,Malawi,2021,0.39,semi-commercial,False,1142.0,26.6,frequent,3,none,none,none,none,0.0,0.39,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,432.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3973,IRR-BUR-2023-03973,Burkina Faso,2023,0.96,subsistence,False,907.0,29.2,frequent,2,none,none,none,none,0.0,0.96,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,568.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3974,IRR-ZAM-2022-03974,Zambia,2022,2.24,subsistence,False,636.0,30.4,occasional,5,none,none,none,none,0.0,2.24,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,469.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3975,IRR-ZAM-2019-03975,Zambia,2019,0.51,subsistence,True,836.0,25.9,rare,6,drip,rainwater_harvesting,gravity,government,0.32,0.19,62.2,13.0,19,good,788.0,57.0,False,0.0,True,669.0,464.0,78.1,522.0,1.85,78.9,93.3,57.5,0.0,5.0,weekly,calendar,rice,44.4,2.05,1,2109.0,6691.0,False,False,False,0.0,0.0,good,high,False,False,False,7.0,modern,high_burden
3976,IRR-NIG-2020-03976,Nigeria,2020,5.05,semi-commercial,False,936.0,16.7,occasional,2,none,none,none,none,0.0,5.05,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,515.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3977,IRR-MAL-2019-03977,Malawi,2019,0.48,subsistence,False,794.0,19.8,occasional,2,none,none,none,none,0.0,0.48,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,696.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3978,IRR-ZAM-2022-03978,Zambia,2022,2.19,commercial,False,400.0,15.2,occasional,5,none,none,none,none,0.0,2.19,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,423.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3979,IRR-ETH-2023-03979,Ethiopia,2023,1.14,subsistence,False,871.0,21.4,occasional,2,none,none,none,none,0.0,1.14,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,669.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3980,IRR-BUR-2022-03980,Burkina Faso,2022,0.63,semi-commercial,True,1102.0,32.0,frequent,7,drip,rainwater_harvesting,manual,individual,0.48,0.14,76.9,19.0,17,fair,1204.0,111.0,False,0.0,True,607.0,666.0,87.9,534.0,0.88,86.3,82.8,62.8,0.0,7.0,weekly,weather_based,maize,31.9,1.31,2,2924.0,6072.0,False,False,False,0.0,0.0,poor,high,False,True,False,12.0,modern,high_burden
3981,IRR-TAN-2022-03981,Tanzania,2022,0.91,commercial,False,566.0,27.9,occasional,6,none,none,none,none,0.0,0.91,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,668.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3982,IRR-ETH-2022-03982,Ethiopia,2022,3.79,subsistence,True,1496.0,19.1,occasional,5,sprinkler,groundwater,solar,shared,2.85,0.94,75.1,122.0,4,excellent,4268.0,611.0,False,0.0,True,420.0,687.0,74.9,315.0,1.44,73.3,89.3,49.0,0.0,57.0,weekly,weather_based,vegetables,26.1,2.06,2,11962.0,4204.0,False,False,True,20.2,11.9,good,medium,False,False,True,8.6,modern,high_burden
3983,IRR-ETH-2022-03983,Ethiopia,2022,0.69,semi-commercial,False,892.0,23.0,frequent,6,none,none,none,none,0.0,0.69,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,569.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3984,IRR-NIG-2025-03984,Nigeria,2025,5.78,semi-commercial,False,867.0,25.6,rare,5,none,none,none,none,0.0,5.78,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,616.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3985,IRR-KEN-2023-03985,Kenya,2023,2.99,subsistence,False,987.0,20.3,frequent,2,none,none,none,none,0.0,2.99,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,439.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3986,IRR-MAL-2020-03986,Malawi,2020,4.13,commercial,False,1082.0,24.8,occasional,7,none,none,none,none,0.0,4.13,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,564.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3987,IRR-UGA-2023-03987,Uganda,2023,0.92,semi-commercial,False,1259.0,33.3,occasional,7,none,none,none,none,0.0,0.92,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,447.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3988,IRR-TAN-2024-03988,Tanzania,2024,0.81,subsistence,False,1098.0,26.5,occasional,5,none,none,none,none,0.0,0.81,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,464.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3989,IRR-MAL-2018-03989,Mali,2018,1.65,semi-commercial,False,714.0,21.3,rare,4,none,none,none,none,0.0,1.65,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,690.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3990,IRR-KEN-2021-03990,Kenya,2021,3.83,subsistence,False,662.0,19.2,occasional,5,none,none,none,none,0.0,3.83,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,411.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3991,IRR-BUR-2024-03991,Burkina Faso,2024,1.06,semi-commercial,True,686.0,17.4,frequent,5,flood,groundwater,solar,cooperative,1.03,0.02,97.8,51.0,10,poor,413.0,44.0,False,0.0,True,732.0,417.0,48.6,356.0,2.26,86.4,64.8,27.2,0.0,41.0,weekly,visual,sugarcane,24.2,2.27,1,7558.0,7323.0,False,False,False,75.8,10.6,poor,low,True,True,False,3.2,traditional,high_burden
3992,IRR-TAN-2018-03992,Tanzania,2018,0.39,subsistence,False,1053.0,34.8,frequent,5,none,none,none,none,0.0,0.39,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,493.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3993,IRR-TAN-2023-03993,Tanzania,2023,2.34,subsistence,False,497.0,29.1,frequent,7,none,none,none,none,0.0,2.34,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,495.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3994,IRR-MAL-2019-03994,Mali,2019,1.41,semi-commercial,False,656.0,19.1,occasional,5,none,none,none,none,0.0,1.41,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,556.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3995,IRR-GHA-2022-03995,Ghana,2022,1.39,subsistence,False,1407.0,32.1,frequent,5,none,none,none,none,0.0,1.39,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,437.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
3996,IRR-NIG-2025-03996,Nigeria,2025,1.42,subsistence,True,1414.0,17.8,frequent,7,flood,groundwater,diesel,shared,0.53,0.89,37.2,16.0,11,good,212.0,19.0,False,0.0,False,499.0,658.0,41.3,206.0,2.05,82.3,68.5,23.2,128.0,21.0,daily,soil_moisture,maize,59.0,1.87,2,2644.0,4994.0,False,False,False,24.0,10.5,good,low,True,True,True,0.5,traditional,high_burden
3997,IRR-BUR-2025-03997,Burkina Faso,2025,1.11,subsistence,True,891.0,28.4,rare,3,manual,river,electric,shared,0.88,0.23,79.4,41.0,2,fair,176.0,18.0,True,93.0,False,739.0,508.0,65.4,483.0,0.85,80.1,60.1,31.5,88.0,71.0,weekly,calendar,rice,49.5,1.88,1,6520.0,7389.0,False,True,True,0.0,20.2,poor,low,False,False,False,0.6,traditional,high_burden
3998,IRR-ZAM-2023-03998,Zambia,2023,1.04,subsistence,False,764.0,32.0,rare,4,none,none,none,none,0.0,1.04,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,450.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
3999,IRR-MAL-2020-03999,Mali,2020,1.59,commercial,False,842.0,27.9,occasional,4,none,none,none,none,0.0,1.59,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,454.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4000,IRR-ZAM-2018-04000,Zambia,2018,0.94,subsistence,False,983.0,17.6,occasional,3,none,none,none,none,0.0,0.94,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,600.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4001,IRR-GHA-2018-04001,Ghana,2018,1.8,semi-commercial,False,959.0,21.9,occasional,4,none,none,none,none,0.0,1.8,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,564.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4002,IRR-UGA-2024-04002,Uganda,2024,0.83,subsistence,False,1360.0,31.9,occasional,6,none,none,none,none,0.0,0.83,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,534.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4003,IRR-ZAM-2022-04003,Zambia,2022,0.57,semi-commercial,False,1082.0,32.5,frequent,5,none,none,none,none,0.0,0.57,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,541.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4004,IRR-ETH-2020-04004,Ethiopia,2020,0.88,semi-commercial,False,485.0,30.8,occasional,7,none,none,none,none,0.0,0.88,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,643.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4005,IRR-UGA-2022-04005,Uganda,2022,0.4,semi-commercial,False,803.0,16.0,occasional,7,none,none,none,none,0.0,0.4,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,657.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4006,IRR-MAL-2021-04006,Mali,2021,0.84,subsistence,False,503.0,16.8,frequent,2,none,none,none,none,0.0,0.84,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,526.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4007,IRR-MAL-2023-04007,Malawi,2023,0.86,subsistence,False,645.0,23.5,frequent,6,none,none,none,none,0.0,0.86,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,678.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4008,IRR-UGA-2020-04008,Uganda,2020,0.66,commercial,False,647.0,28.0,rare,2,none,none,none,none,0.0,0.66,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,465.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4009,IRR-MAL-2018-04009,Malawi,2018,0.29,subsistence,False,1124.0,31.0,rare,3,none,none,none,none,0.0,0.29,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,695.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4010,IRR-ETH-2022-04010,Ethiopia,2022,1.99,semi-commercial,False,1089.0,22.3,occasional,5,none,none,none,none,0.0,1.99,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,403.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4011,IRR-KEN-2023-04011,Kenya,2023,2.01,commercial,False,722.0,28.0,rare,3,none,none,none,none,0.0,2.01,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,655.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4012,IRR-KEN-2021-04012,Kenya,2021,1.03,semi-commercial,False,657.0,21.3,rare,2,none,none,none,none,0.0,1.03,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,452.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4013,IRR-KEN-2025-04013,Kenya,2025,3.25,subsistence,False,1222.0,22.9,frequent,2,none,none,none,none,0.0,3.25,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,629.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4014,IRR-GHA-2021-04014,Ghana,2021,1.54,subsistence,True,1181.0,26.9,frequent,6,flood,rainwater_harvesting,gravity,government,0.85,0.69,55.4,28.0,16,poor,340.0,40.0,False,0.0,False,313.0,494.0,43.7,137.0,1.91,76.5,89.4,29.9,0.0,34.0,daily,calendar,rice,40.4,1.88,1,2660.0,3127.0,False,False,False,0.0,0.0,poor,low,False,True,False,1.1,traditional,high_burden
4015,IRR-ETH-2019-04015,Ethiopia,2019,0.88,subsistence,False,892.0,22.9,rare,4,none,none,none,none,0.0,0.88,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,538.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4016,IRR-KEN-2019-04016,Kenya,2019,2.42,commercial,False,1195.0,27.3,occasional,7,none,none,none,none,0.0,2.42,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,540.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4017,IRR-BUR-2021-04017,Burkina Faso,2021,1.33,subsistence,False,1361.0,32.4,frequent,2,none,none,none,none,0.0,1.33,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,486.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4018,IRR-MAL-2018-04018,Mali,2018,0.97,semi-commercial,False,430.0,30.0,frequent,3,none,none,none,none,0.0,0.97,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,430.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4019,IRR-MAL-2022-04019,Malawi,2022,0.85,subsistence,False,1159.0,26.7,frequent,4,none,none,none,none,0.0,0.85,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,511.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4020,IRR-GHA-2023-04020,Ghana,2023,1.45,commercial,True,595.0,22.6,rare,2,surface,reservoir,solar,individual,0.95,0.5,65.8,56.0,3,good,763.0,81.0,False,0.0,False,458.0,609.0,53.5,245.0,1.81,82.7,68.8,30.4,0.0,29.0,as_needed,soil_moisture,sugarcane,43.3,2.38,3,4368.0,4580.0,False,False,False,0.0,14.0,good,low,False,False,True,2.4,traditional,high_burden
4021,IRR-ZAM-2018-04021,Zambia,2018,1.27,subsistence,False,645.0,17.2,rare,6,none,none,none,none,0.0,1.27,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,686.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4022,IRR-GHA-2025-04022,Ghana,2025,1.03,subsistence,True,1005.0,19.1,occasional,6,drip,lake,manual,government,0.78,0.25,76.0,45.0,8,good,1961.0,126.0,False,0.0,False,722.0,578.0,81.0,585.0,1.03,70.5,90.0,51.4,0.0,12.0,biweekly,calendar,sugarcane,39.1,1.29,1,5659.0,7216.0,False,False,False,0.0,0.0,good,high,False,False,False,9.7,modern,high_burden
4023,IRR-ZAM-2024-04023,Zambia,2024,2.57,commercial,False,736.0,30.2,rare,6,none,none,none,none,0.0,2.57,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,556.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4024,IRR-MAL-2025-04024,Mali,2025,0.46,subsistence,True,1116.0,31.6,rare,7,manual,rainwater_harvesting,electric,cooperative,0.21,0.25,45.7,11.0,5,poor,42.0,5.0,False,0.0,True,624.0,437.0,61.1,381.0,1.74,73.6,82.1,36.9,13.0,17.0,biweekly,visual,vegetables,45.4,2.38,2,1323.0,6237.0,False,True,True,0.0,6.9,poor,low,True,False,False,0.4,traditional,high_burden
4025,IRR-MAL-2020-04025,Malawi,2020,2.12,subsistence,False,449.0,22.3,occasional,3,none,none,none,none,0.0,2.12,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,604.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4026,IRR-GHA-2021-04026,Ghana,2021,0.48,subsistence,False,898.0,27.4,occasional,5,none,none,none,none,0.0,0.48,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,646.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4027,IRR-ZAM-2019-04027,Zambia,2019,1.29,commercial,False,768.0,18.2,rare,3,none,none,none,none,0.0,1.29,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,631.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4028,IRR-ETH-2025-04028,Ethiopia,2025,1.11,subsistence,False,824.0,20.7,occasional,3,none,none,none,none,0.0,1.11,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,515.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4029,IRR-ZAM-2021-04029,Zambia,2021,0.68,semi-commercial,False,750.0,15.2,frequent,4,none,none,none,none,0.0,0.68,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,608.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4030,IRR-KEN-2019-04030,Kenya,2019,1.12,subsistence,False,743.0,31.1,rare,4,none,none,none,none,0.0,1.12,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,496.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4031,IRR-ETH-2021-04031,Ethiopia,2021,0.55,subsistence,False,1108.0,20.2,occasional,3,none,none,none,none,0.0,0.55,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,436.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4032,IRR-TAN-2023-04032,Tanzania,2023,1.91,subsistence,False,604.0,21.2,occasional,7,none,none,none,none,0.0,1.91,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,493.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4033,IRR-TAN-2024-04033,Tanzania,2024,1.98,semi-commercial,False,886.0,30.2,frequent,7,none,none,none,none,0.0,1.98,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,429.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4034,IRR-ETH-2020-04034,Ethiopia,2020,4.94,subsistence,False,1079.0,23.1,frequent,5,none,none,none,none,0.0,4.94,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,404.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4035,IRR-ZAM-2020-04035,Zambia,2020,1.61,semi-commercial,False,793.0,23.1,occasional,6,none,none,none,none,0.0,1.61,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,500.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4036,IRR-ETH-2023-04036,Ethiopia,2023,1.47,subsistence,False,633.0,25.1,frequent,3,none,none,none,none,0.0,1.47,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,436.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4037,IRR-KEN-2020-04037,Kenya,2020,0.85,subsistence,False,1417.0,24.2,frequent,7,none,none,none,none,0.0,0.85,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,535.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4038,IRR-ETH-2023-04038,Ethiopia,2023,1.32,semi-commercial,False,1181.0,25.5,occasional,7,none,none,none,none,0.0,1.32,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,663.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4039,IRR-BUR-2021-04039,Burkina Faso,2021,1.03,subsistence,False,846.0,33.0,occasional,2,none,none,none,none,0.0,1.03,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,516.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4040,IRR-NIG-2024-04040,Nigeria,2024,1.15,subsistence,False,1239.0,19.9,occasional,3,none,none,none,none,0.0,1.15,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,412.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4041,IRR-MAL-2019-04041,Mali,2019,1.41,semi-commercial,True,552.0,16.2,occasional,6,flood,reservoir,diesel,cooperative,1.05,0.36,74.5,50.0,13,good,419.0,25.0,False,0.0,False,675.0,533.0,44.3,299.0,1.6,79.0,86.3,30.2,127.0,42.0,daily,soil_moisture,vegetables,30.8,2.01,1,7075.0,6746.0,False,True,False,0.0,15.0,good,low,True,False,True,1.9,traditional,high_burden
4042,IRR-ZAM-2023-04042,Zambia,2023,2.97,subsistence,False,1337.0,27.1,rare,7,none,none,none,none,0.0,2.97,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,567.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4043,IRR-ETH-2023-04043,Ethiopia,2023,1.97,subsistence,False,978.0,16.5,rare,2,none,none,none,none,0.0,1.97,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,675.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4044,IRR-KEN-2021-04044,Kenya,2021,5.09,semi-commercial,False,1068.0,29.0,occasional,2,none,none,none,none,0.0,5.09,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,572.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4045,IRR-KEN-2021-04045,Kenya,2021,1.88,semi-commercial,False,1236.0,17.5,occasional,3,none,none,none,none,0.0,1.88,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,469.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4046,IRR-MAL-2025-04046,Malawi,2025,0.4,subsistence,False,764.0,34.4,occasional,4,none,none,none,none,0.0,0.4,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,616.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4047,IRR-GHA-2024-04047,Ghana,2024,2.02,semi-commercial,False,825.0,28.3,occasional,5,none,none,none,none,0.0,2.02,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,594.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4048,IRR-KEN-2021-04048,Kenya,2021,2.73,semi-commercial,False,816.0,23.8,frequent,6,none,none,none,none,0.0,2.73,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,641.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4049,IRR-NIG-2023-04049,Nigeria,2023,0.88,subsistence,False,1024.0,25.0,rare,7,none,none,none,none,0.0,0.88,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,452.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4050,IRR-GHA-2019-04050,Ghana,2019,1.12,subsistence,False,1117.0,20.7,frequent,6,none,none,none,none,0.0,1.12,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,467.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4051,IRR-ETH-2025-04051,Ethiopia,2025,0.58,subsistence,False,1032.0,31.0,occasional,7,none,none,none,none,0.0,0.58,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,573.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4052,IRR-ETH-2023-04052,Ethiopia,2023,3.27,semi-commercial,False,400.0,32.6,frequent,6,none,none,none,none,0.0,3.27,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,452.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4053,IRR-ETH-2019-04053,Ethiopia,2019,1.84,subsistence,False,729.0,24.5,occasional,5,none,none,none,none,0.0,1.84,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,607.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4054,IRR-MAL-2018-04054,Mali,2018,0.68,subsistence,False,630.0,25.8,rare,4,none,none,none,none,0.0,0.68,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,468.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4055,IRR-MAL-2019-04055,Malawi,2019,5.05,subsistence,False,890.0,29.2,occasional,5,none,none,none,none,0.0,5.05,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,637.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4056,IRR-KEN-2024-04056,Kenya,2024,0.93,semi-commercial,False,1384.0,25.1,frequent,2,none,none,none,none,0.0,0.93,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,572.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4057,IRR-BUR-2020-04057,Burkina Faso,2020,0.54,semi-commercial,False,617.0,31.4,occasional,3,none,none,none,none,0.0,0.54,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,579.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4058,IRR-TAN-2022-04058,Tanzania,2022,4.17,semi-commercial,False,726.0,33.3,frequent,7,none,none,none,none,0.0,4.17,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,685.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4059,IRR-GHA-2019-04059,Ghana,2019,0.91,semi-commercial,False,718.0,27.4,occasional,2,none,none,none,none,0.0,0.91,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,683.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4060,IRR-MAL-2024-04060,Mali,2024,1.14,subsistence,False,467.0,15.7,occasional,2,none,none,none,none,0.0,1.14,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,402.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4061,IRR-UGA-2020-04061,Uganda,2020,0.59,semi-commercial,False,847.0,18.5,frequent,4,none,none,none,none,0.0,0.59,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,562.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4062,IRR-ETH-2018-04062,Ethiopia,2018,2.74,subsistence,False,1192.0,15.4,occasional,3,none,none,none,none,0.0,2.74,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,643.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4063,IRR-MAL-2021-04063,Mali,2021,0.83,semi-commercial,False,1113.0,20.4,rare,2,none,none,none,none,0.0,0.83,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,453.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4064,IRR-BUR-2020-04064,Burkina Faso,2020,0.55,subsistence,False,1061.0,18.0,frequent,3,none,none,none,none,0.0,0.55,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,584.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4065,IRR-GHA-2022-04065,Ghana,2022,4.49,subsistence,False,842.0,33.6,occasional,5,none,none,none,none,0.0,4.49,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,619.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4066,IRR-MAL-2024-04066,Malawi,2024,1.24,subsistence,False,690.0,24.2,occasional,7,none,none,none,none,0.0,1.24,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,423.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4067,IRR-ETH-2018-04067,Ethiopia,2018,0.22,subsistence,False,868.0,20.8,occasional,7,none,none,none,none,0.0,0.22,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,619.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4068,IRR-TAN-2018-04068,Tanzania,2018,0.9,subsistence,False,494.0,30.6,occasional,3,none,none,none,none,0.0,0.9,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,653.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4069,IRR-NIG-2024-04069,Nigeria,2024,0.59,semi-commercial,False,753.0,29.3,occasional,3,none,none,none,none,0.0,0.59,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,547.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4070,IRR-GHA-2020-04070,Ghana,2020,4.12,subsistence,False,1078.0,32.7,rare,6,none,none,none,none,0.0,4.12,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,436.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4071,IRR-ETH-2021-04071,Ethiopia,2021,1.27,semi-commercial,False,1355.0,23.7,rare,5,none,none,none,none,0.0,1.27,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,516.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4072,IRR-TAN-2020-04072,Tanzania,2020,0.9,subsistence,False,865.0,26.1,occasional,2,none,none,none,none,0.0,0.9,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,697.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4073,IRR-BUR-2025-04073,Burkina Faso,2025,0.8,semi-commercial,False,920.0,33.4,rare,5,none,none,none,none,0.0,0.8,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,687.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4074,IRR-MAL-2020-04074,Mali,2020,0.94,semi-commercial,False,864.0,20.3,occasional,3,none,none,none,none,0.0,0.94,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,478.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4075,IRR-UGA-2019-04075,Uganda,2019,3.61,commercial,False,804.0,22.9,rare,6,none,none,none,none,0.0,3.61,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,403.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4076,IRR-GHA-2022-04076,Ghana,2022,0.25,semi-commercial,False,934.0,23.1,frequent,5,none,none,none,none,0.0,0.25,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,643.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4077,IRR-ETH-2022-04077,Ethiopia,2022,3.63,commercial,False,671.0,26.6,frequent,3,none,none,none,none,0.0,3.63,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,606.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4078,IRR-MAL-2022-04078,Mali,2022,2.1,commercial,False,771.0,15.6,occasional,5,none,none,none,none,0.0,2.1,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,545.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4079,IRR-NIG-2025-04079,Nigeria,2025,1.96,subsistence,True,917.0,24.9,rare,5,surface,river,diesel,individual,1.14,0.81,58.3,58.0,3,good,913.0,104.0,False,0.0,False,511.0,458.0,54.4,278.0,2.48,80.3,81.9,35.8,120.0,34.0,weekly,weather_based,vegetables,59.8,1.74,2,5828.0,5108.0,True,False,False,0.0,16.5,good,low,True,False,False,1.6,traditional,high_burden
4080,IRR-GHA-2023-04080,Ghana,2023,1.38,subsistence,False,1176.0,24.5,rare,4,none,none,none,none,0.0,1.38,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,484.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4081,IRR-MAL-2020-04081,Malawi,2020,1.03,semi-commercial,False,1158.0,28.2,frequent,4,none,none,none,none,0.0,1.03,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,654.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4082,IRR-MAL-2022-04082,Mali,2022,4.38,semi-commercial,False,1150.0,21.3,frequent,7,none,none,none,none,0.0,4.38,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,667.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4083,IRR-UGA-2020-04083,Uganda,2020,2.11,subsistence,False,682.0,17.2,rare,7,none,none,none,none,0.0,2.11,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,566.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4084,IRR-UGA-2025-04084,Uganda,2025,1.24,subsistence,True,865.0,25.9,frequent,3,flood,lake,solar,shared,0.91,0.33,73.0,37.0,7,fair,362.0,29.0,False,0.0,True,571.0,595.0,42.2,241.0,1.36,79.5,67.4,22.6,0.0,36.0,daily,calendar,vegetables,21.6,2.04,1,5175.0,5714.0,False,True,False,0.0,14.5,poor,low,False,True,False,2.7,traditional,high_burden
4085,IRR-ZAM-2019-04085,Zambia,2019,3.47,subsistence,False,1184.0,33.0,rare,5,none,none,none,none,0.0,3.47,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,472.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4086,IRR-BUR-2024-04086,Burkina Faso,2024,3.09,semi-commercial,False,679.0,28.0,rare,6,none,none,none,none,0.0,3.09,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,620.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4087,IRR-ETH-2022-04087,Ethiopia,2022,0.46,subsistence,False,498.0,22.8,rare,7,none,none,none,none,0.0,0.46,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,478.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4088,IRR-UGA-2024-04088,Uganda,2024,0.55,subsistence,False,801.0,30.8,occasional,5,none,none,none,none,0.0,0.55,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,680.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4089,IRR-NIG-2020-04089,Nigeria,2020,2.77,subsistence,False,1216.0,21.2,rare,4,none,none,none,none,0.0,2.77,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,685.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4090,IRR-TAN-2021-04090,Tanzania,2021,0.34,semi-commercial,False,684.0,23.3,frequent,2,none,none,none,none,0.0,0.34,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,647.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4091,IRR-NIG-2020-04091,Nigeria,2020,1.13,subsistence,False,708.0,19.9,frequent,2,none,none,none,none,0.0,1.13,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,511.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4092,IRR-BUR-2022-04092,Burkina Faso,2022,0.86,subsistence,False,642.0,32.1,frequent,5,none,none,none,none,0.0,0.86,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,424.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4093,IRR-UGA-2023-04093,Uganda,2023,2.91,subsistence,False,1034.0,28.2,occasional,6,none,none,none,none,0.0,2.91,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,631.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4094,IRR-KEN-2021-04094,Kenya,2021,1.8,semi-commercial,False,711.0,34.2,frequent,3,none,none,none,none,0.0,1.8,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,619.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4095,IRR-GHA-2024-04095,Ghana,2024,0.64,subsistence,False,1353.0,25.8,frequent,7,none,none,none,none,0.0,0.64,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,514.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4096,IRR-BUR-2021-04096,Burkina Faso,2021,1.98,semi-commercial,False,1235.0,17.4,frequent,5,none,none,none,none,0.0,1.98,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,415.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4097,IRR-TAN-2021-04097,Tanzania,2021,1.28,semi-commercial,False,1131.0,30.8,frequent,6,none,none,none,none,0.0,1.28,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,664.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4098,IRR-NIG-2021-04098,Nigeria,2021,1.67,subsistence,False,1193.0,33.6,occasional,2,none,none,none,none,0.0,1.67,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,511.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4099,IRR-MAL-2020-04099,Malawi,2020,1.9,semi-commercial,False,808.0,24.8,frequent,5,none,none,none,none,0.0,1.9,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,412.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4100,IRR-MAL-2020-04100,Malawi,2020,2.9,subsistence,False,1049.0,15.3,occasional,4,none,none,none,none,0.0,2.9,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,628.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4101,IRR-TAN-2022-04101,Tanzania,2022,2.68,subsistence,True,913.0,20.3,occasional,2,center_pivot,river,gravity,cooperative,2.53,0.14,94.7,114.0,13,good,12674.0,904.0,True,5238.0,False,359.0,658.0,72.8,261.0,0.89,92.2,72.3,48.5,0.0,25.0,weekly,calendar,sugarcane,24.5,1.94,1,9092.0,3587.0,False,False,True,0.0,0.0,good,high,False,False,False,38.7,traditional,high_burden
4102,IRR-TAN-2018-04102,Tanzania,2018,1.57,subsistence,False,840.0,30.6,occasional,2,none,none,none,none,0.0,1.57,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,654.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4103,IRR-MAL-2023-04103,Mali,2023,0.39,commercial,False,712.0,17.0,frequent,5,none,none,none,none,0.0,0.39,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,617.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4104,IRR-MAL-2020-04104,Mali,2020,5.65,subsistence,False,551.0,33.3,occasional,6,none,none,none,none,0.0,5.65,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,590.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4105,IRR-NIG-2021-04105,Nigeria,2021,1.73,subsistence,False,400.0,25.6,occasional,3,none,none,none,none,0.0,1.73,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,409.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4106,IRR-ETH-2024-04106,Ethiopia,2024,1.33,subsistence,False,1107.0,24.3,frequent,6,none,none,none,none,0.0,1.33,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,528.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4107,IRR-BUR-2025-04107,Burkina Faso,2025,1.23,commercial,True,813.0,15.8,occasional,3,surface,reservoir,solar,individual,0.78,0.45,63.8,29.0,3,good,628.0,82.0,False,0.0,True,663.0,697.0,59.6,395.0,1.61,74.6,80.9,36.0,0.0,24.0,as_needed,weather_based,vegetables,24.3,2.19,2,5198.0,6626.0,False,True,False,0.0,4.2,good,low,False,False,True,4.2,traditional,high_burden
4108,IRR-UGA-2023-04108,Uganda,2023,0.23,subsistence,False,946.0,23.6,occasional,7,none,none,none,none,0.0,0.23,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,633.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4109,IRR-KEN-2021-04109,Kenya,2021,0.94,subsistence,False,1353.0,27.0,frequent,6,none,none,none,none,0.0,0.94,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,558.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4110,IRR-UGA-2021-04110,Uganda,2021,3.44,subsistence,False,768.0,32.1,occasional,2,none,none,none,none,0.0,3.44,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,492.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4111,IRR-MAL-2024-04111,Malawi,2024,0.85,subsistence,False,835.0,30.8,frequent,4,none,none,none,none,0.0,0.85,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,533.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4112,IRR-KEN-2023-04112,Kenya,2023,0.85,semi-commercial,False,840.0,32.3,rare,3,none,none,none,none,0.0,0.85,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,537.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4113,IRR-TAN-2023-04113,Tanzania,2023,0.69,subsistence,False,1415.0,26.1,occasional,4,none,none,none,none,0.0,0.69,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,502.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4114,IRR-GHA-2023-04114,Ghana,2023,1.67,subsistence,False,992.0,17.8,rare,6,none,none,none,none,0.0,1.67,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,593.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4115,IRR-NIG-2024-04115,Nigeria,2024,3.37,commercial,False,882.0,27.7,rare,7,none,none,none,none,0.0,3.37,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,590.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4116,IRR-NIG-2024-04116,Nigeria,2024,1.5,subsistence,True,400.0,17.7,occasional,2,flood,reservoir,solar,cooperative,0.79,0.71,52.5,36.0,15,good,316.0,39.0,False,0.0,False,420.0,593.0,43.6,183.0,1.06,87.0,72.9,27.7,0.0,32.0,biweekly,calendar,vegetables,21.6,1.54,2,3322.0,4204.0,False,True,True,0.0,16.9,good,low,False,False,True,2.0,traditional,high_burden
4117,IRR-ETH-2019-04117,Ethiopia,2019,1.98,subsistence,False,1523.0,28.7,rare,6,none,none,none,none,0.0,1.98,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,669.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4118,IRR-MAL-2022-04118,Malawi,2022,2.9,semi-commercial,False,1220.0,22.5,occasional,3,none,none,none,none,0.0,2.9,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,482.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4119,IRR-NIG-2020-04119,Nigeria,2020,4.44,semi-commercial,False,796.0,30.9,rare,5,none,none,none,none,0.0,4.44,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,535.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4120,IRR-KEN-2021-04120,Kenya,2021,0.5,subsistence,False,1174.0,25.8,occasional,4,none,none,none,none,0.0,0.5,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,581.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4121,IRR-TAN-2018-04121,Tanzania,2018,0.95,semi-commercial,False,1096.0,33.8,frequent,5,none,none,none,none,0.0,0.95,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,443.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4122,IRR-TAN-2022-04122,Tanzania,2022,2.88,subsistence,False,1152.0,31.3,rare,5,none,none,none,none,0.0,2.88,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,416.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4123,IRR-TAN-2023-04123,Tanzania,2023,1.22,subsistence,False,945.0,30.1,occasional,4,none,none,none,none,0.0,1.22,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,573.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4124,IRR-NIG-2022-04124,Nigeria,2022,0.61,subsistence,False,1049.0,28.6,rare,6,none,none,none,none,0.0,0.61,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,453.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4125,IRR-ETH-2020-04125,Ethiopia,2020,0.96,subsistence,False,857.0,18.7,rare,3,none,none,none,none,0.0,0.96,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,698.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4126,IRR-ZAM-2023-04126,Zambia,2023,0.47,subsistence,False,717.0,27.5,occasional,4,none,none,none,none,0.0,0.47,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,668.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4127,IRR-BUR-2022-04127,Burkina Faso,2022,0.62,subsistence,False,962.0,34.7,occasional,6,none,none,none,none,0.0,0.62,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,500.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4128,IRR-GHA-2022-04128,Ghana,2022,1.37,semi-commercial,False,693.0,22.8,occasional,5,none,none,none,none,0.0,1.37,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,676.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4129,IRR-UGA-2023-04129,Uganda,2023,0.69,semi-commercial,False,1012.0,18.0,occasional,3,none,none,none,none,0.0,0.69,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,674.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4130,IRR-NIG-2025-04130,Nigeria,2025,1.96,semi-commercial,False,727.0,28.0,occasional,5,none,none,none,none,0.0,1.96,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,442.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4131,IRR-UGA-2025-04131,Uganda,2025,1.15,semi-commercial,True,707.0,27.0,frequent,7,surface,reservoir,solar,individual,1.03,0.12,89.2,49.0,10,fair,824.0,56.0,False,0.0,True,692.0,438.0,58.3,404.0,1.93,94.6,85.5,47.2,0.0,31.0,biweekly,visual,fruits,50.5,1.25,3,7128.0,6923.0,False,False,False,0.0,4.4,poor,low,False,True,False,2.8,traditional,high_burden
4132,IRR-ETH-2019-04132,Ethiopia,2019,0.67,subsistence,False,1141.0,22.8,frequent,4,none,none,none,none,0.0,0.67,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,529.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4133,IRR-KEN-2020-04133,Kenya,2020,2.19,semi-commercial,False,1055.0,27.2,frequent,7,none,none,none,none,0.0,2.19,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,664.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4134,IRR-UGA-2024-04134,Uganda,2024,1.15,semi-commercial,False,769.0,22.9,occasional,6,none,none,none,none,0.0,1.15,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,586.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4135,IRR-ETH-2023-04135,Ethiopia,2023,0.48,semi-commercial,True,1347.0,31.4,rare,4,drip,river,solar,individual,0.23,0.24,49.3,7.0,14,good,586.0,73.0,True,217.0,False,458.0,657.0,95.0,435.0,1.39,81.6,84.6,65.6,0.0,4.0,as_needed,visual,vegetables,32.7,1.49,1,1074.0,4584.0,False,True,True,0.0,6.1,good,high,False,False,False,7.5,modern,high_burden
4136,IRR-NIG-2024-04136,Nigeria,2024,2.79,subsistence,False,873.0,30.5,occasional,4,none,none,none,none,0.0,2.79,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,448.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4137,IRR-MAL-2018-04137,Malawi,2018,1.32,semi-commercial,False,700.0,25.0,frequent,2,none,none,none,none,0.0,1.32,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,668.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4138,IRR-BUR-2021-04138,Burkina Faso,2021,2.53,subsistence,False,1295.0,17.5,occasional,6,none,none,none,none,0.0,2.53,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,579.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4139,IRR-BUR-2022-04139,Burkina Faso,2022,1.57,subsistence,True,592.0,20.3,rare,6,flood,reservoir,gravity,government,0.69,0.87,44.3,26.0,11,poor,278.0,31.0,False,0.0,False,676.0,482.0,42.9,290.0,1.74,82.1,61.2,21.5,0.0,28.0,daily,soil_moisture,sugarcane,46.9,1.22,1,4694.0,6758.0,True,False,False,0.0,0.0,poor,low,False,False,False,0.8,traditional,high_burden
4140,IRR-ETH-2024-04140,Ethiopia,2024,2.65,semi-commercial,False,1126.0,34.8,occasional,6,none,none,none,none,0.0,2.65,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,576.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4141,IRR-BUR-2025-04141,Burkina Faso,2025,3.64,subsistence,True,921.0,31.6,frequent,7,flood,groundwater,electric,shared,2.42,1.23,66.3,140.0,17,excellent,966.0,84.0,False,0.0,False,394.0,656.0,44.5,175.0,2.34,81.8,84.0,30.6,211.0,97.0,biweekly,calendar,vegetables,22.5,2.05,2,9505.0,3935.0,True,False,False,15.9,7.5,good,low,False,True,True,2.4,traditional,high_burden
4142,IRR-MAL-2024-04142,Malawi,2024,1.4,semi-commercial,False,782.0,16.7,occasional,5,none,none,none,none,0.0,1.4,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,476.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4143,IRR-ZAM-2023-04143,Zambia,2023,0.35,semi-commercial,True,1102.0,22.4,rare,7,surface,river,solar,shared,0.21,0.15,58.3,11.0,10,excellent,165.0,22.0,False,0.0,False,633.0,505.0,58.0,367.0,1.65,80.4,61.5,28.7,0.0,6.0,biweekly,visual,rice,26.0,2.43,2,1309.0,6333.0,False,False,False,0.0,10.5,good,low,True,False,False,3.6,traditional,high_burden
4144,IRR-ZAM-2022-04144,Zambia,2022,1.82,subsistence,False,881.0,22.4,occasional,2,none,none,none,none,0.0,1.82,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,613.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4145,IRR-UGA-2022-04145,Uganda,2022,0.99,semi-commercial,False,563.0,24.6,occasional,4,none,none,none,none,0.0,0.99,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,655.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4146,IRR-BUR-2023-04146,Burkina Faso,2023,2.27,semi-commercial,True,547.0,31.2,frequent,4,manual,lake,diesel,individual,0.92,1.35,40.3,32.0,18,excellent,183.0,20.0,False,0.0,False,778.0,637.0,55.0,428.0,1.03,83.9,82.4,38.0,193.0,73.0,weekly,visual,maize,24.3,1.22,1,7125.0,7780.0,True,False,False,0.0,18.4,good,low,True,True,False,0.7,traditional,high_burden
4147,IRR-ZAM-2025-04147,Zambia,2025,0.68,semi-commercial,False,756.0,25.3,frequent,2,none,none,none,none,0.0,0.68,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,659.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4148,IRR-MAL-2025-04148,Mali,2025,2.37,subsistence,False,910.0,15.7,rare,2,none,none,none,none,0.0,2.37,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,511.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4149,IRR-ETH-2022-04149,Ethiopia,2022,1.43,semi-commercial,False,606.0,17.8,rare,4,none,none,none,none,0.0,1.43,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,563.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4150,IRR-KEN-2025-04150,Kenya,2025,0.57,subsistence,False,451.0,25.6,occasional,5,none,none,none,none,0.0,0.57,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,505.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4151,IRR-GHA-2022-04151,Ghana,2022,0.75,subsistence,False,1023.0,24.9,rare,6,none,none,none,none,0.0,0.75,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,528.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4152,IRR-UGA-2020-04152,Uganda,2020,1.58,semi-commercial,False,492.0,16.2,occasional,2,none,none,none,none,0.0,1.58,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,686.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4153,IRR-ETH-2023-04153,Ethiopia,2023,4.49,commercial,False,1069.0,30.0,rare,5,none,none,none,none,0.0,4.49,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,534.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4154,IRR-UGA-2020-04154,Uganda,2020,0.48,subsistence,False,1065.0,18.3,frequent,3,none,none,none,none,0.0,0.48,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,550.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4155,IRR-NIG-2023-04155,Nigeria,2023,0.61,semi-commercial,True,707.0,27.0,frequent,7,drip,groundwater,diesel,individual,0.22,0.39,35.6,10.0,14,fair,546.0,52.0,False,0.0,True,515.0,566.0,88.8,457.0,1.65,92.3,92.1,75.5,32.0,3.0,as_needed,weather_based,maize,41.1,1.27,2,1123.0,5148.0,True,False,False,37.0,16.1,poor,high,False,True,False,4.3,modern,high_burden
4156,IRR-ZAM-2025-04156,Zambia,2025,4.76,commercial,False,1178.0,32.7,occasional,4,none,none,none,none,0.0,4.76,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,648.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4157,IRR-TAN-2025-04157,Tanzania,2025,0.92,subsistence,False,678.0,17.5,occasional,6,none,none,none,none,0.0,0.92,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,645.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4158,IRR-ZAM-2018-04158,Zambia,2018,0.49,subsistence,False,526.0,24.7,frequent,6,none,none,none,none,0.0,0.49,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,647.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4159,IRR-UGA-2024-04159,Uganda,2024,1.95,subsistence,False,780.0,33.7,occasional,7,none,none,none,none,0.0,1.95,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,479.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4160,IRR-UGA-2019-04160,Uganda,2019,1.79,semi-commercial,False,1029.0,34.9,rare,5,none,none,none,none,0.0,1.79,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,569.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4161,IRR-ETH-2021-04161,Ethiopia,2021,3.32,subsistence,False,788.0,15.9,occasional,5,none,none,none,none,0.0,3.32,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,494.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4162,IRR-ZAM-2024-04162,Zambia,2024,3.66,subsistence,False,902.0,20.7,occasional,5,none,none,none,none,0.0,3.66,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,453.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4163,IRR-ETH-2023-04163,Ethiopia,2023,6.12,subsistence,False,598.0,34.4,frequent,2,none,none,none,none,0.0,6.12,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,472.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4164,IRR-KEN-2025-04164,Kenya,2025,0.8,subsistence,False,1078.0,18.7,rare,2,none,none,none,none,0.0,0.8,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,471.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4165,IRR-BUR-2025-04165,Burkina Faso,2025,0.42,subsistence,False,1085.0,27.5,occasional,7,none,none,none,none,0.0,0.42,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,449.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4166,IRR-KEN-2025-04166,Kenya,2025,0.51,semi-commercial,False,1028.0,30.5,frequent,6,none,none,none,none,0.0,0.51,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,612.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4167,IRR-GHA-2019-04167,Ghana,2019,0.74,commercial,False,839.0,24.4,rare,2,none,none,none,none,0.0,0.74,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,586.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4168,IRR-GHA-2023-04168,Ghana,2023,0.64,subsistence,False,1007.0,31.8,rare,4,none,none,none,none,0.0,0.64,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,536.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4169,IRR-MAL-2019-04169,Mali,2019,0.65,subsistence,False,734.0,22.2,occasional,2,none,none,none,none,0.0,0.65,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,570.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4170,IRR-ZAM-2025-04170,Zambia,2025,2.34,subsistence,False,672.0,18.4,frequent,4,none,none,none,none,0.0,2.34,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,563.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4171,IRR-ZAM-2020-04171,Zambia,2020,1.56,subsistence,False,621.0,18.5,frequent,6,none,none,none,none,0.0,1.56,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,663.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4172,IRR-NIG-2024-04172,Nigeria,2024,2.82,semi-commercial,True,1051.0,19.7,rare,6,sprinkler,groundwater,gravity,cooperative,1.27,1.55,45.1,46.0,3,poor,1910.0,228.0,False,0.0,False,307.0,465.0,66.5,204.0,1.46,70.1,77.1,36.0,0.0,25.0,daily,visual,vegetables,50.6,2.34,2,3913.0,3073.0,True,False,False,48.6,0.0,poor,medium,True,False,False,2.7,modern,high_burden
4173,IRR-MAL-2021-04173,Mali,2021,1.02,subsistence,False,1050.0,17.9,frequent,5,none,none,none,none,0.0,1.02,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,557.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4174,IRR-MAL-2024-04174,Mali,2024,0.55,subsistence,False,723.0,27.0,occasional,2,none,none,none,none,0.0,0.55,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,600.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4175,IRR-MAL-2018-04175,Malawi,2018,0.65,commercial,False,627.0,28.9,occasional,6,none,none,none,none,0.0,0.65,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,429.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4176,IRR-ETH-2024-04176,Ethiopia,2024,1.44,semi-commercial,True,803.0,32.1,rare,5,flood,groundwater,solar,individual,1.39,0.05,96.4,81.0,3,fair,557.0,62.0,False,0.0,False,340.0,493.0,45.8,156.0,1.98,88.7,80.3,32.6,0.0,56.0,biweekly,calendar,rice,52.2,1.85,1,4735.0,3401.0,False,False,False,12.9,4.9,poor,low,False,False,False,1.5,traditional,high_burden
4177,IRR-ETH-2024-04177,Ethiopia,2024,3.3,semi-commercial,False,895.0,19.2,occasional,7,none,none,none,none,0.0,3.3,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,647.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4178,IRR-ETH-2018-04178,Ethiopia,2018,0.89,semi-commercial,False,1005.0,27.1,frequent,7,none,none,none,none,0.0,0.89,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,486.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4179,IRR-NIG-2018-04179,Nigeria,2018,2.37,semi-commercial,False,1171.0,31.3,occasional,3,none,none,none,none,0.0,2.37,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,421.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4180,IRR-ETH-2022-04180,Ethiopia,2022,3.56,subsistence,False,1023.0,16.2,frequent,5,none,none,none,none,0.0,3.56,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,433.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4181,IRR-BUR-2019-04181,Burkina Faso,2019,1.35,subsistence,False,1050.0,32.1,frequent,7,none,none,none,none,0.0,1.35,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,696.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4182,IRR-BUR-2023-04182,Burkina Faso,2023,0.58,subsistence,False,800.0,23.7,occasional,6,none,none,none,none,0.0,0.58,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,575.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4183,IRR-UGA-2023-04183,Uganda,2023,0.9,subsistence,False,888.0,26.0,occasional,2,none,none,none,none,0.0,0.9,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,583.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4184,IRR-GHA-2025-04184,Ghana,2025,1.21,subsistence,False,685.0,24.1,rare,4,none,none,none,none,0.0,1.21,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,599.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4185,IRR-MAL-2024-04185,Malawi,2024,0.3,semi-commercial,False,947.0,32.8,occasional,7,none,none,none,none,0.0,0.3,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,697.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4186,IRR-GHA-2020-04186,Ghana,2020,1.6,subsistence,False,889.0,24.7,occasional,3,none,none,none,none,0.0,1.6,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,532.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4187,IRR-NIG-2018-04187,Nigeria,2018,3.82,semi-commercial,False,834.0,32.8,frequent,5,none,none,none,none,0.0,3.82,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,477.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4188,IRR-TAN-2019-04188,Tanzania,2019,1.57,subsistence,False,1018.0,28.4,frequent,6,none,none,none,none,0.0,1.57,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,544.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4189,IRR-MAL-2022-04189,Mali,2022,0.75,subsistence,False,798.0,30.2,rare,7,none,none,none,none,0.0,0.75,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,567.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4190,IRR-MAL-2018-04190,Malawi,2018,0.85,subsistence,False,956.0,30.9,rare,3,none,none,none,none,0.0,0.85,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,408.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4191,IRR-TAN-2020-04191,Tanzania,2020,1.38,subsistence,False,740.0,19.1,frequent,4,none,none,none,none,0.0,1.38,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,423.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4192,IRR-GHA-2023-04192,Ghana,2023,1.79,commercial,False,588.0,34.6,occasional,3,none,none,none,none,0.0,1.79,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,612.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4193,IRR-ETH-2025-04193,Ethiopia,2025,1.94,subsistence,False,1016.0,22.3,rare,2,none,none,none,none,0.0,1.94,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,606.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4194,IRR-ETH-2021-04194,Ethiopia,2021,1.65,semi-commercial,False,926.0,21.9,rare,4,none,none,none,none,0.0,1.65,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,497.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4195,IRR-TAN-2021-04195,Tanzania,2021,2.32,semi-commercial,False,1115.0,17.2,occasional,3,none,none,none,none,0.0,2.32,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,663.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4196,IRR-MAL-2018-04196,Malawi,2018,0.95,semi-commercial,False,610.0,18.4,occasional,7,none,none,none,none,0.0,0.95,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,639.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4197,IRR-MAL-2023-04197,Mali,2023,2.42,subsistence,False,1049.0,20.4,occasional,2,none,none,none,none,0.0,2.42,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,604.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4198,IRR-BUR-2025-04198,Burkina Faso,2025,0.53,semi-commercial,False,690.0,34.6,rare,3,none,none,none,none,0.0,0.53,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,497.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4199,IRR-UGA-2024-04199,Uganda,2024,2.59,semi-commercial,False,957.0,25.6,frequent,4,none,none,none,none,0.0,2.59,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,587.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4200,IRR-TAN-2022-04200,Tanzania,2022,1.09,commercial,False,1178.0,17.4,occasional,2,none,none,none,none,0.0,1.09,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,659.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4201,IRR-UGA-2023-04201,Uganda,2023,2.88,semi-commercial,True,474.0,18.9,occasional,7,surface,river,solar,individual,2.24,0.64,77.9,78.0,3,excellent,1791.0,259.0,False,0.0,False,329.0,535.0,51.4,169.0,2.28,92.4,73.4,34.9,0.0,67.0,daily,calendar,vegetables,46.5,2.31,1,7356.0,3286.0,True,False,False,0.0,9.4,good,low,False,False,False,2.7,traditional,high_burden
4202,IRR-BUR-2020-04202,Burkina Faso,2020,0.27,semi-commercial,False,785.0,15.3,rare,2,none,none,none,none,0.0,0.27,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,576.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4203,IRR-BUR-2024-04203,Burkina Faso,2024,1.53,semi-commercial,False,838.0,20.8,occasional,6,none,none,none,none,0.0,1.53,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,700.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4204,IRR-NIG-2019-04204,Nigeria,2019,0.77,subsistence,False,739.0,25.3,frequent,5,none,none,none,none,0.0,0.77,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,495.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4205,IRR-ETH-2023-04205,Ethiopia,2023,0.58,semi-commercial,False,865.0,25.5,rare,5,none,none,none,none,0.0,0.58,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,458.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4206,IRR-BUR-2024-04206,Burkina Faso,2024,1.01,subsistence,False,967.0,17.0,occasional,7,none,none,none,none,0.0,1.01,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,433.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4207,IRR-BUR-2018-04207,Burkina Faso,2018,1.29,subsistence,False,673.0,23.2,frequent,7,none,none,none,none,0.0,1.29,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,656.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4208,IRR-MAL-2023-04208,Mali,2023,1.12,commercial,False,889.0,22.5,rare,7,none,none,none,none,0.0,1.12,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,511.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4209,IRR-NIG-2025-04209,Nigeria,2025,0.71,subsistence,False,781.0,21.3,frequent,5,none,none,none,none,0.0,0.71,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,604.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4210,IRR-GHA-2025-04210,Ghana,2025,4.03,semi-commercial,False,842.0,30.9,occasional,7,none,none,none,none,0.0,4.03,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,543.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4211,IRR-GHA-2021-04211,Ghana,2021,4.86,subsistence,False,976.0,26.7,frequent,2,none,none,none,none,0.0,4.86,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,657.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4212,IRR-MAL-2022-04212,Mali,2022,1.53,subsistence,False,814.0,27.8,occasional,4,none,none,none,none,0.0,1.53,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,666.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4213,IRR-ETH-2023-04213,Ethiopia,2023,1.2,subsistence,False,774.0,20.2,frequent,3,none,none,none,none,0.0,1.2,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,538.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4214,IRR-BUR-2024-04214,Burkina Faso,2024,2.56,semi-commercial,False,757.0,20.5,occasional,6,none,none,none,none,0.0,2.56,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,507.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4215,IRR-GHA-2024-04215,Ghana,2024,2.44,semi-commercial,False,534.0,28.7,occasional,4,none,none,none,none,0.0,2.44,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,517.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4216,IRR-UGA-2025-04216,Uganda,2025,1.53,subsistence,False,652.0,34.2,rare,2,none,none,none,none,0.0,1.53,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,683.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4217,IRR-MAL-2019-04217,Mali,2019,1.45,subsistence,False,1016.0,17.2,rare,3,none,none,none,none,0.0,1.45,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,468.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4218,IRR-TAN-2019-04218,Tanzania,2019,0.47,semi-commercial,False,822.0,20.1,occasional,7,none,none,none,none,0.0,0.47,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,530.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4219,IRR-NIG-2018-04219,Nigeria,2018,0.55,semi-commercial,False,727.0,19.9,occasional,2,none,none,none,none,0.0,0.55,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,653.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4220,IRR-NIG-2018-04220,Nigeria,2018,1.25,semi-commercial,False,723.0,31.8,frequent,6,none,none,none,none,0.0,1.25,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,580.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4221,IRR-MAL-2023-04221,Mali,2023,0.85,semi-commercial,False,565.0,32.9,occasional,3,none,none,none,none,0.0,0.85,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,684.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4222,IRR-KEN-2019-04222,Kenya,2019,4.47,subsistence,False,831.0,33.7,occasional,5,none,none,none,none,0.0,4.47,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,642.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4223,IRR-GHA-2023-04223,Ghana,2023,0.46,subsistence,False,1202.0,28.0,occasional,2,none,none,none,none,0.0,0.46,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,572.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4224,IRR-GHA-2023-04224,Ghana,2023,3.86,subsistence,True,1076.0,25.0,rare,2,flood,reservoir,solar,private_company,2.55,1.32,65.9,122.0,17,good,1019.0,139.0,False,0.0,False,738.0,485.0,48.3,356.0,1.2,80.0,76.0,29.4,0.0,102.0,daily,calendar,fruits,30.3,1.35,1,18792.0,7379.0,True,False,True,0.0,20.9,good,low,False,False,True,1.7,traditional,high_burden
4225,IRR-MAL-2018-04225,Malawi,2018,1.04,subsistence,False,1213.0,22.0,occasional,5,none,none,none,none,0.0,1.04,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,678.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4226,IRR-KEN-2024-04226,Kenya,2024,2.43,semi-commercial,False,1435.0,34.7,occasional,3,none,none,none,none,0.0,2.43,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,656.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4227,IRR-TAN-2021-04227,Tanzania,2021,0.58,subsistence,False,685.0,28.0,rare,7,none,none,none,none,0.0,0.58,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,452.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4228,IRR-ETH-2024-04228,Ethiopia,2024,0.68,semi-commercial,True,882.0,24.4,occasional,6,surface,wetland,electric,shared,0.35,0.33,51.8,20.0,6,poor,283.0,34.0,True,170.0,False,438.0,558.0,59.5,261.0,1.55,88.9,61.8,32.7,36.0,11.0,as_needed,visual,rice,32.3,2.12,1,1551.0,4378.0,False,False,True,0.0,10.8,poor,low,False,False,False,2.6,traditional,high_burden
4229,IRR-GHA-2020-04229,Ghana,2020,0.88,semi-commercial,False,1229.0,18.5,occasional,2,none,none,none,none,0.0,0.88,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,512.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4230,IRR-MAL-2023-04230,Malawi,2023,0.98,semi-commercial,True,951.0,24.1,rare,5,sprinkler,rainwater_harvesting,solar,shared,0.47,0.51,48.3,19.0,7,excellent,711.0,45.0,False,0.0,False,647.0,670.0,79.8,516.0,1.1,92.3,85.1,62.6,0.0,9.0,as_needed,visual,sugarcane,43.1,2.46,2,3064.0,6466.0,False,False,True,0.0,9.3,good,medium,False,False,False,3.4,modern,high_burden
4231,IRR-NIG-2018-04231,Nigeria,2018,1.24,commercial,False,1228.0,31.9,rare,7,none,none,none,none,0.0,1.24,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,520.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4232,IRR-NIG-2020-04232,Nigeria,2020,3.03,subsistence,False,450.0,21.6,frequent,4,none,none,none,none,0.0,3.03,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,524.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4233,IRR-GHA-2025-04233,Ghana,2025,2.1,commercial,True,962.0,26.8,occasional,5,surface,river,solar,individual,0.82,1.28,38.9,25.0,1,good,653.0,36.0,False,0.0,False,324.0,545.0,49.3,160.0,1.93,84.4,87.9,36.6,0.0,24.0,as_needed,visual,fruits,22.3,2.44,2,2643.0,3238.0,False,False,False,0.0,21.2,good,low,False,False,False,2.8,traditional,high_burden
4234,IRR-ZAM-2022-04234,Zambia,2022,0.74,subsistence,False,808.0,19.6,rare,2,none,none,none,none,0.0,0.74,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,645.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4235,IRR-UGA-2022-04235,Uganda,2022,0.78,subsistence,False,859.0,16.1,occasional,7,none,none,none,none,0.0,0.78,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,596.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4236,IRR-MAL-2019-04236,Malawi,2019,3.08,semi-commercial,False,876.0,18.7,occasional,7,none,none,none,none,0.0,3.08,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,451.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4237,IRR-BUR-2024-04237,Burkina Faso,2024,1.1,subsistence,False,1230.0,33.0,occasional,5,none,none,none,none,0.0,1.1,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,576.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4238,IRR-MAL-2019-04238,Malawi,2019,1.91,semi-commercial,False,879.0,16.4,rare,2,none,none,none,none,0.0,1.91,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,543.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4239,IRR-ZAM-2019-04239,Zambia,2019,1.52,subsistence,False,400.0,33.9,occasional,7,none,none,none,none,0.0,1.52,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,616.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4240,IRR-NIG-2018-04240,Nigeria,2018,1.08,subsistence,False,750.0,30.7,rare,7,none,none,none,none,0.0,1.08,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,674.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4241,IRR-ETH-2024-04241,Ethiopia,2024,0.67,subsistence,False,743.0,32.9,occasional,2,none,none,none,none,0.0,0.67,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,464.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4242,IRR-ETH-2021-04242,Ethiopia,2021,1.06,subsistence,False,523.0,31.0,rare,3,none,none,none,none,0.0,1.06,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,632.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4243,IRR-BUR-2018-04243,Burkina Faso,2018,1.23,subsistence,False,779.0,19.3,rare,2,none,none,none,none,0.0,1.23,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,573.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4244,IRR-NIG-2022-04244,Nigeria,2022,4.48,subsistence,False,815.0,26.1,occasional,6,none,none,none,none,0.0,4.48,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,535.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4245,IRR-NIG-2018-04245,Nigeria,2018,0.48,semi-commercial,False,1023.0,30.4,occasional,2,none,none,none,none,0.0,0.48,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,424.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4246,IRR-MAL-2025-04246,Mali,2025,3.71,semi-commercial,False,971.0,22.6,occasional,6,none,none,none,none,0.0,3.71,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,445.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4247,IRR-GHA-2019-04247,Ghana,2019,4.47,subsistence,False,411.0,29.6,frequent,3,none,none,none,none,0.0,4.47,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,700.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4248,IRR-BUR-2021-04248,Burkina Faso,2021,3.11,subsistence,False,767.0,33.4,frequent,4,none,none,none,none,0.0,3.11,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,416.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4249,IRR-BUR-2019-04249,Burkina Faso,2019,0.34,commercial,False,874.0,29.3,frequent,6,none,none,none,none,0.0,0.34,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,449.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4250,IRR-ZAM-2018-04250,Zambia,2018,1.23,subsistence,False,987.0,33.5,occasional,7,none,none,none,none,0.0,1.23,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,482.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4251,IRR-BUR-2025-04251,Burkina Faso,2025,0.73,subsistence,True,626.0,33.4,occasional,5,surface,reservoir,solar,individual,0.31,0.42,42.4,12.0,6,fair,247.0,23.0,False,0.0,False,414.0,400.0,47.6,197.0,2.43,87.5,70.0,29.1,0.0,9.0,biweekly,calendar,sugarcane,50.5,2.39,2,1279.0,4137.0,False,False,False,0.0,23.4,poor,low,False,False,False,1.3,traditional,high_burden
4252,IRR-MAL-2018-04252,Malawi,2018,1.85,commercial,True,422.0,23.1,occasional,4,flood,reservoir,manual,shared,0.96,0.89,51.8,55.0,9,excellent,383.0,27.0,False,0.0,False,463.0,611.0,46.9,217.0,1.84,88.2,78.5,32.5,0.0,38.0,weekly,visual,rice,29.1,2.18,1,4433.0,4625.0,True,True,True,0.0,0.0,good,low,False,False,True,1.4,traditional,high_burden
4253,IRR-TAN-2018-04253,Tanzania,2018,4.0,semi-commercial,False,701.0,27.3,frequent,5,none,none,none,none,0.0,4.0,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,486.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4254,IRR-UGA-2021-04254,Uganda,2021,0.91,semi-commercial,False,1059.0,23.8,occasional,5,none,none,none,none,0.0,0.91,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,596.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4255,IRR-UGA-2021-04255,Uganda,2021,1.16,semi-commercial,False,1037.0,28.2,rare,4,none,none,none,none,0.0,1.16,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,694.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4256,IRR-NIG-2022-04256,Nigeria,2022,0.52,semi-commercial,True,1131.0,28.0,rare,2,surface,rainwater_harvesting,gravity,individual,0.49,0.03,94.4,21.0,6,fair,393.0,31.0,False,0.0,True,410.0,571.0,54.1,222.0,1.18,74.5,79.5,32.0,0.0,15.0,biweekly,soil_moisture,rice,44.4,1.52,2,2015.0,4101.0,False,False,False,0.0,0.0,poor,low,False,False,False,3.4,traditional,high_burden
4257,IRR-ETH-2018-04257,Ethiopia,2018,0.54,commercial,False,918.0,29.1,rare,2,none,none,none,none,0.0,0.54,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,594.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4258,IRR-MAL-2018-04258,Mali,2018,0.32,semi-commercial,True,490.0,34.1,occasional,4,drip,reservoir,solar,government,0.24,0.07,76.7,12.0,17,good,611.0,64.0,False,0.0,True,490.0,532.0,81.4,399.0,1.62,79.2,86.3,55.6,0.0,4.0,daily,visual,fruits,24.9,2.08,2,1197.0,4900.0,False,False,True,0.0,24.1,good,high,True,False,True,15.4,modern,high_burden
4259,IRR-KEN-2019-04259,Kenya,2019,1.99,semi-commercial,False,1089.0,22.4,rare,6,none,none,none,none,0.0,1.99,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,455.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4260,IRR-MAL-2023-04260,Mali,2023,1.14,semi-commercial,False,908.0,28.6,rare,2,none,none,none,none,0.0,1.14,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,638.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4261,IRR-NIG-2024-04261,Nigeria,2024,0.7,subsistence,False,856.0,27.8,rare,5,none,none,none,none,0.0,0.7,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,605.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4262,IRR-GHA-2023-04262,Ghana,2023,4.55,subsistence,False,1026.0,29.6,occasional,4,none,none,none,none,0.0,4.55,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,543.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4263,IRR-KEN-2022-04263,Kenya,2022,0.74,semi-commercial,False,929.0,23.2,frequent,5,none,none,none,none,0.0,0.74,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,411.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4264,IRR-KEN-2023-04264,Kenya,2023,2.06,semi-commercial,False,400.0,25.1,frequent,3,none,none,none,none,0.0,2.06,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,456.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4265,IRR-ZAM-2024-04265,Zambia,2024,0.87,subsistence,False,853.0,28.3,frequent,3,none,none,none,none,0.0,0.87,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,687.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4266,IRR-TAN-2025-04266,Tanzania,2025,5.29,commercial,False,976.0,34.8,occasional,2,none,none,none,none,0.0,5.29,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,631.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4267,IRR-ETH-2020-04267,Ethiopia,2020,2.22,subsistence,True,936.0,17.6,occasional,4,manual,river,diesel,government,0.96,1.26,43.3,44.0,2,good,192.0,12.0,True,86.0,False,776.0,475.0,63.7,494.0,2.12,88.8,88.1,49.8,238.0,77.0,as_needed,soil_moisture,cotton,47.2,1.48,2,7470.0,7763.0,False,False,True,0.0,18.6,good,low,True,False,False,0.4,traditional,high_burden
4268,IRR-ZAM-2021-04268,Zambia,2021,0.49,subsistence,False,445.0,18.8,occasional,2,none,none,none,none,0.0,0.49,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,427.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4269,IRR-MAL-2021-04269,Malawi,2021,0.5,semi-commercial,False,653.0,26.0,frequent,7,none,none,none,none,0.0,0.5,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,595.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4270,IRR-GHA-2019-04270,Ghana,2019,2.01,subsistence,False,1154.0,27.0,frequent,5,none,none,none,none,0.0,2.01,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,590.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4271,IRR-ETH-2022-04271,Ethiopia,2022,1.89,semi-commercial,False,954.0,27.1,frequent,4,none,none,none,none,0.0,1.89,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,418.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4272,IRR-UGA-2020-04272,Uganda,2020,1.88,semi-commercial,False,919.0,25.9,occasional,6,none,none,none,none,0.0,1.88,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,517.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4273,IRR-ETH-2019-04273,Ethiopia,2019,0.23,semi-commercial,False,501.0,19.9,rare,5,none,none,none,none,0.0,0.23,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,437.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4274,IRR-ZAM-2020-04274,Zambia,2020,3.96,semi-commercial,False,899.0,15.3,occasional,2,none,none,none,none,0.0,3.96,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,416.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4275,IRR-GHA-2020-04275,Ghana,2020,0.69,subsistence,False,1289.0,15.3,rare,2,none,none,none,none,0.0,0.69,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,494.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4276,IRR-ETH-2024-04276,Ethiopia,2024,2.11,semi-commercial,False,949.0,23.4,rare,2,none,none,none,none,0.0,2.11,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,666.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4277,IRR-UGA-2020-04277,Uganda,2020,0.62,subsistence,False,869.0,15.2,frequent,7,none,none,none,none,0.0,0.62,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,620.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4278,IRR-TAN-2024-04278,Tanzania,2024,2.44,commercial,False,753.0,20.5,rare,5,none,none,none,none,0.0,2.44,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,453.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4279,IRR-KEN-2025-04279,Kenya,2025,1.02,subsistence,True,690.0,34.0,occasional,5,surface,lake,gravity,cooperative,0.81,0.21,79.1,44.0,15,good,646.0,61.0,False,0.0,False,698.0,670.0,56.8,396.0,1.41,90.1,76.8,39.3,0.0,24.0,weekly,calendar,sugarcane,54.1,1.54,1,5640.0,6981.0,False,False,False,0.0,0.0,good,low,False,False,False,2.3,traditional,high_burden
4280,IRR-NIG-2022-04280,Nigeria,2022,1.26,subsistence,False,568.0,18.3,occasional,3,none,none,none,none,0.0,1.26,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,693.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4281,IRR-KEN-2018-04281,Kenya,2018,0.37,semi-commercial,False,990.0,23.1,frequent,5,none,none,none,none,0.0,0.37,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,670.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4282,IRR-TAN-2024-04282,Tanzania,2024,3.72,subsistence,False,783.0,21.0,occasional,4,none,none,none,none,0.0,3.72,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,662.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4283,IRR-MAL-2019-04283,Mali,2019,2.45,subsistence,False,1257.0,33.9,rare,2,none,none,none,none,0.0,2.45,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,481.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4284,IRR-ZAM-2024-04284,Zambia,2024,0.68,semi-commercial,False,1159.0,19.6,occasional,4,none,none,none,none,0.0,0.68,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,668.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4285,IRR-UGA-2023-04285,Uganda,2023,3.08,subsistence,False,678.0,15.3,rare,5,none,none,none,none,0.0,3.08,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,572.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4286,IRR-GHA-2020-04286,Ghana,2020,0.55,subsistence,False,1218.0,32.3,frequent,7,none,none,none,none,0.0,0.55,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,416.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4287,IRR-BUR-2020-04287,Burkina Faso,2020,3.21,subsistence,False,446.0,34.8,rare,5,none,none,none,none,0.0,3.21,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,620.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4288,IRR-TAN-2023-04288,Tanzania,2023,1.38,commercial,False,824.0,15.8,rare,6,none,none,none,none,0.0,1.38,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,545.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4289,IRR-UGA-2023-04289,Uganda,2023,2.08,semi-commercial,False,782.0,24.0,occasional,7,none,none,none,none,0.0,2.08,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,496.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4290,IRR-GHA-2021-04290,Ghana,2021,1.1,subsistence,False,1209.0,17.4,rare,7,none,none,none,none,0.0,1.1,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,480.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4291,IRR-ETH-2023-04291,Ethiopia,2023,3.55,semi-commercial,True,1119.0,27.0,frequent,4,flood,groundwater,diesel,cooperative,2.26,1.28,63.8,125.0,5,good,905.0,59.0,True,422.0,False,374.0,554.0,44.7,167.0,1.14,75.0,86.9,29.2,374.0,91.0,weekly,soil_moisture,vegetables,21.4,1.24,2,8468.0,3742.0,True,False,False,23.0,11.0,good,low,False,True,True,2.4,traditional,high_burden
4292,IRR-MAL-2021-04292,Mali,2021,0.78,semi-commercial,False,747.0,30.3,occasional,4,none,none,none,none,0.0,0.78,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,573.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4293,IRR-ZAM-2020-04293,Zambia,2020,1.08,commercial,False,887.0,22.1,rare,3,none,none,none,none,0.0,1.08,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,549.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4294,IRR-NIG-2024-04294,Nigeria,2024,0.77,subsistence,False,889.0,20.8,occasional,3,none,none,none,none,0.0,0.77,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,433.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4295,IRR-ETH-2025-04295,Ethiopia,2025,4.85,semi-commercial,False,906.0,19.4,occasional,3,none,none,none,none,0.0,4.85,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,606.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4296,IRR-GHA-2022-04296,Ghana,2022,1.99,semi-commercial,False,877.0,23.3,rare,3,none,none,none,none,0.0,1.99,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,581.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4297,IRR-MAL-2021-04297,Mali,2021,1.3,semi-commercial,False,1209.0,15.5,frequent,6,none,none,none,none,0.0,1.3,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,503.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4298,IRR-MAL-2018-04298,Malawi,2018,0.93,subsistence,False,880.0,17.7,rare,7,none,none,none,none,0.0,0.93,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,653.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4299,IRR-NIG-2024-04299,Nigeria,2024,0.56,subsistence,False,624.0,30.2,rare,4,none,none,none,none,0.0,0.56,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,451.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4300,IRR-GHA-2024-04300,Ghana,2024,1.13,subsistence,False,400.0,19.9,occasional,7,none,none,none,none,0.0,1.13,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,564.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4301,IRR-MAL-2019-04301,Malawi,2019,1.55,semi-commercial,False,1171.0,22.6,frequent,2,none,none,none,none,0.0,1.55,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,613.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4302,IRR-KEN-2025-04302,Kenya,2025,1.22,subsistence,False,927.0,15.1,occasional,4,none,none,none,none,0.0,1.22,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,600.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4303,IRR-TAN-2018-04303,Tanzania,2018,1.34,semi-commercial,False,873.0,28.4,rare,7,none,none,none,none,0.0,1.34,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,629.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4304,IRR-MAL-2022-04304,Mali,2022,3.44,subsistence,False,512.0,17.2,rare,7,none,none,none,none,0.0,3.44,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,524.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4305,IRR-ETH-2023-04305,Ethiopia,2023,2.38,subsistence,False,1117.0,34.5,occasional,4,none,none,none,none,0.0,2.38,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,695.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4306,IRR-MAL-2019-04306,Mali,2019,4.19,subsistence,False,1023.0,20.9,rare,6,none,none,none,none,0.0,4.19,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,656.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4307,IRR-NIG-2025-04307,Nigeria,2025,3.93,semi-commercial,False,835.0,26.9,frequent,2,none,none,none,none,0.0,3.93,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,544.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4308,IRR-KEN-2020-04308,Kenya,2020,1.73,subsistence,False,1343.0,32.8,occasional,6,none,none,none,none,0.0,1.73,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,621.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4309,IRR-ETH-2020-04309,Ethiopia,2020,2.45,semi-commercial,True,1093.0,19.3,occasional,2,surface,groundwater,electric,individual,1.48,0.97,60.4,79.0,13,poor,1185.0,117.0,False,0.0,False,750.0,443.0,53.8,403.0,1.01,78.2,69.6,29.3,100.0,44.0,daily,visual,fruits,25.5,1.8,2,11107.0,7499.0,True,False,True,50.4,11.0,poor,low,False,False,False,3.8,traditional,high_burden
4310,IRR-NIG-2024-04310,Nigeria,2024,0.91,subsistence,False,1486.0,29.9,frequent,5,none,none,none,none,0.0,0.91,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,529.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4311,IRR-MAL-2021-04311,Mali,2021,1.5,semi-commercial,False,1378.0,25.4,rare,2,none,none,none,none,0.0,1.5,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,668.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4312,IRR-KEN-2019-04312,Kenya,2019,1.11,subsistence,False,1014.0,31.7,frequent,5,none,none,none,none,0.0,1.11,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,679.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4313,IRR-NIG-2025-04313,Nigeria,2025,2.43,commercial,True,924.0,18.4,rare,6,sprinkler,reservoir,gravity,shared,1.33,1.1,54.8,70.0,19,good,1997.0,238.0,False,0.0,False,412.0,430.0,75.7,312.0,1.02,75.6,80.7,46.2,0.0,27.0,biweekly,visual,vegetables,49.7,1.95,2,5486.0,4121.0,False,False,False,0.0,0.0,good,medium,False,False,True,3.3,modern,high_burden
4314,IRR-MAL-2024-04314,Mali,2024,5.93,subsistence,False,1384.0,34.0,occasional,2,none,none,none,none,0.0,5.93,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,468.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4315,IRR-ETH-2025-04315,Ethiopia,2025,1.09,subsistence,True,754.0,18.3,rare,3,center_pivot,groundwater,gravity,cooperative,0.53,0.55,49.0,27.0,2,fair,2665.0,306.0,False,0.0,False,648.0,630.0,75.9,492.0,2.07,89.1,78.0,52.8,0.0,5.0,as_needed,calendar,rice,52.1,1.24,2,3455.0,6483.0,False,False,False,56.0,0.0,poor,high,False,False,False,9.4,traditional,high_burden
4316,IRR-TAN-2021-04316,Tanzania,2021,1.07,commercial,False,823.0,31.1,frequent,4,none,none,none,none,0.0,1.07,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,409.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4317,IRR-KEN-2025-04317,Kenya,2025,0.51,semi-commercial,False,1647.0,34.7,occasional,7,none,none,none,none,0.0,0.51,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,665.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4318,IRR-ZAM-2021-04318,Zambia,2021,1.22,semi-commercial,False,1402.0,24.1,frequent,7,none,none,none,none,0.0,1.22,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,410.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4319,IRR-TAN-2019-04319,Tanzania,2019,0.87,semi-commercial,False,715.0,28.3,occasional,3,none,none,none,none,0.0,0.87,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,453.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4320,IRR-GHA-2024-04320,Ghana,2024,1.1,subsistence,True,946.0,19.4,rare,7,sprinkler,reservoir,solar,government,0.98,0.12,89.1,34.0,17,fair,1475.0,159.0,False,0.0,False,569.0,605.0,67.4,384.0,1.0,91.3,89.2,54.9,0.0,20.0,weekly,visual,rice,50.1,2.18,1,5599.0,5694.0,False,True,False,0.0,4.5,poor,medium,False,False,False,5.3,modern,high_burden
4321,IRR-MAL-2020-04321,Mali,2020,1.18,subsistence,False,991.0,29.8,rare,4,none,none,none,none,0.0,1.18,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,458.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4322,IRR-MAL-2019-04322,Mali,2019,1.62,subsistence,False,1121.0,23.6,rare,3,none,none,none,none,0.0,1.62,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,493.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4323,IRR-ZAM-2022-04323,Zambia,2022,3.07,subsistence,False,728.0,33.2,occasional,5,none,none,none,none,0.0,3.07,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,544.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4324,IRR-KEN-2018-04324,Kenya,2018,1.59,subsistence,False,1021.0,31.4,occasional,3,none,none,none,none,0.0,1.59,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,435.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4325,IRR-TAN-2024-04325,Tanzania,2024,1.11,subsistence,False,480.0,32.1,rare,5,none,none,none,none,0.0,1.11,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,607.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4326,IRR-TAN-2023-04326,Tanzania,2023,2.65,subsistence,False,834.0,32.1,rare,4,none,none,none,none,0.0,2.65,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,583.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4327,IRR-MAL-2022-04327,Mali,2022,1.79,semi-commercial,False,989.0,30.1,occasional,2,none,none,none,none,0.0,1.79,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,436.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4328,IRR-GHA-2023-04328,Ghana,2023,1.49,subsistence,False,889.0,25.5,occasional,3,none,none,none,none,0.0,1.49,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,572.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4329,IRR-KEN-2025-04329,Kenya,2025,0.99,subsistence,True,1067.0,21.2,rare,6,surface,reservoir,diesel,cooperative,0.97,0.01,98.9,58.0,4,excellent,780.0,107.0,True,272.0,False,409.0,560.0,59.3,243.0,1.62,81.8,60.2,29.2,119.0,29.0,weekly,calendar,vegetables,57.5,2.13,1,3990.0,4094.0,False,False,False,0.0,5.7,good,low,False,False,True,2.8,traditional,high_burden
4330,IRR-KEN-2021-04330,Kenya,2021,1.16,subsistence,False,825.0,28.9,occasional,7,none,none,none,none,0.0,1.16,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,433.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4331,IRR-TAN-2018-04331,Tanzania,2018,1.55,semi-commercial,False,926.0,31.7,frequent,4,none,none,none,none,0.0,1.55,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,622.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4332,IRR-ZAM-2025-04332,Zambia,2025,1.12,subsistence,False,799.0,33.7,occasional,7,none,none,none,none,0.0,1.12,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,567.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4333,IRR-BUR-2023-04333,Burkina Faso,2023,4.72,subsistence,False,991.0,32.4,rare,2,none,none,none,none,0.0,4.72,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,677.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4334,IRR-BUR-2020-04334,Burkina Faso,2020,7.26,subsistence,False,1249.0,20.5,occasional,2,none,none,none,none,0.0,7.26,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,642.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4335,IRR-UGA-2021-04335,Uganda,2021,0.83,semi-commercial,False,1009.0,21.9,occasional,5,none,none,none,none,0.0,0.83,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,489.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4336,IRR-MAL-2018-04336,Mali,2018,1.94,subsistence,False,995.0,28.3,occasional,4,none,none,none,none,0.0,1.94,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,431.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4337,IRR-MAL-2019-04337,Mali,2019,0.46,semi-commercial,True,1025.0,27.8,occasional,6,manual,groundwater,solar,shared,0.14,0.32,30.1,7.0,19,fair,28.0,2.0,False,0.0,False,357.0,455.0,58.7,209.0,1.46,84.4,80.1,39.7,0.0,11.0,weekly,calendar,fruits,31.1,2.15,1,496.0,3570.0,False,True,False,48.0,9.2,poor,low,True,False,False,0.4,traditional,high_burden
4338,IRR-KEN-2023-04338,Kenya,2023,8.54,semi-commercial,False,797.0,19.3,frequent,5,none,none,none,none,0.0,8.54,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,415.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4339,IRR-TAN-2025-04339,Tanzania,2025,0.22,semi-commercial,False,434.0,31.3,occasional,3,none,none,none,none,0.0,0.22,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,432.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4340,IRR-TAN-2025-04340,Tanzania,2025,0.76,subsistence,True,725.0,31.9,frequent,5,flood,river,diesel,shared,0.62,0.13,82.5,25.0,17,good,250.0,24.0,True,112.0,False,542.0,426.0,43.7,237.0,0.94,78.7,77.8,26.8,125.0,25.0,as_needed,weather_based,maize,53.5,1.89,1,3379.0,5416.0,False,False,False,0.0,3.0,good,low,True,True,False,1.2,traditional,high_burden
4341,IRR-MAL-2024-04341,Malawi,2024,2.45,semi-commercial,False,1116.0,24.6,rare,6,none,none,none,none,0.0,2.45,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,568.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4342,IRR-KEN-2021-04342,Kenya,2021,2.05,subsistence,True,518.0,27.1,frequent,3,sprinkler,groundwater,diesel,individual,0.66,1.4,31.9,25.0,0,fair,984.0,104.0,True,306.0,True,736.0,469.0,72.4,533.0,1.45,78.0,74.5,42.1,99.0,13.0,daily,soil_moisture,sugarcane,36.5,2.39,2,4827.0,7357.0,False,False,False,62.8,12.7,poor,medium,False,True,False,2.6,modern,high_burden
4343,IRR-MAL-2019-04343,Mali,2019,1.22,subsistence,False,709.0,32.4,occasional,5,none,none,none,none,0.0,1.22,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,681.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4344,IRR-NIG-2023-04344,Nigeria,2023,0.66,semi-commercial,False,581.0,17.3,occasional,4,none,none,none,none,0.0,0.66,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,693.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4345,IRR-MAL-2018-04345,Malawi,2018,0.25,commercial,False,1170.0,28.6,occasional,2,none,none,none,none,0.0,0.25,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,624.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4346,IRR-KEN-2020-04346,Kenya,2020,1.05,subsistence,False,547.0,23.1,frequent,2,none,none,none,none,0.0,1.05,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,414.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4347,IRR-ZAM-2025-04347,Zambia,2025,1.61,semi-commercial,False,717.0,26.4,occasional,2,none,none,none,none,0.0,1.61,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,673.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4348,IRR-TAN-2022-04348,Tanzania,2022,1.09,semi-commercial,False,850.0,23.8,frequent,2,none,none,none,none,0.0,1.09,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,409.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4349,IRR-GHA-2025-04349,Ghana,2025,1.01,semi-commercial,False,924.0,21.0,occasional,2,none,none,none,none,0.0,1.01,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,548.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4350,IRR-BUR-2023-04350,Burkina Faso,2023,1.71,semi-commercial,False,845.0,27.1,rare,6,none,none,none,none,0.0,1.71,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,438.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4351,IRR-MAL-2018-04351,Malawi,2018,1.29,semi-commercial,False,617.0,15.4,rare,2,none,none,none,none,0.0,1.29,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,588.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4352,IRR-MAL-2025-04352,Mali,2025,1.27,subsistence,False,1224.0,23.7,rare,3,none,none,none,none,0.0,1.27,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,410.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4353,IRR-GHA-2021-04353,Ghana,2021,0.43,subsistence,False,451.0,30.4,occasional,3,none,none,none,none,0.0,0.43,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,571.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4354,IRR-GHA-2020-04354,Ghana,2020,1.25,subsistence,False,871.0,29.8,occasional,3,none,none,none,none,0.0,1.25,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,521.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4355,IRR-BUR-2019-04355,Burkina Faso,2019,2.93,commercial,True,1229.0,27.8,occasional,3,center_pivot,groundwater,electric,cooperative,0.93,2.0,31.7,43.0,5,good,4640.0,568.0,True,2550.0,False,618.0,459.0,82.5,510.0,0.96,86.7,88.3,63.2,100.0,9.0,weekly,weather_based,vegetables,27.9,1.83,1,5736.0,6181.0,False,False,False,14.6,11.1,good,high,False,False,True,11.3,traditional,high_burden
4356,IRR-TAN-2025-04356,Tanzania,2025,1.27,semi-commercial,False,925.0,28.8,frequent,3,none,none,none,none,0.0,1.27,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,531.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4357,IRR-NIG-2024-04357,Nigeria,2024,4.1,semi-commercial,False,1230.0,28.8,occasional,2,none,none,none,none,0.0,4.1,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,417.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4358,IRR-NIG-2021-04358,Nigeria,2021,2.43,semi-commercial,False,834.0,22.4,rare,7,none,none,none,none,0.0,2.43,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,455.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4359,IRR-UGA-2022-04359,Uganda,2022,0.33,subsistence,False,1102.0,18.0,occasional,5,none,none,none,none,0.0,0.33,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,528.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4360,IRR-UGA-2025-04360,Uganda,2025,2.73,subsistence,False,583.0,27.4,occasional,2,none,none,none,none,0.0,2.73,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,672.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4361,IRR-ZAM-2021-04361,Zambia,2021,3.11,semi-commercial,True,651.0,30.4,occasional,3,flood,river,wind,government,3.04,0.07,97.6,114.0,5,good,1215.0,102.0,False,0.0,False,333.0,437.0,47.9,159.0,2.4,81.8,69.7,27.3,0.0,122.0,as_needed,calendar,vegetables,27.6,1.22,1,10111.0,3329.0,True,False,False,0.0,0.0,good,low,False,False,False,2.8,traditional,high_burden
4362,IRR-BUR-2018-04362,Burkina Faso,2018,2.24,subsistence,False,914.0,33.6,frequent,3,none,none,none,none,0.0,2.24,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,681.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4363,IRR-MAL-2025-04363,Malawi,2025,2.26,subsistence,True,596.0,33.2,occasional,5,flood,reservoir,gravity,shared,0.99,1.27,43.9,53.0,11,fair,398.0,40.0,False,0.0,False,758.0,629.0,47.8,362.0,1.71,83.1,70.2,27.9,0.0,40.0,weekly,calendar,rice,29.4,1.89,1,7539.0,7579.0,True,False,False,0.0,0.0,poor,low,False,False,False,1.2,traditional,high_burden
4364,IRR-ETH-2019-04364,Ethiopia,2019,1.18,commercial,False,1056.0,15.9,frequent,4,none,none,none,none,0.0,1.18,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,456.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4365,IRR-NIG-2024-04365,Nigeria,2024,5.25,subsistence,True,1035.0,22.2,occasional,4,surface,groundwater,diesel,government,4.42,0.82,84.3,237.0,14,poor,3536.0,437.0,False,0.0,False,598.0,589.0,51.1,305.0,2.44,92.0,78.4,36.9,912.0,133.0,weekly,calendar,rice,54.0,1.33,2,26433.0,5980.0,False,True,True,17.1,17.2,poor,low,True,False,False,2.5,traditional,high_burden
4366,IRR-BUR-2025-04366,Burkina Faso,2025,1.65,subsistence,True,1054.0,29.2,occasional,3,manual,rainwater_harvesting,gravity,shared,0.84,0.8,51.2,49.0,3,fair,169.0,9.0,False,0.0,True,507.0,486.0,53.9,273.0,1.48,87.7,79.7,37.7,0.0,67.0,daily,visual,rice,50.8,1.55,2,4272.0,5068.0,False,False,True,0.0,0.0,poor,low,False,False,False,0.4,traditional,high_burden
4367,IRR-ETH-2022-04367,Ethiopia,2022,12.1,semi-commercial,False,942.0,34.6,frequent,2,none,none,none,none,0.0,12.1,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,488.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4368,IRR-MAL-2022-04368,Malawi,2022,0.89,subsistence,False,444.0,34.5,occasional,4,none,none,none,none,0.0,0.89,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,401.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4369,IRR-TAN-2020-04369,Tanzania,2020,2.22,commercial,False,943.0,20.4,occasional,4,none,none,none,none,0.0,2.22,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,687.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4370,IRR-GHA-2021-04370,Ghana,2021,3.92,semi-commercial,False,835.0,16.3,occasional,2,none,none,none,none,0.0,3.92,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,429.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4371,IRR-MAL-2025-04371,Malawi,2025,2.32,subsistence,False,624.0,30.7,occasional,4,none,none,none,none,0.0,2.32,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,654.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4372,IRR-BUR-2025-04372,Burkina Faso,2025,5.83,subsistence,False,951.0,16.3,rare,2,none,none,none,none,0.0,5.83,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,618.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4373,IRR-ZAM-2025-04373,Zambia,2025,0.91,subsistence,False,985.0,29.9,occasional,6,none,none,none,none,0.0,0.91,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,658.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4374,IRR-ZAM-2020-04374,Zambia,2020,3.41,subsistence,True,618.0,23.2,occasional,7,flood,groundwater,gravity,individual,2.41,1.0,70.7,143.0,2,poor,966.0,75.0,True,422.0,False,350.0,680.0,46.2,162.0,2.44,88.5,87.8,35.9,0.0,97.0,biweekly,visual,maize,42.8,2.14,2,8445.0,3498.0,True,False,False,33.0,0.0,poor,low,True,False,False,1.3,traditional,high_burden
4375,IRR-TAN-2024-04375,Tanzania,2024,2.14,commercial,False,792.0,30.6,occasional,6,none,none,none,none,0.0,2.14,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,608.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4376,IRR-MAL-2019-04376,Mali,2019,2.19,semi-commercial,False,1352.0,30.0,occasional,2,none,none,none,none,0.0,2.19,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,471.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4377,IRR-NIG-2020-04377,Nigeria,2020,2.36,semi-commercial,False,613.0,20.6,rare,6,none,none,none,none,0.0,2.36,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,639.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4378,IRR-GHA-2021-04378,Ghana,2021,0.47,semi-commercial,False,750.0,30.7,occasional,3,none,none,none,none,0.0,0.47,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,620.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4379,IRR-TAN-2021-04379,Tanzania,2021,0.97,subsistence,False,1052.0,25.5,occasional,5,none,none,none,none,0.0,0.97,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,455.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4380,IRR-UGA-2019-04380,Uganda,2019,1.1,semi-commercial,False,610.0,34.0,rare,2,none,none,none,none,0.0,1.1,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,417.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4381,IRR-TAN-2020-04381,Tanzania,2020,0.65,commercial,False,792.0,16.5,rare,5,none,none,none,none,0.0,0.65,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,433.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4382,IRR-GHA-2023-04382,Ghana,2023,0.68,subsistence,False,502.0,26.1,occasional,3,none,none,none,none,0.0,0.68,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,627.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4383,IRR-ETH-2024-04383,Ethiopia,2024,0.84,subsistence,False,931.0,18.4,frequent,6,none,none,none,none,0.0,0.84,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,629.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4384,IRR-GHA-2019-04384,Ghana,2019,0.57,semi-commercial,False,572.0,21.4,frequent,6,none,none,none,none,0.0,0.57,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,519.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4385,IRR-MAL-2024-04385,Malawi,2024,2.23,semi-commercial,False,694.0,34.6,rare,4,none,none,none,none,0.0,2.23,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,534.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4386,IRR-ETH-2023-04386,Ethiopia,2023,1.65,subsistence,False,856.0,17.6,occasional,5,none,none,none,none,0.0,1.65,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,585.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4387,IRR-NIG-2020-04387,Nigeria,2020,0.83,semi-commercial,False,1177.0,28.5,frequent,3,none,none,none,none,0.0,0.83,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,679.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4388,IRR-BUR-2022-04388,Burkina Faso,2022,0.86,subsistence,True,670.0,32.4,occasional,6,flood,lake,electric,individual,0.62,0.24,72.2,27.0,6,fair,250.0,27.0,False,0.0,False,717.0,443.0,49.2,353.0,1.03,76.5,62.1,23.4,61.0,25.0,biweekly,visual,vegetables,45.6,1.31,1,4475.0,7167.0,False,False,False,0.0,8.7,poor,low,True,False,False,1.3,traditional,high_burden
4389,IRR-KEN-2019-04389,Kenya,2019,2.63,semi-commercial,True,731.0,31.3,occasional,5,sprinkler,reservoir,solar,individual,2.13,0.5,81.1,78.0,0,good,3197.0,349.0,True,1519.0,False,484.0,410.0,80.5,390.0,1.96,88.5,75.9,54.1,0.0,43.0,as_needed,weather_based,maize,39.9,1.34,1,10321.0,4842.0,False,False,False,0.0,6.7,good,medium,True,False,True,6.1,modern,high_burden
4390,IRR-ZAM-2023-04390,Zambia,2023,0.63,subsistence,False,691.0,15.5,occasional,2,none,none,none,none,0.0,0.63,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,430.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4391,IRR-KEN-2019-04391,Kenya,2019,1.74,semi-commercial,False,640.0,20.1,occasional,2,none,none,none,none,0.0,1.74,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,468.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4392,IRR-ETH-2021-04392,Ethiopia,2021,1.95,semi-commercial,True,943.0,18.0,occasional,4,flood,lake,diesel,individual,1.4,0.55,71.6,45.0,16,fair,559.0,74.0,False,0.0,False,662.0,420.0,49.3,326.0,2.39,79.3,88.1,34.5,367.0,56.0,weekly,visual,sugarcane,30.1,2.06,2,9243.0,6616.0,False,False,False,0.0,12.2,poor,low,True,False,False,1.9,traditional,high_burden
4393,IRR-GHA-2024-04393,Ghana,2024,1.71,subsistence,False,913.0,24.2,frequent,3,none,none,none,none,0.0,1.71,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,511.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4394,IRR-TAN-2025-04394,Tanzania,2025,0.47,subsistence,True,400.0,23.5,frequent,3,flood,groundwater,diesel,individual,0.37,0.1,78.9,22.0,13,good,148.0,10.0,False,0.0,True,342.0,491.0,49.1,168.0,0.84,71.2,80.0,27.9,79.0,15.0,weekly,soil_moisture,fruits,30.8,2.46,3,1260.0,3415.0,False,False,True,33.3,24.8,good,low,False,False,True,2.1,traditional,high_burden
4395,IRR-NIG-2025-04395,Nigeria,2025,4.71,semi-commercial,False,1032.0,28.4,rare,5,none,none,none,none,0.0,4.71,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,503.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4396,IRR-BUR-2023-04396,Burkina Faso,2023,0.96,semi-commercial,False,1279.0,15.5,frequent,3,none,none,none,none,0.0,0.96,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,417.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4397,IRR-NIG-2019-04397,Nigeria,2019,0.39,semi-commercial,False,415.0,32.9,occasional,4,none,none,none,none,0.0,0.39,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,538.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4398,IRR-BUR-2024-04398,Burkina Faso,2024,0.7,subsistence,False,1370.0,24.9,frequent,5,none,none,none,none,0.0,0.7,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,555.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4399,IRR-UGA-2019-04399,Uganda,2019,0.5,subsistence,False,1312.0,28.7,occasional,4,none,none,none,none,0.0,0.5,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,461.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4400,IRR-NIG-2023-04400,Nigeria,2023,1.21,subsistence,True,794.0,26.0,rare,3,manual,rainwater_harvesting,solar,individual,0.97,0.24,80.2,41.0,0,good,194.0,11.0,False,0.0,True,703.0,565.0,63.9,449.0,2.45,73.6,81.7,38.4,0.0,78.0,weekly,calendar,cotton,56.8,2.45,1,6828.0,7033.0,False,True,True,0.0,23.5,good,low,True,False,False,0.6,traditional,high_burden
4401,IRR-ZAM-2025-04401,Zambia,2025,1.97,subsistence,False,1113.0,20.9,rare,4,none,none,none,none,0.0,1.97,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,560.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4402,IRR-BUR-2022-04402,Burkina Faso,2022,3.41,semi-commercial,True,1041.0,15.2,occasional,3,sprinkler,lake,solar,shared,3.28,0.13,96.2,106.0,7,poor,4917.0,265.0,False,0.0,False,385.0,577.0,65.7,253.0,1.2,71.1,64.8,30.3,0.0,66.0,as_needed,calendar,sugarcane,53.1,1.54,3,12615.0,3849.0,False,False,False,0.0,7.2,poor,medium,True,False,False,5.4,modern,high_burden
4403,IRR-MAL-2021-04403,Malawi,2021,1.05,subsistence,False,1111.0,18.7,rare,6,none,none,none,none,0.0,1.05,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,433.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4404,IRR-MAL-2024-04404,Malawi,2024,0.4,subsistence,False,975.0,16.1,rare,5,none,none,none,none,0.0,0.4,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,570.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4405,IRR-ZAM-2023-04405,Zambia,2023,0.84,commercial,False,746.0,20.0,occasional,5,none,none,none,none,0.0,0.84,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,572.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4406,IRR-TAN-2018-04406,Tanzania,2018,2.36,subsistence,False,928.0,21.6,occasional,4,none,none,none,none,0.0,2.36,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,674.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4407,IRR-TAN-2018-04407,Tanzania,2018,0.55,semi-commercial,False,1173.0,18.2,occasional,3,none,none,none,none,0.0,0.55,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,603.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4408,IRR-MAL-2018-04408,Mali,2018,1.34,semi-commercial,True,960.0,34.3,occasional,5,drip,reservoir,diesel,government,1.26,0.08,94.1,70.0,8,excellent,3149.0,296.0,False,0.0,False,312.0,477.0,86.2,269.0,1.71,84.1,95.0,68.8,217.0,19.0,daily,visual,rice,27.2,1.31,1,3932.0,3121.0,True,False,False,0.0,19.2,good,high,True,False,True,17.3,modern,high_burden
4409,IRR-KEN-2020-04409,Kenya,2020,0.92,subsistence,False,1073.0,15.0,occasional,7,none,none,none,none,0.0,0.92,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,502.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4410,IRR-GHA-2021-04410,Ghana,2021,0.48,subsistence,False,665.0,17.9,rare,5,none,none,none,none,0.0,0.48,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,408.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4411,IRR-BUR-2019-04411,Burkina Faso,2019,2.14,semi-commercial,False,1127.0,23.2,frequent,3,none,none,none,none,0.0,2.14,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,484.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4412,IRR-BUR-2020-04412,Burkina Faso,2020,1.89,commercial,False,1183.0,16.7,occasional,2,none,none,none,none,0.0,1.89,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,423.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4413,IRR-TAN-2025-04413,Tanzania,2025,0.88,subsistence,False,921.0,17.5,occasional,2,none,none,none,none,0.0,0.88,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,578.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4414,IRR-ETH-2018-04414,Ethiopia,2018,0.94,commercial,False,584.0,26.6,frequent,7,none,none,none,none,0.0,0.94,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,562.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4415,IRR-NIG-2024-04415,Nigeria,2024,1.27,commercial,False,561.0,23.3,rare,4,none,none,none,none,0.0,1.27,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,521.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4416,IRR-KEN-2018-04416,Kenya,2018,7.47,semi-commercial,False,734.0,27.7,rare,6,none,none,none,none,0.0,7.47,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,462.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4417,IRR-KEN-2019-04417,Kenya,2019,1.54,semi-commercial,True,874.0,20.7,rare,5,sprinkler,rainwater_harvesting,solar,individual,0.95,0.59,61.8,41.0,13,fair,1427.0,150.0,False,0.0,True,789.0,621.0,78.0,615.0,2.31,83.1,68.3,44.2,0.0,19.0,weekly,visual,sugarcane,56.2,1.58,1,7502.0,7888.0,False,False,False,0.0,4.2,poor,medium,True,False,False,3.3,modern,high_burden
4418,IRR-BUR-2021-04418,Burkina Faso,2021,1.11,subsistence,False,662.0,17.4,rare,6,none,none,none,none,0.0,1.11,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,642.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4419,IRR-MAL-2024-04419,Malawi,2024,1.08,subsistence,False,1011.0,17.1,occasional,7,none,none,none,none,0.0,1.08,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,451.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4420,IRR-NIG-2022-04420,Nigeria,2022,2.31,subsistence,True,1271.0,29.8,frequent,7,surface,river,solar,shared,2.02,0.29,87.3,119.0,5,good,1615.0,139.0,False,0.0,True,595.0,521.0,59.4,354.0,2.25,88.3,77.9,40.9,0.0,61.0,biweekly,calendar,horticulture,54.6,2.33,2,12013.0,5950.0,False,False,False,0.0,6.9,good,low,False,True,False,2.6,traditional,high_burden
4421,IRR-MAL-2023-04421,Malawi,2023,0.68,semi-commercial,True,782.0,25.5,frequent,7,drip,river,electric,shared,0.26,0.42,38.9,13.0,15,poor,662.0,35.0,False,0.0,True,740.0,677.0,89.2,660.0,1.91,87.4,73.5,57.3,36.0,4.0,daily,visual,rice,30.5,1.53,2,1961.0,7401.0,True,False,False,0.0,24.2,poor,high,False,True,False,6.4,modern,high_burden
4422,IRR-MAL-2022-04422,Mali,2022,0.8,commercial,False,835.0,17.3,frequent,4,none,none,none,none,0.0,0.8,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,635.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4423,IRR-ETH-2021-04423,Ethiopia,2021,2.09,semi-commercial,False,535.0,28.3,frequent,2,none,none,none,none,0.0,2.09,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,409.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4424,IRR-ZAM-2024-04424,Zambia,2024,3.57,subsistence,False,586.0,32.0,occasional,6,none,none,none,none,0.0,3.57,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,571.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4425,IRR-GHA-2022-04425,Ghana,2022,1.15,semi-commercial,False,1250.0,15.6,rare,3,none,none,none,none,0.0,1.15,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,588.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4426,IRR-NIG-2021-04426,Nigeria,2021,3.82,semi-commercial,False,596.0,22.4,occasional,6,none,none,none,none,0.0,3.82,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,681.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4427,IRR-NIG-2023-04427,Nigeria,2023,2.94,subsistence,False,803.0,21.5,occasional,6,none,none,none,none,0.0,2.94,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,415.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4428,IRR-ETH-2018-04428,Ethiopia,2018,1.36,subsistence,False,1200.0,20.4,occasional,5,none,none,none,none,0.0,1.36,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,621.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4429,IRR-BUR-2018-04429,Burkina Faso,2018,0.93,subsistence,False,472.0,31.2,frequent,3,none,none,none,none,0.0,0.93,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,533.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4430,IRR-NIG-2018-04430,Nigeria,2018,0.55,semi-commercial,False,1286.0,19.9,frequent,7,none,none,none,none,0.0,0.55,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,506.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4431,IRR-KEN-2025-04431,Kenya,2025,0.72,subsistence,False,954.0,17.3,frequent,4,none,none,none,none,0.0,0.72,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,438.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4432,IRR-ETH-2021-04432,Ethiopia,2021,1.07,subsistence,False,911.0,24.7,rare,2,none,none,none,none,0.0,1.07,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,626.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4433,IRR-NIG-2019-04433,Nigeria,2019,1.17,subsistence,False,400.0,31.4,occasional,6,none,none,none,none,0.0,1.17,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,699.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4434,IRR-NIG-2021-04434,Nigeria,2021,1.09,semi-commercial,False,400.0,26.9,rare,3,none,none,none,none,0.0,1.09,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,604.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4435,IRR-MAL-2025-04435,Malawi,2025,2.19,semi-commercial,False,400.0,18.9,rare,2,none,none,none,none,0.0,2.19,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,575.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4436,IRR-GHA-2021-04436,Ghana,2021,1.93,semi-commercial,False,1397.0,23.0,frequent,2,none,none,none,none,0.0,1.93,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,680.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4437,IRR-MAL-2024-04437,Mali,2024,5.26,subsistence,False,783.0,29.7,frequent,3,none,none,none,none,0.0,5.26,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,638.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4438,IRR-ETH-2019-04438,Ethiopia,2019,2.47,subsistence,False,1167.0,21.9,occasional,5,none,none,none,none,0.0,2.47,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,677.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4439,IRR-NIG-2025-04439,Nigeria,2025,1.88,semi-commercial,False,1096.0,17.6,occasional,2,none,none,none,none,0.0,1.88,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,477.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4440,IRR-TAN-2024-04440,Tanzania,2024,0.55,subsistence,False,866.0,17.2,occasional,4,none,none,none,none,0.0,0.55,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,543.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4441,IRR-BUR-2020-04441,Burkina Faso,2020,8.68,semi-commercial,False,904.0,16.4,rare,2,none,none,none,none,0.0,8.68,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,679.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4442,IRR-KEN-2023-04442,Kenya,2023,1.9,subsistence,True,910.0,20.1,occasional,5,surface,groundwater,gravity,individual,1.45,0.45,76.3,59.0,19,excellent,1157.0,163.0,False,0.0,False,774.0,515.0,48.9,378.0,1.29,92.1,81.4,36.6,0.0,43.0,as_needed,visual,maize,57.0,1.51,1,11198.0,7742.0,True,False,False,44.6,0.0,good,low,False,False,True,2.1,traditional,high_burden
4443,IRR-TAN-2023-04443,Tanzania,2023,0.92,semi-commercial,False,638.0,21.0,rare,3,none,none,none,none,0.0,0.92,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,413.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4444,IRR-UGA-2025-04444,Uganda,2025,2.31,semi-commercial,False,841.0,24.4,rare,5,none,none,none,none,0.0,2.31,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,516.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4445,IRR-ETH-2024-04445,Ethiopia,2024,0.92,subsistence,False,960.0,25.2,occasional,3,none,none,none,none,0.0,0.92,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,676.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4446,IRR-TAN-2025-04446,Tanzania,2025,0.37,semi-commercial,False,1091.0,28.2,rare,2,none,none,none,none,0.0,0.37,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,692.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4447,IRR-GHA-2025-04447,Ghana,2025,1.91,semi-commercial,True,955.0,33.6,rare,2,surface,rainwater_harvesting,solar,shared,1.57,0.34,82.0,71.0,2,fair,1254.0,72.0,False,0.0,False,330.0,630.0,47.3,156.0,0.98,77.3,72.7,26.6,0.0,47.0,weekly,visual,fruits,47.4,1.35,1,5176.0,3301.0,True,False,False,0.0,14.1,poor,low,False,False,False,2.8,traditional,high_burden
4448,IRR-NIG-2018-04448,Nigeria,2018,1.37,subsistence,False,557.0,22.1,rare,6,none,none,none,none,0.0,1.37,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,682.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4449,IRR-TAN-2019-04449,Tanzania,2019,1.63,commercial,False,839.0,26.5,rare,7,none,none,none,none,0.0,1.63,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,618.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4450,IRR-MAL-2025-04450,Mali,2025,1.4,commercial,True,1153.0,29.4,rare,6,flood,river,diesel,individual,1.23,0.16,88.3,40.0,10,fair,493.0,60.0,True,248.0,False,777.0,684.0,42.7,332.0,1.85,90.3,85.9,33.1,244.0,49.0,biweekly,soil_moisture,fruits,48.7,1.59,3,9584.0,7770.0,False,False,False,0.0,16.5,poor,low,True,False,False,1.4,traditional,high_burden
4451,IRR-MAL-2024-04451,Mali,2024,1.81,subsistence,False,491.0,32.6,frequent,4,none,none,none,none,0.0,1.81,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,568.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4452,IRR-UGA-2023-04452,Uganda,2023,0.47,semi-commercial,False,579.0,22.0,occasional,6,none,none,none,none,0.0,0.47,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,442.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4453,IRR-UGA-2024-04453,Uganda,2024,0.84,subsistence,True,642.0,34.3,rare,5,surface,reservoir,wind,individual,0.72,0.12,85.8,35.0,1,good,580.0,84.0,False,0.0,True,643.0,691.0,53.1,342.0,2.0,78.6,67.2,28.0,0.0,22.0,biweekly,visual,maize,42.7,1.73,1,4657.0,6428.0,False,False,False,0.0,0.0,good,low,False,False,True,3.2,traditional,high_burden
4454,IRR-BUR-2025-04454,Burkina Faso,2025,0.47,subsistence,True,975.0,19.0,occasional,3,sprinkler,rainwater_harvesting,solar,government,0.24,0.23,50.9,11.0,8,fair,361.0,18.0,False,0.0,False,733.0,415.0,75.6,555.0,2.09,83.9,61.0,38.7,0.0,5.0,weekly,calendar,fruits,31.3,1.31,2,1766.0,7332.0,True,False,False,0.0,8.7,poor,medium,False,False,False,4.9,modern,high_burden
4455,IRR-ETH-2019-04455,Ethiopia,2019,3.87,subsistence,False,1234.0,32.4,occasional,2,none,none,none,none,0.0,3.87,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,577.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4456,IRR-ETH-2022-04456,Ethiopia,2022,0.94,semi-commercial,False,1157.0,18.8,rare,7,none,none,none,none,0.0,0.94,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,627.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4457,IRR-ZAM-2023-04457,Zambia,2023,1.52,semi-commercial,True,840.0,23.2,frequent,7,manual,river,electric,cooperative,1.08,0.45,70.6,57.0,4,excellent,215.0,17.0,False,0.0,False,705.0,454.0,63.4,447.0,2.46,80.6,83.0,42.4,160.0,86.0,weekly,visual,maize,47.9,1.71,1,7576.0,7046.0,False,False,True,0.0,5.1,good,low,True,False,False,0.6,traditional,high_burden
4458,IRR-GHA-2019-04458,Ghana,2019,4.09,semi-commercial,False,578.0,33.5,rare,7,none,none,none,none,0.0,4.09,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,608.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4459,IRR-MAL-2023-04459,Mali,2023,1.5,semi-commercial,False,865.0,22.2,occasional,5,none,none,none,none,0.0,1.5,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,502.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4460,IRR-ZAM-2021-04460,Zambia,2021,6.47,subsistence,True,873.0,27.8,frequent,3,manual,lake,manual,individual,4.94,1.53,76.3,261.0,9,fair,988.0,70.0,False,0.0,False,404.0,617.0,51.6,209.0,1.09,75.5,75.2,29.3,0.0,395.0,daily,calendar,fruits,21.5,1.69,2,19976.0,4044.0,False,False,False,0.0,0.0,poor,low,True,True,False,1.4,traditional,high_burden
4461,IRR-MAL-2022-04461,Mali,2022,1.59,semi-commercial,False,690.0,32.3,occasional,6,none,none,none,none,0.0,1.59,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,642.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4462,IRR-BUR-2020-04462,Burkina Faso,2020,3.7,subsistence,False,936.0,34.6,frequent,6,none,none,none,none,0.0,3.7,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,552.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4463,IRR-KEN-2023-04463,Kenya,2023,0.5,semi-commercial,False,859.0,25.5,occasional,7,none,none,none,none,0.0,0.5,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,449.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4464,IRR-ETH-2019-04464,Ethiopia,2019,1.31,semi-commercial,False,1329.0,16.4,occasional,3,none,none,none,none,0.0,1.31,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,426.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4465,IRR-ETH-2020-04465,Ethiopia,2020,1.45,semi-commercial,False,1264.0,27.9,frequent,6,none,none,none,none,0.0,1.45,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,668.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4466,IRR-ETH-2019-04466,Ethiopia,2019,1.92,semi-commercial,False,690.0,34.2,rare,2,none,none,none,none,0.0,1.92,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,548.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4467,IRR-ZAM-2024-04467,Zambia,2024,3.28,subsistence,False,1131.0,30.9,frequent,7,none,none,none,none,0.0,3.28,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,524.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4468,IRR-ETH-2018-04468,Ethiopia,2018,2.84,commercial,True,1086.0,33.4,frequent,4,sprinkler,rainwater_harvesting,diesel,individual,2.43,0.41,85.7,106.0,18,fair,3650.0,361.0,False,0.0,False,421.0,472.0,69.0,291.0,1.47,85.1,72.8,42.7,591.0,49.0,as_needed,calendar,vegetables,30.6,2.41,2,10250.0,4213.0,True,False,False,0.0,14.4,poor,medium,False,True,False,8.4,modern,high_burden
4469,IRR-UGA-2022-04469,Uganda,2022,2.15,subsistence,False,971.0,31.7,rare,3,none,none,none,none,0.0,2.15,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,472.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4470,IRR-MAL-2018-04470,Mali,2018,0.23,subsistence,False,1097.0,34.3,frequent,2,none,none,none,none,0.0,0.23,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,690.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4471,IRR-GHA-2020-04471,Ghana,2020,7.73,semi-commercial,False,636.0,17.8,occasional,7,none,none,none,none,0.0,7.73,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,420.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4472,IRR-GHA-2020-04472,Ghana,2020,2.47,subsistence,False,1238.0,21.6,occasional,7,none,none,none,none,0.0,2.47,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,583.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4473,IRR-TAN-2025-04473,Tanzania,2025,0.95,subsistence,False,872.0,24.7,rare,2,none,none,none,none,0.0,0.95,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,666.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4474,IRR-ETH-2019-04474,Ethiopia,2019,1.0,semi-commercial,True,1134.0,28.6,occasional,5,flood,wetland,manual,government,0.34,0.66,34.0,20.0,19,poor,137.0,14.0,False,0.0,False,767.0,477.0,41.5,318.0,1.36,75.9,61.2,19.3,0.0,14.0,biweekly,soil_moisture,sugarcane,57.6,1.42,2,2620.0,7674.0,False,True,False,0.0,0.0,poor,low,False,False,False,0.5,traditional,high_burden
4475,IRR-BUR-2019-04475,Burkina Faso,2019,0.32,subsistence,False,484.0,25.0,frequent,2,none,none,none,none,0.0,0.32,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,540.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4476,IRR-ZAM-2022-04476,Zambia,2022,3.91,semi-commercial,False,788.0,32.9,frequent,4,none,none,none,none,0.0,3.91,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,520.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4477,IRR-GHA-2018-04477,Ghana,2018,0.92,semi-commercial,False,1221.0,33.7,occasional,3,none,none,none,none,0.0,0.92,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,583.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4478,IRR-MAL-2024-04478,Malawi,2024,2.36,semi-commercial,False,1359.0,31.5,frequent,5,none,none,none,none,0.0,2.36,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,639.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4479,IRR-MAL-2018-04479,Mali,2018,3.1,semi-commercial,False,1330.0,23.4,frequent,3,none,none,none,none,0.0,3.1,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,663.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4480,IRR-ETH-2022-04480,Ethiopia,2022,0.28,semi-commercial,False,1076.0,16.3,occasional,4,none,none,none,none,0.0,0.28,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,419.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4481,IRR-ETH-2020-04481,Ethiopia,2020,0.82,semi-commercial,False,597.0,19.7,rare,2,none,none,none,none,0.0,0.82,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,690.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4482,IRR-NIG-2018-04482,Nigeria,2018,1.08,subsistence,False,798.0,24.4,occasional,7,none,none,none,none,0.0,1.08,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,584.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4483,IRR-ZAM-2024-04483,Zambia,2024,2.7,semi-commercial,False,725.0,21.9,occasional,5,none,none,none,none,0.0,2.7,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,657.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4484,IRR-MAL-2018-04484,Malawi,2018,1.88,semi-commercial,False,939.0,21.7,frequent,6,none,none,none,none,0.0,1.88,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,521.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4485,IRR-BUR-2021-04485,Burkina Faso,2021,1.97,subsistence,False,685.0,29.4,rare,6,none,none,none,none,0.0,1.97,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,436.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4486,IRR-GHA-2022-04486,Ghana,2022,2.78,subsistence,False,968.0,27.6,occasional,7,none,none,none,none,0.0,2.78,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,583.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4487,IRR-ZAM-2024-04487,Zambia,2024,0.83,semi-commercial,False,747.0,25.4,occasional,6,none,none,none,none,0.0,0.83,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,694.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4488,IRR-TAN-2025-04488,Tanzania,2025,1.01,semi-commercial,True,731.0,26.5,occasional,3,manual,river,solar,cooperative,0.32,0.69,31.7,11.0,0,good,64.0,5.0,False,0.0,False,725.0,671.0,57.5,417.0,2.43,71.1,77.2,31.5,0.0,26.0,daily,weather_based,vegetables,21.9,1.83,2,2327.0,7251.0,False,False,False,0.0,24.8,good,low,False,False,False,0.6,traditional,high_burden
4489,IRR-NIG-2025-04489,Nigeria,2025,1.07,subsistence,False,737.0,29.0,occasional,2,none,none,none,none,0.0,1.07,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,479.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4490,IRR-MAL-2018-04490,Malawi,2018,0.96,subsistence,True,1043.0,33.5,occasional,6,center_pivot,river,electric,individual,0.56,0.41,57.7,17.0,8,good,2778.0,185.0,False,0.0,False,426.0,647.0,80.5,343.0,2.07,77.7,74.3,46.5,61.0,6.0,as_needed,visual,sugarcane,35.8,1.52,2,2365.0,4257.0,False,False,False,0.0,11.7,good,high,False,False,False,16.1,traditional,high_burden
4491,IRR-GHA-2021-04491,Ghana,2021,0.98,semi-commercial,False,991.0,30.8,occasional,7,none,none,none,none,0.0,0.98,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,490.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4492,IRR-NIG-2022-04492,Nigeria,2022,2.89,subsistence,False,1084.0,23.5,rare,4,none,none,none,none,0.0,2.89,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,636.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4493,IRR-MAL-2018-04493,Malawi,2018,0.96,subsistence,False,606.0,25.5,rare,7,none,none,none,none,0.0,0.96,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,522.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4494,IRR-MAL-2020-04494,Mali,2020,2.61,subsistence,False,1157.0,18.4,rare,5,none,none,none,none,0.0,2.61,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,627.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4495,IRR-NIG-2018-04495,Nigeria,2018,0.93,subsistence,False,1043.0,33.3,occasional,5,none,none,none,none,0.0,0.93,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,456.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4496,IRR-MAL-2025-04496,Mali,2025,2.08,commercial,False,1058.0,32.6,rare,6,none,none,none,none,0.0,2.08,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,637.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4497,IRR-UGA-2018-04497,Uganda,2018,1.36,subsistence,False,929.0,19.6,rare,2,none,none,none,none,0.0,1.36,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,426.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4498,IRR-ETH-2022-04498,Ethiopia,2022,1.26,subsistence,False,760.0,25.9,frequent,7,none,none,none,none,0.0,1.26,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,430.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4499,IRR-ZAM-2020-04499,Zambia,2020,2.87,semi-commercial,False,1051.0,23.4,frequent,6,none,none,none,none,0.0,2.87,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,684.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4500,IRR-UGA-2022-04500,Uganda,2022,1.71,subsistence,False,1120.0,16.8,frequent,5,none,none,none,none,0.0,1.71,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,445.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4501,IRR-ZAM-2020-04501,Zambia,2020,0.82,subsistence,False,884.0,16.2,occasional,3,none,none,none,none,0.0,0.82,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,620.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4502,IRR-MAL-2020-04502,Mali,2020,1.28,semi-commercial,False,896.0,32.7,occasional,3,none,none,none,none,0.0,1.28,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,432.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4503,IRR-KEN-2019-04503,Kenya,2019,1.09,commercial,False,832.0,26.3,frequent,4,none,none,none,none,0.0,1.09,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,571.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4504,IRR-MAL-2019-04504,Mali,2019,0.43,subsistence,True,668.0,19.5,rare,7,surface,river,electric,private_company,0.38,0.06,87.0,14.0,6,fair,301.0,39.0,True,145.0,False,792.0,521.0,47.6,377.0,1.79,91.5,66.4,28.9,24.0,11.0,biweekly,visual,vegetables,27.9,1.4,2,2978.0,7924.0,True,False,True,0.0,7.9,poor,low,True,False,False,5.0,traditional,high_burden
4505,IRR-NIG-2020-04505,Nigeria,2020,5.22,semi-commercial,False,738.0,23.7,occasional,4,none,none,none,none,0.0,5.22,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,665.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4506,IRR-KEN-2023-04506,Kenya,2023,0.91,commercial,False,601.0,19.2,rare,6,none,none,none,none,0.0,0.91,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,461.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4507,IRR-UGA-2021-04507,Uganda,2021,1.81,subsistence,False,1177.0,34.3,rare,3,none,none,none,none,0.0,1.81,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,594.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4508,IRR-ZAM-2023-04508,Zambia,2023,0.82,semi-commercial,False,1058.0,34.1,rare,2,none,none,none,none,0.0,0.82,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,418.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4509,IRR-KEN-2025-04509,Kenya,2025,3.34,semi-commercial,False,565.0,27.7,rare,6,none,none,none,none,0.0,3.34,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,445.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4510,IRR-GHA-2020-04510,Ghana,2020,0.94,semi-commercial,False,890.0,26.7,occasional,3,none,none,none,none,0.0,0.94,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,472.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4511,IRR-MAL-2023-04511,Mali,2023,1.98,semi-commercial,True,752.0,16.8,rare,3,surface,reservoir,solar,shared,1.36,0.62,68.9,50.0,9,excellent,1089.0,159.0,False,0.0,False,439.0,446.0,54.3,239.0,1.82,94.5,89.1,45.7,0.0,41.0,as_needed,soil_moisture,rice,40.3,2.1,1,5982.0,4395.0,False,False,False,0.0,14.9,good,low,False,False,True,2.7,traditional,high_burden
4512,IRR-MAL-2020-04512,Malawi,2020,1.06,subsistence,False,888.0,30.8,rare,7,none,none,none,none,0.0,1.06,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,581.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4513,IRR-GHA-2019-04513,Ghana,2019,0.74,subsistence,False,540.0,17.3,rare,2,none,none,none,none,0.0,0.74,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,567.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4514,IRR-UGA-2023-04514,Uganda,2023,1.11,subsistence,False,491.0,27.3,rare,4,none,none,none,none,0.0,1.11,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,502.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4515,IRR-UGA-2024-04515,Uganda,2024,1.56,semi-commercial,False,869.0,32.1,rare,7,none,none,none,none,0.0,1.56,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,447.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4516,IRR-NIG-2020-04516,Nigeria,2020,0.92,semi-commercial,False,713.0,29.4,occasional,7,none,none,none,none,0.0,0.92,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,498.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4517,IRR-ZAM-2018-04517,Zambia,2018,0.98,semi-commercial,False,868.0,20.0,occasional,6,none,none,none,none,0.0,0.98,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,471.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4518,IRR-ETH-2020-04518,Ethiopia,2020,0.65,semi-commercial,False,658.0,17.9,frequent,6,none,none,none,none,0.0,0.65,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,585.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4519,IRR-MAL-2019-04519,Mali,2019,1.01,semi-commercial,False,621.0,18.7,occasional,3,none,none,none,none,0.0,1.01,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,594.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4520,IRR-MAL-2023-04520,Mali,2023,2.18,subsistence,False,641.0,17.0,frequent,3,none,none,none,none,0.0,2.18,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,660.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4521,IRR-MAL-2022-04521,Malawi,2022,0.4,subsistence,False,872.0,26.0,occasional,4,none,none,none,none,0.0,0.4,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,619.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4522,IRR-ETH-2024-04522,Ethiopia,2024,1.96,commercial,False,1647.0,19.7,frequent,4,none,none,none,none,0.0,1.96,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,444.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4523,IRR-MAL-2021-04523,Mali,2021,0.86,subsistence,True,400.0,34.5,frequent,4,manual,reservoir,gravity,government,0.31,0.55,36.4,14.0,9,good,62.0,6.0,True,23.0,True,800.0,684.0,63.3,506.0,1.9,78.0,85.0,41.9,0.0,25.0,biweekly,weather_based,horticulture,59.8,2.37,2,2492.0,7996.0,False,False,True,0.0,0.0,good,low,False,False,True,0.2,traditional,high_burden
4524,IRR-MAL-2024-04524,Mali,2024,0.52,commercial,False,878.0,24.8,occasional,7,none,none,none,none,0.0,0.52,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,586.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4525,IRR-TAN-2020-04525,Tanzania,2020,1.69,semi-commercial,False,739.0,19.7,occasional,7,none,none,none,none,0.0,1.69,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,599.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4526,IRR-TAN-2024-04526,Tanzania,2024,1.1,subsistence,False,1123.0,20.0,occasional,6,none,none,none,none,0.0,1.1,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,474.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4527,IRR-UGA-2023-04527,Uganda,2023,3.22,commercial,False,649.0,27.8,occasional,4,none,none,none,none,0.0,3.22,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,524.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4528,IRR-TAN-2018-04528,Tanzania,2018,1.5,subsistence,False,962.0,21.0,frequent,2,none,none,none,none,0.0,1.5,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,652.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4529,IRR-ZAM-2019-04529,Zambia,2019,1.18,semi-commercial,False,1189.0,23.5,occasional,7,none,none,none,none,0.0,1.18,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,662.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4530,IRR-KEN-2018-04530,Kenya,2018,1.95,subsistence,False,1061.0,34.3,rare,7,none,none,none,none,0.0,1.95,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,442.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4531,IRR-ZAM-2019-04531,Zambia,2019,0.59,semi-commercial,False,519.0,16.0,occasional,6,none,none,none,none,0.0,0.59,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,607.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4532,IRR-TAN-2024-04532,Tanzania,2024,0.81,semi-commercial,False,921.0,18.2,occasional,7,none,none,none,none,0.0,0.81,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,488.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4533,IRR-UGA-2018-04533,Uganda,2018,1.52,semi-commercial,False,523.0,27.2,occasional,2,none,none,none,none,0.0,1.52,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,483.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4534,IRR-NIG-2020-04534,Nigeria,2020,0.94,semi-commercial,False,829.0,30.8,rare,7,none,none,none,none,0.0,0.94,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,479.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4535,IRR-MAL-2018-04535,Malawi,2018,4.38,subsistence,False,765.0,25.6,rare,3,none,none,none,none,0.0,4.38,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,480.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4536,IRR-GHA-2025-04536,Ghana,2025,0.54,subsistence,False,976.0,17.4,rare,3,none,none,none,none,0.0,0.54,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,518.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4537,IRR-BUR-2025-04537,Burkina Faso,2025,2.83,subsistence,False,874.0,15.2,occasional,7,none,none,none,none,0.0,2.83,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,546.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4538,IRR-ETH-2022-04538,Ethiopia,2022,0.89,semi-commercial,False,915.0,19.2,occasional,6,none,none,none,none,0.0,0.89,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,546.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4539,IRR-MAL-2020-04539,Mali,2020,2.29,semi-commercial,False,1144.0,32.0,rare,4,none,none,none,none,0.0,2.29,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,531.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4540,IRR-KEN-2019-04540,Kenya,2019,0.97,subsistence,False,788.0,30.4,rare,2,none,none,none,none,0.0,0.97,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,577.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4541,IRR-ZAM-2020-04541,Zambia,2020,0.62,subsistence,True,464.0,24.8,rare,3,drip,river,wind,individual,0.54,0.07,88.1,33.0,11,poor,1359.0,141.0,False,0.0,False,363.0,405.0,84.6,307.0,1.17,84.5,74.9,53.5,0.0,8.0,weekly,soil_moisture,maize,38.0,2.18,2,1973.0,3629.0,False,False,False,0.0,0.0,poor,high,False,False,False,11.6,modern,high_burden
4542,IRR-GHA-2020-04542,Ghana,2020,0.5,semi-commercial,True,790.0,34.0,occasional,2,drip,rainwater_harvesting,manual,individual,0.37,0.13,73.8,15.0,4,good,915.0,75.0,True,287.0,False,609.0,435.0,90.6,552.0,2.11,74.5,88.3,59.6,0.0,5.0,weekly,visual,rice,39.5,2.11,1,2228.0,6087.0,False,False,False,0.0,0.0,good,high,True,False,False,9.4,modern,high_burden
4543,IRR-ZAM-2019-04543,Zambia,2019,1.04,commercial,False,713.0,28.4,frequent,4,none,none,none,none,0.0,1.04,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,502.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4544,IRR-ZAM-2025-04544,Zambia,2025,1.08,subsistence,False,1209.0,33.0,frequent,3,none,none,none,none,0.0,1.08,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,676.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4545,IRR-GHA-2023-04545,Ghana,2023,2.41,semi-commercial,False,776.0,20.5,rare,5,none,none,none,none,0.0,2.41,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,544.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4546,IRR-GHA-2024-04546,Ghana,2024,1.39,subsistence,False,639.0,20.2,occasional,5,none,none,none,none,0.0,1.39,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,543.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4547,IRR-TAN-2022-04547,Tanzania,2022,0.88,subsistence,True,681.0,31.3,occasional,2,sprinkler,river,diesel,shared,0.83,0.05,94.2,29.0,5,excellent,1248.0,154.0,False,0.0,False,586.0,487.0,78.6,461.0,1.08,73.4,79.1,45.7,178.0,17.0,as_needed,calendar,sugarcane,46.2,1.41,2,4877.0,5860.0,True,False,False,0.0,24.9,good,medium,False,False,False,6.1,modern,high_burden
4548,IRR-KEN-2020-04548,Kenya,2020,0.43,commercial,False,612.0,24.6,occasional,6,none,none,none,none,0.0,0.43,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,607.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4549,IRR-ETH-2024-04549,Ethiopia,2024,1.26,semi-commercial,False,866.0,34.3,rare,5,none,none,none,none,0.0,1.26,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,418.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4550,IRR-ZAM-2020-04550,Zambia,2020,0.79,semi-commercial,False,1401.0,19.4,frequent,6,none,none,none,none,0.0,0.79,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,457.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4551,IRR-ETH-2021-04551,Ethiopia,2021,2.29,semi-commercial,False,848.0,19.9,rare,3,none,none,none,none,0.0,2.29,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,653.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4552,IRR-ETH-2021-04552,Ethiopia,2021,0.66,subsistence,False,778.0,21.0,occasional,3,none,none,none,none,0.0,0.66,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,653.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4553,IRR-ZAM-2024-04553,Zambia,2024,1.44,semi-commercial,False,1180.0,26.4,frequent,5,none,none,none,none,0.0,1.44,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,653.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4554,IRR-TAN-2018-04554,Tanzania,2018,0.6,commercial,False,1042.0,24.3,rare,6,none,none,none,none,0.0,0.6,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,689.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4555,IRR-TAN-2023-04555,Tanzania,2023,0.97,subsistence,False,724.0,20.4,rare,5,none,none,none,none,0.0,0.97,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,635.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4556,IRR-MAL-2021-04556,Mali,2021,1.46,subsistence,False,1005.0,17.1,frequent,4,none,none,none,none,0.0,1.46,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,655.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4557,IRR-ZAM-2022-04557,Zambia,2022,0.5,semi-commercial,False,400.0,33.0,occasional,4,none,none,none,none,0.0,0.5,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,545.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4558,IRR-BUR-2023-04558,Burkina Faso,2023,2.4,subsistence,False,1148.0,33.5,rare,5,none,none,none,none,0.0,2.4,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,698.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4559,IRR-GHA-2023-04559,Ghana,2023,1.7,semi-commercial,False,446.0,32.1,occasional,3,none,none,none,none,0.0,1.7,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,437.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4560,IRR-NIG-2025-04560,Nigeria,2025,2.79,subsistence,False,543.0,25.1,rare,2,none,none,none,none,0.0,2.79,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,446.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4561,IRR-BUR-2023-04561,Burkina Faso,2023,2.57,subsistence,False,1379.0,27.7,occasional,6,none,none,none,none,0.0,2.57,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,669.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4562,IRR-GHA-2024-04562,Ghana,2024,0.83,semi-commercial,False,821.0,34.1,occasional,3,none,none,none,none,0.0,0.83,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,640.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4563,IRR-MAL-2020-04563,Malawi,2020,0.66,subsistence,False,718.0,18.1,rare,3,none,none,none,none,0.0,0.66,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,402.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4564,IRR-UGA-2021-04564,Uganda,2021,0.51,semi-commercial,False,1063.0,23.1,frequent,7,none,none,none,none,0.0,0.51,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,649.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4565,IRR-UGA-2018-04565,Uganda,2018,2.17,subsistence,True,966.0,25.4,rare,5,drip,lake,diesel,cooperative,0.91,1.26,41.9,41.0,15,fair,2275.0,252.0,True,1240.0,False,688.0,537.0,88.6,610.0,2.1,94.3,95.0,79.4,269.0,14.0,biweekly,calendar,vegetables,24.3,1.92,1,6264.0,6883.0,False,False,False,0.0,16.5,poor,high,True,False,False,8.6,modern,high_burden
4566,IRR-TAN-2018-04566,Tanzania,2018,3.31,subsistence,False,586.0,20.1,occasional,4,none,none,none,none,0.0,3.31,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,416.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4567,IRR-MAL-2018-04567,Mali,2018,1.43,subsistence,False,779.0,18.2,occasional,7,none,none,none,none,0.0,1.43,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,457.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4568,IRR-GHA-2024-04568,Ghana,2024,1.24,commercial,True,872.0,20.8,occasional,7,surface,rainwater_harvesting,solar,individual,0.75,0.49,60.7,29.0,6,excellent,603.0,78.0,False,0.0,False,476.0,575.0,54.5,259.0,1.82,74.8,74.3,30.3,0.0,23.0,weekly,calendar,cotton,47.5,1.94,2,3589.0,4762.0,False,False,False,0.0,16.3,good,low,False,False,False,2.0,traditional,high_burden
4569,IRR-MAL-2018-04569,Mali,2018,0.68,commercial,False,1098.0,22.1,rare,5,none,none,none,none,0.0,0.68,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,660.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4570,IRR-ETH-2019-04570,Ethiopia,2019,1.44,semi-commercial,False,1104.0,20.8,occasional,5,none,none,none,none,0.0,1.44,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,522.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4571,IRR-ETH-2024-04571,Ethiopia,2024,0.93,subsistence,False,1116.0,31.4,occasional,5,none,none,none,none,0.0,0.93,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,445.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4572,IRR-ZAM-2025-04572,Zambia,2025,0.59,semi-commercial,False,1010.0,27.3,occasional,3,none,none,none,none,0.0,0.59,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,460.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4573,IRR-BUR-2023-04573,Burkina Faso,2023,1.22,semi-commercial,True,557.0,32.1,frequent,3,manual,river,electric,government,0.37,0.85,30.6,18.0,10,good,75.0,5.0,True,33.0,False,743.0,528.0,59.1,439.0,1.82,82.7,71.4,34.9,45.0,30.0,weekly,weather_based,vegetables,30.2,1.58,2,2770.0,7425.0,False,False,False,0.0,19.6,good,low,False,True,False,0.4,traditional,high_burden
4574,IRR-NIG-2020-04574,Nigeria,2020,0.4,semi-commercial,False,797.0,28.4,rare,7,none,none,none,none,0.0,0.4,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,651.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4575,IRR-UGA-2025-04575,Uganda,2025,2.38,subsistence,False,1349.0,20.8,occasional,3,none,none,none,none,0.0,2.38,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,528.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4576,IRR-GHA-2020-04576,Ghana,2020,1.54,commercial,False,960.0,27.5,frequent,4,none,none,none,none,0.0,1.54,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,668.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4577,IRR-MAL-2025-04577,Malawi,2025,0.77,semi-commercial,False,566.0,30.1,rare,7,none,none,none,none,0.0,0.77,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,526.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4578,IRR-ETH-2023-04578,Ethiopia,2023,1.82,semi-commercial,False,943.0,28.4,rare,6,none,none,none,none,0.0,1.82,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,512.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4579,IRR-MAL-2019-04579,Malawi,2019,1.43,semi-commercial,False,957.0,17.7,occasional,5,none,none,none,none,0.0,1.43,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,674.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4580,IRR-ETH-2025-04580,Ethiopia,2025,4.27,subsistence,True,1083.0,19.8,occasional,2,manual,rainwater_harvesting,diesel,individual,4.23,0.04,99.0,153.0,13,fair,846.0,110.0,False,0.0,False,604.0,557.0,56.7,343.0,2.0,85.4,65.8,31.9,1052.0,338.0,daily,calendar,fruits,29.1,1.47,2,25556.0,6043.0,False,False,False,0.0,8.8,poor,low,False,False,False,1.4,traditional,high_burden
4581,IRR-UGA-2019-04581,Uganda,2019,2.61,subsistence,False,955.0,17.5,rare,4,none,none,none,none,0.0,2.61,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,663.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4582,IRR-NIG-2025-04582,Nigeria,2025,3.29,subsistence,True,1079.0,29.3,rare,2,surface,groundwater,solar,individual,3.09,0.2,93.8,163.0,11,poor,2470.0,356.0,False,0.0,False,504.0,530.0,55.0,278.0,1.22,88.8,74.6,36.5,0.0,93.0,weekly,calendar,horticulture,58.3,1.54,3,15571.0,5042.0,False,False,True,56.3,6.9,poor,low,True,False,False,2.6,traditional,high_burden
4583,IRR-GHA-2025-04583,Ghana,2025,0.81,subsistence,False,1103.0,26.1,occasional,5,none,none,none,none,0.0,0.81,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,460.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4584,IRR-GHA-2024-04584,Ghana,2024,3.8,subsistence,False,536.0,18.4,occasional,7,none,none,none,none,0.0,3.8,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,481.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4585,IRR-TAN-2018-04585,Tanzania,2018,1.06,subsistence,False,920.0,28.3,rare,6,none,none,none,none,0.0,1.06,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,666.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4586,IRR-UGA-2023-04586,Uganda,2023,0.46,subsistence,False,853.0,24.3,rare,3,none,none,none,none,0.0,0.46,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,603.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4587,IRR-UGA-2024-04587,Uganda,2024,2.41,semi-commercial,True,764.0,31.9,frequent,7,sprinkler,rainwater_harvesting,solar,cooperative,2.34,0.07,97.1,88.0,12,fair,3515.0,448.0,False,0.0,False,787.0,687.0,78.6,619.0,2.4,85.5,80.7,54.2,0.0,47.0,weekly,soil_moisture,rice,25.0,1.61,1,18441.0,7870.0,False,False,False,0.0,11.5,poor,medium,False,True,False,11.7,modern,high_burden
4588,IRR-KEN-2021-04588,Kenya,2021,1.21,commercial,False,1239.0,16.1,occasional,6,none,none,none,none,0.0,1.21,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,693.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4589,IRR-BUR-2018-04589,Burkina Faso,2018,0.53,semi-commercial,False,1192.0,18.6,occasional,7,none,none,none,none,0.0,0.53,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,521.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4590,IRR-KEN-2021-04590,Kenya,2021,1.09,subsistence,False,786.0,28.1,rare,6,none,none,none,none,0.0,1.09,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,510.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4591,IRR-BUR-2025-04591,Burkina Faso,2025,0.36,commercial,False,1139.0,19.7,rare,3,none,none,none,none,0.0,0.36,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,405.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4592,IRR-BUR-2018-04592,Burkina Faso,2018,2.85,subsistence,False,895.0,19.7,occasional,2,none,none,none,none,0.0,2.85,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,467.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4593,IRR-NIG-2019-04593,Nigeria,2019,1.45,subsistence,False,1071.0,34.2,rare,2,none,none,none,none,0.0,1.45,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,456.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4594,IRR-KEN-2022-04594,Kenya,2022,3.53,commercial,False,898.0,16.9,occasional,5,none,none,none,none,0.0,3.53,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,533.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4595,IRR-BUR-2021-04595,Burkina Faso,2021,0.79,subsistence,False,1003.0,21.2,frequent,2,none,none,none,none,0.0,0.79,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,500.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4596,IRR-NIG-2022-04596,Nigeria,2022,6.22,subsistence,False,1061.0,15.5,occasional,4,none,none,none,none,0.0,6.22,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,686.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4597,IRR-ZAM-2024-04597,Zambia,2024,0.75,commercial,False,1137.0,20.2,rare,3,none,none,none,none,0.0,0.75,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,566.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4598,IRR-ETH-2020-04598,Ethiopia,2020,0.53,semi-commercial,False,1007.0,15.6,rare,7,none,none,none,none,0.0,0.53,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,449.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4599,IRR-KEN-2021-04599,Kenya,2021,0.89,semi-commercial,False,894.0,27.5,occasional,3,none,none,none,none,0.0,0.89,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,561.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4600,IRR-NIG-2024-04600,Nigeria,2024,2.02,subsistence,False,867.0,25.2,occasional,4,none,none,none,none,0.0,2.02,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,677.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4601,IRR-MAL-2022-04601,Malawi,2022,3.15,semi-commercial,False,884.0,21.7,occasional,6,none,none,none,none,0.0,3.15,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,659.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4602,IRR-ZAM-2019-04602,Zambia,2019,1.73,semi-commercial,False,1037.0,17.4,occasional,2,none,none,none,none,0.0,1.73,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,550.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4603,IRR-GHA-2025-04603,Ghana,2025,2.6,subsistence,False,527.0,24.8,rare,6,none,none,none,none,0.0,2.6,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,484.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4604,IRR-ETH-2022-04604,Ethiopia,2022,3.93,subsistence,False,971.0,32.9,rare,3,none,none,none,none,0.0,3.93,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,624.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4605,IRR-MAL-2025-04605,Malawi,2025,3.54,subsistence,False,775.0,28.3,occasional,4,none,none,none,none,0.0,3.54,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,535.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4606,IRR-NIG-2022-04606,Nigeria,2022,0.2,semi-commercial,False,633.0,20.1,occasional,4,none,none,none,none,0.0,0.2,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,424.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4607,IRR-TAN-2024-04607,Tanzania,2024,2.3,semi-commercial,False,502.0,22.1,frequent,7,none,none,none,none,0.0,2.3,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,418.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4608,IRR-KEN-2020-04608,Kenya,2020,0.86,subsistence,False,718.0,17.7,rare,4,none,none,none,none,0.0,0.86,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,504.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4609,IRR-UGA-2025-04609,Uganda,2025,1.28,subsistence,False,757.0,27.6,occasional,5,none,none,none,none,0.0,1.28,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,599.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4610,IRR-NIG-2025-04610,Nigeria,2025,0.87,semi-commercial,False,767.0,33.6,occasional,4,none,none,none,none,0.0,0.87,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,596.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4611,IRR-TAN-2025-04611,Tanzania,2025,1.14,subsistence,False,997.0,33.3,occasional,5,none,none,none,none,0.0,1.14,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,488.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4612,IRR-ZAM-2021-04612,Zambia,2021,1.25,subsistence,False,1018.0,17.2,rare,2,none,none,none,none,0.0,1.25,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,636.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4613,IRR-MAL-2024-04613,Malawi,2024,1.42,semi-commercial,False,1224.0,26.5,occasional,5,none,none,none,none,0.0,1.42,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,570.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4614,IRR-MAL-2022-04614,Malawi,2022,1.26,semi-commercial,False,1037.0,19.6,occasional,7,none,none,none,none,0.0,1.26,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,533.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4615,IRR-MAL-2018-04615,Mali,2018,6.57,subsistence,False,765.0,23.5,occasional,6,none,none,none,none,0.0,6.57,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,550.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4616,IRR-UGA-2020-04616,Uganda,2020,1.04,semi-commercial,False,699.0,32.8,frequent,5,none,none,none,none,0.0,1.04,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,662.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4617,IRR-TAN-2022-04617,Tanzania,2022,2.09,semi-commercial,False,910.0,34.5,rare,2,none,none,none,none,0.0,2.09,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,631.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4618,IRR-GHA-2020-04618,Ghana,2020,1.21,subsistence,False,1050.0,23.5,frequent,7,none,none,none,none,0.0,1.21,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,424.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4619,IRR-MAL-2022-04619,Malawi,2022,0.75,subsistence,False,1142.0,27.6,occasional,2,none,none,none,none,0.0,0.75,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,697.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4620,IRR-MAL-2023-04620,Mali,2023,1.67,subsistence,True,1118.0,31.3,frequent,2,drip,groundwater,diesel,individual,1.51,0.16,90.6,73.0,15,fair,3786.0,192.0,True,1524.0,False,623.0,402.0,85.3,531.0,1.84,79.1,85.3,57.6,434.0,23.0,daily,calendar,rice,23.0,1.75,1,9429.0,6227.0,False,False,False,53.5,14.6,poor,high,True,True,False,19.7,modern,high_burden
4621,IRR-ZAM-2023-04621,Zambia,2023,0.54,semi-commercial,False,1263.0,28.9,occasional,7,none,none,none,none,0.0,0.54,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,522.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4622,IRR-UGA-2021-04622,Uganda,2021,1.86,semi-commercial,False,1365.0,29.8,frequent,6,none,none,none,none,0.0,1.86,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,684.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4623,IRR-MAL-2024-04623,Malawi,2024,1.92,subsistence,False,957.0,24.3,occasional,3,none,none,none,none,0.0,1.92,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,565.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4624,IRR-BUR-2018-04624,Burkina Faso,2018,0.39,subsistence,False,1006.0,26.0,rare,2,none,none,none,none,0.0,0.39,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,628.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4625,IRR-UGA-2023-04625,Uganda,2023,0.74,subsistence,False,759.0,25.5,occasional,5,none,none,none,none,0.0,0.74,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,431.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4626,IRR-BUR-2020-04626,Burkina Faso,2020,0.52,subsistence,False,964.0,18.2,occasional,5,none,none,none,none,0.0,0.52,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,472.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4627,IRR-TAN-2021-04627,Tanzania,2021,0.96,subsistence,False,882.0,24.6,frequent,7,none,none,none,none,0.0,0.96,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,417.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4628,IRR-UGA-2018-04628,Uganda,2018,1.72,subsistence,False,636.0,32.6,occasional,6,none,none,none,none,0.0,1.72,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,536.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4629,IRR-MAL-2021-04629,Mali,2021,1.14,semi-commercial,False,661.0,24.6,rare,7,none,none,none,none,0.0,1.14,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,410.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4630,IRR-GHA-2024-04630,Ghana,2024,1.89,semi-commercial,False,692.0,29.0,frequent,2,none,none,none,none,0.0,1.89,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,473.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4631,IRR-MAL-2024-04631,Mali,2024,1.76,semi-commercial,False,944.0,29.3,rare,3,none,none,none,none,0.0,1.76,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,641.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4632,IRR-MAL-2019-04632,Malawi,2019,1.11,semi-commercial,False,1191.0,28.5,occasional,4,none,none,none,none,0.0,1.11,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,566.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4633,IRR-ZAM-2025-04633,Zambia,2025,2.12,subsistence,False,693.0,18.3,occasional,3,none,none,none,none,0.0,2.12,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,552.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4634,IRR-GHA-2020-04634,Ghana,2020,1.28,semi-commercial,False,887.0,18.8,occasional,6,none,none,none,none,0.0,1.28,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,598.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4635,IRR-GHA-2025-04635,Ghana,2025,1.26,subsistence,True,961.0,15.5,rare,4,sprinkler,river,electric,individual,0.41,0.85,32.4,23.0,8,fair,614.0,68.0,False,0.0,False,695.0,496.0,71.2,494.0,1.99,85.7,60.0,36.6,42.0,8.0,biweekly,calendar,cotton,40.0,1.46,2,2841.0,6945.0,False,False,False,0.0,18.9,poor,medium,False,False,False,2.4,modern,high_burden
4636,IRR-UGA-2021-04636,Uganda,2021,0.72,subsistence,False,1135.0,27.1,rare,3,none,none,none,none,0.0,0.72,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,448.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4637,IRR-MAL-2022-04637,Malawi,2022,4.97,commercial,False,590.0,28.7,rare,2,none,none,none,none,0.0,4.97,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,515.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4638,IRR-GHA-2019-04638,Ghana,2019,2.11,subsistence,False,1070.0,18.1,frequent,4,none,none,none,none,0.0,2.11,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,521.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4639,IRR-MAL-2021-04639,Mali,2021,1.16,semi-commercial,False,1216.0,34.1,occasional,2,none,none,none,none,0.0,1.16,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,413.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4640,IRR-BUR-2018-04640,Burkina Faso,2018,1.67,subsistence,False,1157.0,32.4,rare,3,none,none,none,none,0.0,1.67,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,408.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4641,IRR-TAN-2020-04641,Tanzania,2020,1.63,commercial,False,517.0,26.7,occasional,2,none,none,none,none,0.0,1.63,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,408.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4642,IRR-UGA-2019-04642,Uganda,2019,2.98,semi-commercial,False,726.0,27.4,rare,3,none,none,none,none,0.0,2.98,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,686.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4643,IRR-NIG-2020-04643,Nigeria,2020,1.04,subsistence,False,982.0,22.5,frequent,6,none,none,none,none,0.0,1.04,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,577.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4644,IRR-TAN-2025-04644,Tanzania,2025,5.67,semi-commercial,True,1024.0,30.7,occasional,2,surface,rainwater_harvesting,electric,cooperative,3.79,1.88,66.9,174.0,15,good,3033.0,156.0,False,0.0,False,379.0,613.0,53.4,202.0,0.96,93.9,87.7,44.0,270.0,114.0,weekly,visual,cotton,46.3,1.77,1,14362.0,3789.0,False,True,True,0.0,5.5,good,low,True,False,False,2.3,traditional,high_burden
4645,IRR-NIG-2025-04645,Nigeria,2025,1.35,semi-commercial,False,939.0,34.7,occasional,6,none,none,none,none,0.0,1.35,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,551.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4646,IRR-NIG-2020-04646,Nigeria,2020,3.21,semi-commercial,False,951.0,29.7,rare,7,none,none,none,none,0.0,3.21,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,543.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4647,IRR-BUR-2024-04647,Burkina Faso,2024,4.27,subsistence,False,746.0,18.3,occasional,3,none,none,none,none,0.0,4.27,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,568.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4648,IRR-MAL-2021-04648,Malawi,2021,11.66,semi-commercial,False,1011.0,22.5,occasional,7,none,none,none,none,0.0,11.66,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,463.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4649,IRR-BUR-2021-04649,Burkina Faso,2021,0.73,semi-commercial,False,663.0,28.8,frequent,3,none,none,none,none,0.0,0.73,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,623.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4650,IRR-UGA-2024-04650,Uganda,2024,1.94,semi-commercial,True,925.0,19.7,occasional,7,sprinkler,river,solar,individual,0.72,1.22,37.0,26.0,15,poor,1077.0,89.0,True,621.0,False,494.0,528.0,69.8,345.0,1.97,79.9,85.9,47.9,0.0,14.0,as_needed,calendar,maize,46.0,1.36,2,3548.0,4941.0,False,False,False,0.0,2.6,poor,medium,True,False,False,2.4,modern,high_burden
4651,IRR-BUR-2019-04651,Burkina Faso,2019,0.99,semi-commercial,False,400.0,26.2,occasional,3,none,none,none,none,0.0,0.99,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,496.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4652,IRR-TAN-2023-04652,Tanzania,2023,1.2,semi-commercial,False,804.0,19.2,occasional,3,none,none,none,none,0.0,1.2,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,606.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4653,IRR-UGA-2024-04653,Uganda,2024,1.14,subsistence,False,1003.0,17.3,frequent,2,none,none,none,none,0.0,1.14,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,452.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4654,IRR-MAL-2025-04654,Malawi,2025,0.99,subsistence,False,467.0,29.4,rare,4,none,none,none,none,0.0,0.99,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,580.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4655,IRR-MAL-2025-04655,Malawi,2025,1.56,subsistence,True,840.0,19.7,rare,3,flood,reservoir,gravity,individual,0.54,1.02,34.5,27.0,9,excellent,215.0,31.0,False,0.0,False,557.0,463.0,39.6,221.0,2.09,88.3,72.8,25.4,0.0,22.0,biweekly,visual,vegetables,49.9,1.9,1,2999.0,5574.0,False,False,False,0.0,0.0,good,low,False,False,True,0.6,traditional,high_burden
4656,IRR-ZAM-2018-04656,Zambia,2018,0.37,subsistence,False,1046.0,21.3,rare,2,none,none,none,none,0.0,0.37,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,623.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4657,IRR-BUR-2021-04657,Burkina Faso,2021,1.58,semi-commercial,False,595.0,24.0,frequent,5,none,none,none,none,0.0,1.58,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,421.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4658,IRR-MAL-2025-04658,Mali,2025,3.36,subsistence,False,838.0,33.3,occasional,5,none,none,none,none,0.0,3.36,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,694.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4659,IRR-MAL-2024-04659,Mali,2024,3.88,semi-commercial,True,1269.0,27.9,occasional,6,flood,reservoir,gravity,shared,1.51,2.37,38.9,87.0,6,excellent,604.0,41.0,False,0.0,False,474.0,655.0,43.0,204.0,2.06,80.3,84.0,29.0,0.0,60.0,biweekly,calendar,fruits,24.7,1.87,2,7154.0,4738.0,False,False,False,0.0,0.0,good,low,False,False,True,1.3,traditional,high_burden
4660,IRR-BUR-2025-04660,Burkina Faso,2025,0.63,semi-commercial,True,891.0,18.1,occasional,3,drip,lake,diesel,cooperative,0.42,0.21,67.0,15.0,2,fair,1056.0,61.0,True,343.0,False,312.0,488.0,95.0,297.0,1.33,79.0,76.0,57.1,67.0,6.0,biweekly,calendar,maize,26.7,2.05,1,1319.0,3124.0,False,False,False,0.0,19.9,poor,high,False,False,False,12.6,modern,high_burden
4661,IRR-NIG-2019-04661,Nigeria,2019,5.46,semi-commercial,False,1118.0,22.2,occasional,5,none,none,none,none,0.0,5.46,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,536.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4662,IRR-GHA-2021-04662,Ghana,2021,1.06,semi-commercial,False,469.0,23.4,frequent,7,none,none,none,none,0.0,1.06,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,584.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4663,IRR-MAL-2020-04663,Mali,2020,1.92,subsistence,False,940.0,20.2,occasional,7,none,none,none,none,0.0,1.92,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,448.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4664,IRR-MAL-2023-04664,Malawi,2023,1.48,subsistence,False,636.0,17.1,rare,4,none,none,none,none,0.0,1.48,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,456.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4665,IRR-TAN-2018-04665,Tanzania,2018,0.73,commercial,False,963.0,18.0,occasional,6,none,none,none,none,0.0,0.73,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,426.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4666,IRR-UGA-2021-04666,Uganda,2021,1.65,subsistence,True,760.0,26.0,rare,6,flood,river,manual,government,0.54,1.11,32.7,20.0,1,good,216.0,23.0,False,0.0,False,548.0,614.0,40.0,219.0,1.5,80.5,69.6,22.4,0.0,22.0,daily,visual,vegetables,40.5,2.23,1,2962.0,5481.0,False,True,True,0.0,0.0,good,low,True,False,False,0.6,traditional,high_burden
4667,IRR-TAN-2021-04667,Tanzania,2021,1.37,semi-commercial,False,1053.0,23.7,occasional,2,none,none,none,none,0.0,1.37,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,567.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4668,IRR-BUR-2023-04668,Burkina Faso,2023,1.72,semi-commercial,True,891.0,21.7,rare,5,surface,reservoir,diesel,shared,1.39,0.33,80.8,59.0,13,fair,1114.0,65.0,True,641.0,False,436.0,638.0,58.7,256.0,1.04,84.8,63.9,31.8,332.0,42.0,weekly,visual,fruits,59.7,2.01,3,6074.0,4362.0,False,False,False,0.0,10.8,poor,low,False,False,False,2.2,traditional,high_burden
4669,IRR-MAL-2024-04669,Malawi,2024,0.42,semi-commercial,False,766.0,22.9,frequent,5,none,none,none,none,0.0,0.42,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,602.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4670,IRR-BUR-2021-04670,Burkina Faso,2021,0.31,commercial,False,1259.0,34.4,rare,5,none,none,none,none,0.0,0.31,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,517.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4671,IRR-TAN-2022-04671,Tanzania,2022,2.29,subsistence,False,913.0,20.5,frequent,7,none,none,none,none,0.0,2.29,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,426.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4672,IRR-BUR-2023-04672,Burkina Faso,2023,0.74,commercial,False,1071.0,23.9,rare,2,none,none,none,none,0.0,0.74,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,418.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4673,IRR-BUR-2020-04673,Burkina Faso,2020,0.96,semi-commercial,False,964.0,20.1,occasional,2,none,none,none,none,0.0,0.96,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,500.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4674,IRR-UGA-2019-04674,Uganda,2019,0.25,commercial,False,1079.0,31.8,occasional,5,none,none,none,none,0.0,0.25,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,694.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4675,IRR-BUR-2018-04675,Burkina Faso,2018,0.85,semi-commercial,False,948.0,19.5,occasional,7,none,none,none,none,0.0,0.85,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,409.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4676,IRR-GHA-2023-04676,Ghana,2023,1.39,semi-commercial,False,906.0,21.5,rare,2,none,none,none,none,0.0,1.39,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,656.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4677,IRR-KEN-2019-04677,Kenya,2019,4.37,semi-commercial,False,516.0,22.5,occasional,4,none,none,none,none,0.0,4.37,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,444.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4678,IRR-MAL-2022-04678,Mali,2022,3.58,semi-commercial,False,811.0,17.3,occasional,5,none,none,none,none,0.0,3.58,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,483.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4679,IRR-ETH-2019-04679,Ethiopia,2019,0.9,subsistence,False,1208.0,27.3,occasional,2,none,none,none,none,0.0,0.9,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,406.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4680,IRR-MAL-2025-04680,Mali,2025,1.78,subsistence,False,1115.0,30.8,occasional,7,none,none,none,none,0.0,1.78,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,611.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4681,IRR-MAL-2020-04681,Mali,2020,1.61,commercial,False,529.0,32.3,frequent,6,none,none,none,none,0.0,1.61,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,651.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4682,IRR-ETH-2020-04682,Ethiopia,2020,0.98,subsistence,False,1013.0,18.2,rare,4,none,none,none,none,0.0,0.98,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,616.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4683,IRR-MAL-2019-04683,Mali,2019,1.49,subsistence,False,815.0,23.5,occasional,4,none,none,none,none,0.0,1.49,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,520.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4684,IRR-MAL-2024-04684,Mali,2024,0.96,subsistence,True,1090.0,19.0,rare,3,surface,river,solar,individual,0.83,0.14,85.9,30.0,0,good,663.0,75.0,False,0.0,False,567.0,526.0,59.6,338.0,1.22,74.1,74.8,33.0,0.0,25.0,as_needed,visual,maize,51.8,1.49,1,4704.0,5674.0,False,False,False,0.0,24.6,good,low,True,False,False,2.7,traditional,high_burden
4685,IRR-NIG-2020-04685,Nigeria,2020,0.59,commercial,False,1204.0,27.2,frequent,5,none,none,none,none,0.0,0.59,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,466.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4686,IRR-MAL-2019-04686,Malawi,2019,6.21,semi-commercial,False,756.0,15.7,rare,3,none,none,none,none,0.0,6.21,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,645.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4687,IRR-MAL-2018-04687,Mali,2018,0.85,semi-commercial,False,1027.0,27.1,occasional,5,none,none,none,none,0.0,0.85,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,538.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4688,IRR-MAL-2020-04688,Mali,2020,2.43,semi-commercial,False,876.0,20.1,frequent,7,none,none,none,none,0.0,2.43,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,674.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4689,IRR-KEN-2021-04689,Kenya,2021,1.05,subsistence,False,654.0,15.0,rare,2,none,none,none,none,0.0,1.05,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,474.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4690,IRR-TAN-2018-04690,Tanzania,2018,9.77,subsistence,False,601.0,24.2,occasional,3,none,none,none,none,0.0,9.77,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,669.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4691,IRR-MAL-2024-04691,Malawi,2024,1.8,commercial,False,528.0,29.7,occasional,7,none,none,none,none,0.0,1.8,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,417.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4692,IRR-UGA-2023-04692,Uganda,2023,3.31,semi-commercial,False,1061.0,24.5,rare,6,none,none,none,none,0.0,3.31,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,610.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4693,IRR-GHA-2023-04693,Ghana,2023,1.72,semi-commercial,False,1052.0,32.7,rare,4,none,none,none,none,0.0,1.72,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,499.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4694,IRR-MAL-2019-04694,Malawi,2019,0.79,subsistence,False,1150.0,32.1,frequent,7,none,none,none,none,0.0,0.79,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,605.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4695,IRR-BUR-2018-04695,Burkina Faso,2018,1.64,subsistence,False,916.0,28.6,occasional,4,none,none,none,none,0.0,1.64,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,488.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4696,IRR-UGA-2024-04696,Uganda,2024,0.93,semi-commercial,False,514.0,31.9,rare,2,none,none,none,none,0.0,0.93,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,501.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4697,IRR-TAN-2018-04697,Tanzania,2018,0.95,commercial,False,1038.0,25.9,frequent,2,none,none,none,none,0.0,0.95,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,514.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4698,IRR-ETH-2019-04698,Ethiopia,2019,1.29,subsistence,False,854.0,15.2,frequent,5,none,none,none,none,0.0,1.29,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,668.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4699,IRR-MAL-2019-04699,Mali,2019,0.85,subsistence,False,619.0,21.3,frequent,6,none,none,none,none,0.0,0.85,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,493.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4700,IRR-GHA-2024-04700,Ghana,2024,0.25,subsistence,False,744.0,31.9,frequent,6,none,none,none,none,0.0,0.25,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,697.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4701,IRR-GHA-2022-04701,Ghana,2022,2.82,subsistence,False,758.0,21.9,rare,3,none,none,none,none,0.0,2.82,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,619.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4702,IRR-ZAM-2018-04702,Zambia,2018,5.53,subsistence,False,400.0,25.9,frequent,3,none,none,none,none,0.0,5.53,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,677.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4703,IRR-UGA-2021-04703,Uganda,2021,1.15,commercial,False,810.0,26.1,frequent,3,none,none,none,none,0.0,1.15,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,472.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4704,IRR-ETH-2019-04704,Ethiopia,2019,1.92,subsistence,False,1197.0,18.2,occasional,4,none,none,none,none,0.0,1.92,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,455.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4705,IRR-NIG-2022-04705,Nigeria,2022,1.94,subsistence,False,1077.0,29.2,occasional,4,none,none,none,none,0.0,1.94,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,484.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4706,IRR-ETH-2025-04706,Ethiopia,2025,0.53,subsistence,False,820.0,15.0,frequent,4,none,none,none,none,0.0,0.53,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,600.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4707,IRR-GHA-2021-04707,Ghana,2021,0.75,subsistence,False,779.0,23.5,rare,4,none,none,none,none,0.0,0.75,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,690.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4708,IRR-UGA-2022-04708,Uganda,2022,0.97,semi-commercial,False,1001.0,23.7,rare,4,none,none,none,none,0.0,0.97,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,613.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4709,IRR-ETH-2020-04709,Ethiopia,2020,2.77,semi-commercial,True,814.0,31.6,occasional,3,flood,groundwater,gravity,individual,0.93,1.85,33.4,35.0,5,fair,371.0,22.0,False,0.0,False,382.0,463.0,38.7,148.0,1.73,70.8,74.5,20.4,0.0,37.0,daily,visual,cotton,55.0,1.38,1,3543.0,3818.0,False,False,False,10.5,0.0,poor,low,False,False,False,0.5,traditional,high_burden
4710,IRR-BUR-2023-04710,Burkina Faso,2023,1.92,commercial,False,870.0,34.7,occasional,2,none,none,none,none,0.0,1.92,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,633.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4711,IRR-ZAM-2020-04711,Zambia,2020,0.51,subsistence,False,1212.0,25.1,frequent,6,none,none,none,none,0.0,0.51,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,540.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4712,IRR-BUR-2023-04712,Burkina Faso,2023,1.45,subsistence,False,763.0,21.3,occasional,7,none,none,none,none,0.0,1.45,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,517.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4713,IRR-KEN-2021-04713,Kenya,2021,3.49,subsistence,False,507.0,32.3,rare,4,none,none,none,none,0.0,3.49,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,592.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4714,IRR-ETH-2025-04714,Ethiopia,2025,1.14,semi-commercial,True,618.0,24.3,frequent,7,sprinkler,groundwater,diesel,shared,0.78,0.35,69.0,25.0,19,poor,1174.0,163.0,False,0.0,False,572.0,514.0,76.9,440.0,1.17,84.6,89.8,58.4,137.0,16.0,as_needed,visual,horticulture,33.5,2.41,3,4481.0,5723.0,False,False,True,78.9,19.5,poor,medium,True,False,False,6.2,modern,high_burden
4715,IRR-TAN-2019-04715,Tanzania,2019,0.75,subsistence,False,1158.0,31.2,rare,5,none,none,none,none,0.0,0.75,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,483.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4716,IRR-UGA-2025-04716,Uganda,2025,0.97,semi-commercial,False,843.0,18.9,rare,6,none,none,none,none,0.0,0.97,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,641.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4717,IRR-TAN-2019-04717,Tanzania,2019,1.92,semi-commercial,False,403.0,16.9,rare,2,none,none,none,none,0.0,1.92,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,402.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4718,IRR-ZAM-2021-04718,Zambia,2021,2.2,semi-commercial,False,950.0,25.5,rare,6,none,none,none,none,0.0,2.2,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,524.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4719,IRR-MAL-2020-04719,Malawi,2020,2.08,semi-commercial,False,1219.0,15.7,frequent,7,none,none,none,none,0.0,2.08,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,655.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4720,IRR-MAL-2022-04720,Malawi,2022,5.64,semi-commercial,False,922.0,34.3,frequent,3,none,none,none,none,0.0,5.64,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,411.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4721,IRR-KEN-2020-04721,Kenya,2020,0.71,semi-commercial,False,1433.0,21.9,occasional,2,none,none,none,none,0.0,0.71,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,520.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4722,IRR-TAN-2022-04722,Tanzania,2022,5.79,subsistence,False,916.0,22.7,occasional,5,none,none,none,none,0.0,5.79,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,589.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4723,IRR-TAN-2023-04723,Tanzania,2023,2.27,subsistence,False,1256.0,16.3,rare,7,none,none,none,none,0.0,2.27,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,616.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4724,IRR-BUR-2020-04724,Burkina Faso,2020,2.25,semi-commercial,False,560.0,34.6,occasional,2,none,none,none,none,0.0,2.25,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,509.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4725,IRR-ETH-2022-04725,Ethiopia,2022,1.54,semi-commercial,False,544.0,31.6,occasional,4,none,none,none,none,0.0,1.54,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,484.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4726,IRR-MAL-2019-04726,Mali,2019,2.96,subsistence,False,1094.0,26.9,occasional,6,none,none,none,none,0.0,2.96,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,631.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4727,IRR-BUR-2022-04727,Burkina Faso,2022,0.9,commercial,True,1087.0,22.0,frequent,7,sprinkler,rainwater_harvesting,solar,shared,0.83,0.07,92.0,26.0,19,poor,1247.0,129.0,False,0.0,False,434.0,447.0,75.3,327.0,1.18,92.2,70.2,48.7,0.0,17.0,daily,visual,horticulture,25.8,1.83,2,3604.0,4336.0,True,True,False,0.0,13.3,poor,medium,False,True,False,10.7,modern,high_burden
4728,IRR-MAL-2022-04728,Mali,2022,1.41,semi-commercial,True,661.0,25.3,rare,5,drip,river,gravity,government,0.64,0.77,45.2,22.0,7,good,1596.0,95.0,False,0.0,True,796.0,613.0,83.2,662.0,1.84,87.1,79.9,57.9,0.0,10.0,biweekly,weather_based,cotton,57.2,1.98,2,5082.0,7959.0,True,False,False,0.0,0.0,good,high,False,False,False,4.0,modern,high_burden
4729,IRR-BUR-2022-04729,Burkina Faso,2022,2.6,commercial,True,841.0,21.5,rare,2,surface,reservoir,gravity,shared,1.98,0.62,76.1,116.0,5,poor,1586.0,142.0,False,0.0,False,788.0,604.0,53.8,424.0,0.93,83.7,86.8,39.1,0.0,59.0,biweekly,calendar,vegetables,32.4,1.25,1,15630.0,7885.0,False,False,True,0.0,0.0,poor,low,True,False,False,3.8,traditional,high_burden
4730,IRR-MAL-2021-04730,Mali,2021,1.5,subsistence,False,653.0,17.4,frequent,7,none,none,none,none,0.0,1.5,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,431.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4731,IRR-ZAM-2020-04731,Zambia,2020,1.22,semi-commercial,True,700.0,20.5,frequent,5,flood,rainwater_harvesting,electric,shared,0.66,0.56,54.1,39.0,18,fair,265.0,25.0,True,123.0,False,695.0,615.0,45.4,316.0,0.92,93.2,72.3,30.6,54.0,27.0,daily,visual,cotton,57.5,1.31,2,4606.0,6951.0,False,False,True,0.0,11.3,poor,low,False,False,False,0.8,traditional,high_burden
4732,IRR-KEN-2019-04732,Kenya,2019,0.83,subsistence,False,969.0,16.0,occasional,4,none,none,none,none,0.0,0.83,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,633.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4733,IRR-NIG-2019-04733,Nigeria,2019,1.27,subsistence,False,745.0,19.1,occasional,3,none,none,none,none,0.0,1.27,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,697.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4734,IRR-MAL-2020-04734,Mali,2020,2.55,subsistence,False,953.0,24.4,rare,6,none,none,none,none,0.0,2.55,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,439.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4735,IRR-BUR-2018-04735,Burkina Faso,2018,0.56,subsistence,False,1196.0,24.9,occasional,7,none,none,none,none,0.0,0.56,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,464.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4736,IRR-BUR-2021-04736,Burkina Faso,2021,0.49,subsistence,False,1448.0,27.5,occasional,6,none,none,none,none,0.0,0.49,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,445.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4737,IRR-BUR-2022-04737,Burkina Faso,2022,1.25,semi-commercial,False,1090.0,19.2,rare,6,none,none,none,none,0.0,1.25,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,525.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4738,IRR-ZAM-2023-04738,Zambia,2023,0.66,subsistence,True,1149.0,33.4,occasional,2,flood,groundwater,electric,individual,0.66,0.01,98.6,30.0,18,good,262.0,27.0,True,107.0,False,471.0,479.0,39.0,183.0,1.74,90.4,87.4,30.8,82.0,26.0,as_needed,calendar,fruits,21.9,2.15,1,3083.0,4705.0,False,False,False,6.3,7.6,good,low,True,False,True,3.6,traditional,high_burden
4739,IRR-BUR-2024-04739,Burkina Faso,2024,0.83,commercial,False,1006.0,26.2,occasional,5,none,none,none,none,0.0,0.83,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,598.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4740,IRR-GHA-2020-04740,Ghana,2020,1.32,subsistence,False,874.0,25.8,frequent,4,none,none,none,none,0.0,1.32,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,695.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4741,IRR-GHA-2019-04741,Ghana,2019,0.61,semi-commercial,False,1328.0,23.8,rare,6,none,none,none,none,0.0,0.61,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,593.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4742,IRR-KEN-2023-04742,Kenya,2023,2.28,commercial,False,449.0,31.8,occasional,3,none,none,none,none,0.0,2.28,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,668.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4743,IRR-ETH-2020-04743,Ethiopia,2020,0.72,subsistence,False,773.0,18.5,occasional,7,none,none,none,none,0.0,0.72,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,631.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4744,IRR-BUR-2021-04744,Burkina Faso,2021,0.89,subsistence,False,457.0,16.5,occasional,7,none,none,none,none,0.0,0.89,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,473.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4745,IRR-UGA-2024-04745,Uganda,2024,1.13,semi-commercial,False,1444.0,28.6,rare,6,none,none,none,none,0.0,1.13,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,592.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4746,IRR-KEN-2021-04746,Kenya,2021,4.85,semi-commercial,False,541.0,16.7,rare,6,none,none,none,none,0.0,4.85,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,505.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4747,IRR-MAL-2024-04747,Malawi,2024,0.55,subsistence,False,1076.0,16.8,rare,4,none,none,none,none,0.0,0.55,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,664.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4748,IRR-BUR-2023-04748,Burkina Faso,2023,5.12,subsistence,False,768.0,31.4,occasional,5,none,none,none,none,0.0,5.12,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,627.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4749,IRR-KEN-2019-04749,Kenya,2019,2.17,commercial,False,888.0,18.9,rare,2,none,none,none,none,0.0,2.17,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,403.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4750,IRR-NIG-2024-04750,Nigeria,2024,2.15,subsistence,False,940.0,25.7,occasional,7,none,none,none,none,0.0,2.15,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,460.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4751,IRR-MAL-2024-04751,Malawi,2024,0.97,subsistence,True,850.0,31.5,occasional,6,drip,groundwater,gravity,individual,0.71,0.26,73.6,36.0,6,fair,1784.0,224.0,False,0.0,False,620.0,473.0,90.9,564.0,1.5,76.7,81.9,57.1,0.0,11.0,weekly,visual,cotton,25.3,1.45,2,4425.0,6202.0,False,False,True,27.4,0.0,poor,high,True,False,False,14.6,modern,high_burden
4752,IRR-UGA-2025-04752,Uganda,2025,0.38,semi-commercial,False,1147.0,32.5,frequent,6,none,none,none,none,0.0,0.38,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,613.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4753,IRR-KEN-2021-04753,Kenya,2021,1.9,semi-commercial,False,1007.0,15.2,occasional,4,none,none,none,none,0.0,1.9,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,588.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4754,IRR-UGA-2022-04754,Uganda,2022,3.2,subsistence,False,1023.0,17.1,frequent,4,none,none,none,none,0.0,3.2,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,444.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4755,IRR-MAL-2025-04755,Mali,2025,1.23,semi-commercial,False,897.0,30.2,frequent,2,none,none,none,none,0.0,1.23,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,529.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4756,IRR-BUR-2022-04756,Burkina Faso,2022,1.86,subsistence,False,726.0,25.3,frequent,4,none,none,none,none,0.0,1.86,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,414.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4757,IRR-TAN-2019-04757,Tanzania,2019,2.96,subsistence,False,1368.0,23.7,frequent,2,none,none,none,none,0.0,2.96,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,413.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4758,IRR-TAN-2025-04758,Tanzania,2025,1.13,semi-commercial,False,1018.0,23.9,occasional,2,none,none,none,none,0.0,1.13,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,488.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4759,IRR-UGA-2023-04759,Uganda,2023,3.07,subsistence,False,888.0,31.5,frequent,2,none,none,none,none,0.0,3.07,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,684.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4760,IRR-MAL-2019-04760,Malawi,2019,2.43,commercial,True,400.0,33.4,occasional,3,flood,groundwater,gravity,shared,1.08,1.36,44.3,52.0,5,good,431.0,34.0,False,0.0,False,710.0,472.0,48.9,347.0,1.84,77.2,85.9,32.4,0.0,43.0,daily,visual,rice,28.9,1.5,1,7640.0,7096.0,False,False,False,79.2,0.0,good,low,True,False,True,1.2,traditional,high_burden
4761,IRR-UGA-2024-04761,Uganda,2024,1.04,subsistence,True,1026.0,21.3,frequent,4,flood,groundwater,electric,shared,0.89,0.16,85.1,43.0,3,poor,355.0,47.0,True,170.0,False,433.0,438.0,48.7,211.0,1.89,73.3,86.9,31.0,50.0,36.0,as_needed,visual,vegetables,55.9,2.1,2,3848.0,4333.0,True,False,True,36.7,3.9,poor,low,False,False,False,1.2,traditional,high_burden
4762,IRR-MAL-2019-04762,Mali,2019,0.91,semi-commercial,False,945.0,32.1,occasional,4,none,none,none,none,0.0,0.91,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,693.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4763,IRR-MAL-2020-04763,Malawi,2020,0.68,commercial,False,934.0,15.4,frequent,5,none,none,none,none,0.0,0.68,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,505.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4764,IRR-ETH-2022-04764,Ethiopia,2022,2.36,subsistence,False,542.0,22.0,occasional,4,none,none,none,none,0.0,2.36,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,433.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4765,IRR-KEN-2023-04765,Kenya,2023,0.99,semi-commercial,False,932.0,27.0,occasional,4,none,none,none,none,0.0,0.99,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,505.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4766,IRR-ETH-2020-04766,Ethiopia,2020,1.57,subsistence,False,645.0,26.2,occasional,5,none,none,none,none,0.0,1.57,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,414.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4767,IRR-NIG-2024-04767,Nigeria,2024,1.66,semi-commercial,True,533.0,32.6,frequent,6,sprinkler,groundwater,diesel,shared,1.21,0.45,73.0,46.0,16,poor,1818.0,265.0,False,0.0,False,663.0,692.0,67.0,444.0,1.14,83.4,86.2,48.2,307.0,24.0,weekly,weather_based,rice,38.0,2.31,2,8035.0,6628.0,False,False,False,49.9,24.8,poor,medium,True,True,False,5.8,modern,high_burden
4768,IRR-NIG-2022-04768,Nigeria,2022,1.41,semi-commercial,True,734.0,24.5,occasional,3,sprinkler,river,diesel,cooperative,0.89,0.52,63.4,51.0,12,good,1342.0,141.0,False,0.0,False,370.0,665.0,65.7,243.0,1.38,81.6,83.4,44.7,265.0,18.0,weekly,soil_moisture,horticulture,51.8,2.3,2,3310.0,3699.0,True,False,False,0.0,23.5,good,medium,False,False,False,3.7,modern,high_burden
4769,IRR-ETH-2025-04769,Ethiopia,2025,3.87,subsistence,False,1067.0,19.7,occasional,5,none,none,none,none,0.0,3.87,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,697.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4770,IRR-MAL-2023-04770,Malawi,2023,2.03,subsistence,False,628.0,17.0,frequent,6,none,none,none,none,0.0,2.03,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,470.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4771,IRR-GHA-2019-04771,Ghana,2019,0.37,semi-commercial,False,1227.0,34.5,frequent,6,none,none,none,none,0.0,0.37,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,686.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4772,IRR-MAL-2023-04772,Mali,2023,0.68,semi-commercial,False,880.0,32.3,occasional,2,none,none,none,none,0.0,0.68,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,686.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4773,IRR-BUR-2022-04773,Burkina Faso,2022,3.94,subsistence,False,487.0,20.7,rare,2,none,none,none,none,0.0,3.94,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,692.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4774,IRR-GHA-2018-04774,Ghana,2018,2.22,commercial,False,1075.0,29.4,occasional,4,none,none,none,none,0.0,2.22,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,499.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4775,IRR-MAL-2019-04775,Malawi,2019,5.1,subsistence,False,1080.0,21.4,occasional,2,none,none,none,none,0.0,5.1,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,504.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4776,IRR-TAN-2022-04776,Tanzania,2022,3.27,semi-commercial,False,1419.0,18.7,occasional,2,none,none,none,none,0.0,3.27,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,463.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4777,IRR-BUR-2023-04777,Burkina Faso,2023,0.54,semi-commercial,False,927.0,22.9,frequent,4,none,none,none,none,0.0,0.54,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,534.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4778,IRR-GHA-2020-04778,Ghana,2020,0.39,subsistence,True,870.0,18.6,frequent,7,drip,lake,gravity,cooperative,0.35,0.04,89.2,16.0,18,good,880.0,82.0,True,389.0,False,733.0,495.0,91.2,669.0,1.39,74.3,93.3,63.2,0.0,5.0,biweekly,soil_moisture,sugarcane,38.8,2.19,2,2582.0,7334.0,True,True,False,0.0,0.0,good,high,False,True,False,11.5,modern,high_burden
4779,IRR-KEN-2019-04779,Kenya,2019,0.47,semi-commercial,False,1040.0,23.0,frequent,4,none,none,none,none,0.0,0.47,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,556.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4780,IRR-MAL-2018-04780,Malawi,2018,0.59,subsistence,False,748.0,26.7,occasional,3,none,none,none,none,0.0,0.59,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,503.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4781,IRR-UGA-2020-04781,Uganda,2020,1.23,subsistence,False,1050.0,30.8,occasional,7,none,none,none,none,0.0,1.23,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,638.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4782,IRR-ZAM-2025-04782,Zambia,2025,0.38,subsistence,True,716.0,18.5,frequent,2,surface,river,solar,individual,0.37,0.01,98.0,18.0,7,fair,298.0,38.0,True,122.0,True,588.0,578.0,55.4,326.0,2.09,76.3,67.2,28.4,0.0,11.0,weekly,visual,rice,53.3,1.29,1,2189.0,5883.0,False,False,False,0.0,15.3,poor,low,True,True,False,2.9,traditional,high_burden
4783,IRR-MAL-2020-04783,Mali,2020,0.5,semi-commercial,False,749.0,34.4,occasional,6,none,none,none,none,0.0,0.5,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,650.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4784,IRR-GHA-2022-04784,Ghana,2022,1.44,semi-commercial,False,537.0,26.7,rare,2,none,none,none,none,0.0,1.44,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,423.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4785,IRR-NIG-2021-04785,Nigeria,2021,0.78,semi-commercial,False,536.0,34.1,occasional,2,none,none,none,none,0.0,0.78,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,579.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4786,IRR-TAN-2020-04786,Tanzania,2020,0.94,subsistence,False,905.0,15.7,occasional,5,none,none,none,none,0.0,0.94,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,615.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4787,IRR-ZAM-2018-04787,Zambia,2018,1.78,semi-commercial,False,970.0,15.2,occasional,7,none,none,none,none,0.0,1.78,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,591.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4788,IRR-TAN-2021-04788,Tanzania,2021,0.93,semi-commercial,False,1059.0,31.6,rare,4,none,none,none,none,0.0,0.93,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,416.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4789,IRR-MAL-2025-04789,Malawi,2025,0.95,semi-commercial,False,677.0,27.1,rare,6,none,none,none,none,0.0,0.95,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,621.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4790,IRR-NIG-2020-04790,Nigeria,2020,0.57,semi-commercial,False,1214.0,21.9,rare,7,none,none,none,none,0.0,0.57,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,583.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4791,IRR-ZAM-2018-04791,Zambia,2018,1.25,subsistence,False,998.0,15.7,rare,2,none,none,none,none,0.0,1.25,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,467.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4792,IRR-ETH-2025-04792,Ethiopia,2025,2.84,semi-commercial,False,706.0,25.0,occasional,3,none,none,none,none,0.0,2.84,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,683.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4793,IRR-KEN-2022-04793,Kenya,2022,1.21,semi-commercial,False,410.0,19.2,occasional,6,none,none,none,none,0.0,1.21,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,520.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4794,IRR-GHA-2021-04794,Ghana,2021,0.92,semi-commercial,False,808.0,23.5,rare,5,none,none,none,none,0.0,0.92,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,678.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4795,IRR-MAL-2019-04795,Mali,2019,0.68,semi-commercial,False,490.0,16.3,occasional,3,none,none,none,none,0.0,0.68,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,652.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4796,IRR-BUR-2024-04796,Burkina Faso,2024,0.86,commercial,True,400.0,18.0,occasional,7,manual,reservoir,diesel,individual,0.45,0.4,53.2,26.0,8,fair,91.0,6.0,True,36.0,True,488.0,524.0,61.0,298.0,1.13,79.1,60.5,29.2,90.0,36.0,as_needed,visual,rice,59.2,1.79,2,2220.0,4883.0,False,True,False,0.0,6.3,poor,low,False,False,False,0.4,traditional,high_burden
4797,IRR-MAL-2023-04797,Malawi,2023,0.82,subsistence,False,866.0,29.0,rare,7,none,none,none,none,0.0,0.82,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,483.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4798,IRR-GHA-2025-04798,Ghana,2025,1.41,subsistence,False,1050.0,29.0,occasional,6,none,none,none,none,0.0,1.41,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,646.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4799,IRR-TAN-2022-04799,Tanzania,2022,3.76,semi-commercial,False,846.0,30.7,rare,5,none,none,none,none,0.0,3.76,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,602.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4800,IRR-ETH-2018-04800,Ethiopia,2018,1.28,semi-commercial,False,1119.0,26.5,frequent,6,none,none,none,none,0.0,1.28,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,425.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4801,IRR-MAL-2019-04801,Mali,2019,1.91,subsistence,False,644.0,23.3,occasional,7,none,none,none,none,0.0,1.91,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,673.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4802,IRR-ZAM-2024-04802,Zambia,2024,1.03,semi-commercial,False,1230.0,28.5,frequent,7,none,none,none,none,0.0,1.03,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,604.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4803,IRR-GHA-2019-04803,Ghana,2019,0.39,subsistence,False,1098.0,31.1,occasional,5,none,none,none,none,0.0,0.39,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,476.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4804,IRR-ETH-2024-04804,Ethiopia,2024,1.01,semi-commercial,False,1308.0,16.7,occasional,4,none,none,none,none,0.0,1.01,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,580.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4805,IRR-MAL-2020-04805,Mali,2020,0.45,subsistence,False,709.0,15.5,frequent,5,none,none,none,none,0.0,0.45,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,546.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4806,IRR-GHA-2021-04806,Ghana,2021,1.82,semi-commercial,False,618.0,18.3,occasional,3,none,none,none,none,0.0,1.82,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,415.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4807,IRR-ZAM-2018-04807,Zambia,2018,3.07,subsistence,False,1081.0,24.7,rare,2,none,none,none,none,0.0,3.07,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,667.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4808,IRR-UGA-2021-04808,Uganda,2021,0.78,subsistence,False,436.0,22.0,occasional,2,none,none,none,none,0.0,0.78,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,480.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4809,IRR-ETH-2025-04809,Ethiopia,2025,2.06,semi-commercial,False,1069.0,26.7,rare,6,none,none,none,none,0.0,2.06,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,565.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4810,IRR-GHA-2021-04810,Ghana,2021,1.68,subsistence,False,1027.0,15.7,rare,4,none,none,none,none,0.0,1.68,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,476.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4811,IRR-MAL-2023-04811,Mali,2023,2.97,semi-commercial,False,400.0,29.7,rare,4,none,none,none,none,0.0,2.97,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,423.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4812,IRR-MAL-2021-04812,Malawi,2021,0.97,subsistence,False,645.0,20.2,rare,2,none,none,none,none,0.0,0.97,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,521.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4813,IRR-MAL-2021-04813,Malawi,2021,0.63,semi-commercial,False,1218.0,24.2,frequent,7,none,none,none,none,0.0,0.63,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,677.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4814,IRR-NIG-2024-04814,Nigeria,2024,0.76,subsistence,False,1266.0,19.4,occasional,5,none,none,none,none,0.0,0.76,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,542.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4815,IRR-ETH-2025-04815,Ethiopia,2025,2.35,commercial,True,769.0,26.6,rare,5,drip,reservoir,electric,cooperative,1.22,1.13,52.0,45.0,11,poor,3050.0,197.0,True,1502.0,False,621.0,646.0,89.4,555.0,1.63,81.0,70.4,51.0,98.0,18.0,weekly,visual,cotton,50.0,2.05,2,7574.0,6208.0,False,True,False,0.0,16.4,poor,high,True,False,False,5.2,modern,high_burden
4816,IRR-MAL-2024-04816,Mali,2024,0.94,subsistence,True,527.0,23.5,occasional,3,surface,reservoir,solar,individual,0.49,0.45,52.0,25.0,4,good,391.0,49.0,False,0.0,False,384.0,501.0,59.8,230.0,1.52,75.9,68.5,31.1,0.0,15.0,biweekly,weather_based,sugarcane,55.8,1.21,1,1879.0,3842.0,False,True,False,0.0,19.9,good,low,False,False,True,1.5,traditional,high_burden
4817,IRR-ETH-2018-04817,Ethiopia,2018,3.42,semi-commercial,False,1097.0,22.2,rare,7,none,none,none,none,0.0,3.42,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,499.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4818,IRR-GHA-2018-04818,Ghana,2018,2.44,semi-commercial,False,1168.0,32.9,frequent,7,none,none,none,none,0.0,2.44,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,495.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4819,IRR-KEN-2023-04819,Kenya,2023,0.39,commercial,False,752.0,21.4,occasional,6,none,none,none,none,0.0,0.39,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,547.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4820,IRR-MAL-2022-04820,Mali,2022,0.39,semi-commercial,False,791.0,25.2,frequent,2,none,none,none,none,0.0,0.39,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,564.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4821,IRR-MAL-2025-04821,Malawi,2025,0.96,subsistence,False,1072.0,28.8,rare,2,none,none,none,none,0.0,0.96,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,550.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4822,IRR-GHA-2024-04822,Ghana,2024,1.47,commercial,False,889.0,19.8,frequent,2,none,none,none,none,0.0,1.47,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,462.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4823,IRR-NIG-2022-04823,Nigeria,2022,1.94,semi-commercial,False,881.0,33.1,frequent,3,none,none,none,none,0.0,1.94,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,632.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4824,IRR-MAL-2024-04824,Malawi,2024,1.43,subsistence,True,781.0,27.4,frequent,7,flood,groundwater,solar,government,1.13,0.31,78.6,52.0,2,excellent,451.0,50.0,False,0.0,True,550.0,697.0,40.1,221.0,0.88,81.4,64.4,21.0,0.0,45.0,weekly,visual,sugarcane,52.4,1.41,1,6197.0,5502.0,True,False,False,57.9,21.8,good,low,True,True,True,1.2,traditional,high_burden
4825,IRR-ETH-2024-04825,Ethiopia,2024,2.22,semi-commercial,True,505.0,34.0,frequent,2,surface,river,electric,individual,1.07,1.15,48.3,59.0,6,good,858.0,73.0,True,293.0,False,469.0,674.0,57.5,270.0,1.67,79.9,73.9,34.0,82.0,32.0,weekly,calendar,fruits,21.7,1.63,2,5030.0,4689.0,True,False,False,0.0,4.5,good,low,True,True,False,3.6,traditional,high_burden
4826,IRR-ETH-2025-04826,Ethiopia,2025,2.77,subsistence,False,1222.0,26.9,rare,3,none,none,none,none,0.0,2.77,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,401.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4827,IRR-BUR-2022-04827,Burkina Faso,2022,3.96,semi-commercial,False,912.0,17.8,occasional,4,none,none,none,none,0.0,3.96,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,699.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4828,IRR-UGA-2020-04828,Uganda,2020,0.37,subsistence,False,719.0,18.9,rare,3,none,none,none,none,0.0,0.37,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,520.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4829,IRR-ZAM-2024-04829,Zambia,2024,0.72,semi-commercial,False,935.0,15.2,frequent,7,none,none,none,none,0.0,0.72,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,567.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4830,IRR-ZAM-2024-04830,Zambia,2024,1.72,commercial,False,925.0,17.7,occasional,4,none,none,none,none,0.0,1.72,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,462.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4831,IRR-TAN-2020-04831,Tanzania,2020,0.77,semi-commercial,False,986.0,17.5,occasional,3,none,none,none,none,0.0,0.77,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,412.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4832,IRR-UGA-2023-04832,Uganda,2023,1.27,commercial,False,878.0,28.8,rare,5,none,none,none,none,0.0,1.27,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,421.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4833,IRR-ZAM-2025-04833,Zambia,2025,1.15,subsistence,False,782.0,30.8,frequent,5,none,none,none,none,0.0,1.15,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,412.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4834,IRR-KEN-2018-04834,Kenya,2018,3.32,semi-commercial,False,865.0,28.3,occasional,4,none,none,none,none,0.0,3.32,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,424.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4835,IRR-MAL-2021-04835,Mali,2021,2.15,subsistence,False,768.0,34.7,frequent,4,none,none,none,none,0.0,2.15,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,659.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4836,IRR-ZAM-2018-04836,Zambia,2018,1.09,semi-commercial,False,1124.0,15.1,frequent,2,none,none,none,none,0.0,1.09,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,518.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4837,IRR-ETH-2023-04837,Ethiopia,2023,0.73,subsistence,False,726.0,27.7,frequent,2,none,none,none,none,0.0,0.73,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,424.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4838,IRR-KEN-2019-04838,Kenya,2019,3.94,commercial,False,523.0,22.8,rare,5,none,none,none,none,0.0,3.94,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,480.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4839,IRR-MAL-2023-04839,Malawi,2023,0.44,semi-commercial,False,664.0,17.0,occasional,2,none,none,none,none,0.0,0.44,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,689.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4840,IRR-ETH-2020-04840,Ethiopia,2020,2.33,semi-commercial,False,1092.0,33.3,rare,3,none,none,none,none,0.0,2.33,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,422.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4841,IRR-MAL-2022-04841,Mali,2022,1.14,subsistence,False,853.0,23.4,occasional,7,none,none,none,none,0.0,1.14,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,665.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4842,IRR-UGA-2023-04842,Uganda,2023,1.6,semi-commercial,True,597.0,23.8,occasional,3,flood,rainwater_harvesting,solar,shared,1.53,0.08,95.1,63.0,3,excellent,610.0,49.0,False,0.0,False,549.0,492.0,42.2,232.0,0.93,78.1,84.2,27.7,0.0,61.0,daily,visual,vegetables,56.0,1.45,3,8382.0,5493.0,False,False,False,0.0,22.8,good,low,True,False,False,1.4,traditional,high_burden
4843,IRR-UGA-2018-04843,Uganda,2018,0.45,semi-commercial,False,1052.0,26.5,occasional,7,none,none,none,none,0.0,0.45,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,612.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4844,IRR-ETH-2019-04844,Ethiopia,2019,1.08,subsistence,False,962.0,28.4,occasional,5,none,none,none,none,0.0,1.08,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,537.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4845,IRR-UGA-2020-04845,Uganda,2020,1.47,subsistence,False,1188.0,24.3,occasional,4,none,none,none,none,0.0,1.47,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,560.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4846,IRR-MAL-2023-04846,Mali,2023,1.91,semi-commercial,True,979.0,16.3,frequent,7,sprinkler,groundwater,gravity,individual,0.79,1.13,41.1,29.0,5,excellent,1178.0,176.0,True,663.0,False,594.0,624.0,77.9,463.0,0.97,78.5,72.6,44.4,0.0,16.0,weekly,calendar,vegetables,57.6,2.12,1,4660.0,5936.0,False,True,True,78.7,0.0,good,medium,True,False,True,2.1,modern,high_burden
4847,IRR-MAL-2018-04847,Malawi,2018,1.05,semi-commercial,False,1143.0,16.3,rare,4,none,none,none,none,0.0,1.05,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,663.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4848,IRR-ZAM-2023-04848,Zambia,2023,0.65,subsistence,False,694.0,33.1,occasional,4,none,none,none,none,0.0,0.65,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,406.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4849,IRR-TAN-2022-04849,Tanzania,2022,1.33,subsistence,False,400.0,26.3,occasional,7,none,none,none,none,0.0,1.33,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,493.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4850,IRR-MAL-2021-04850,Malawi,2021,1.07,semi-commercial,False,837.0,23.7,rare,6,none,none,none,none,0.0,1.07,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,518.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4851,IRR-MAL-2021-04851,Mali,2021,0.84,subsistence,True,955.0,20.9,frequent,2,surface,reservoir,diesel,government,0.4,0.44,47.5,23.0,14,excellent,319.0,47.0,False,0.0,False,692.0,655.0,48.8,338.0,1.08,71.2,62.8,21.8,48.0,12.0,biweekly,visual,rice,38.8,2.11,1,2758.0,6917.0,False,False,False,0.0,20.6,good,low,True,True,True,2.0,traditional,high_burden
4852,IRR-MAL-2021-04852,Mali,2021,2.35,subsistence,False,1019.0,26.1,occasional,3,none,none,none,none,0.0,2.35,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,640.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4853,IRR-MAL-2022-04853,Malawi,2022,0.55,semi-commercial,False,721.0,26.2,rare,4,none,none,none,none,0.0,0.55,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,418.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4854,IRR-NIG-2019-04854,Nigeria,2019,2.5,subsistence,False,930.0,25.2,rare,7,none,none,none,none,0.0,2.5,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,509.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4855,IRR-ZAM-2023-04855,Zambia,2023,1.53,semi-commercial,False,819.0,29.7,frequent,2,none,none,none,none,0.0,1.53,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,684.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4856,IRR-MAL-2020-04856,Mali,2020,0.85,subsistence,False,1333.0,20.6,occasional,3,none,none,none,none,0.0,0.85,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,471.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4857,IRR-NIG-2024-04857,Nigeria,2024,1.11,subsistence,False,777.0,17.6,occasional,6,none,none,none,none,0.0,1.11,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,653.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4858,IRR-MAL-2022-04858,Malawi,2022,1.93,subsistence,False,815.0,29.5,occasional,2,none,none,none,none,0.0,1.93,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,576.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4859,IRR-TAN-2021-04859,Tanzania,2021,0.89,subsistence,False,1012.0,17.4,frequent,2,none,none,none,none,0.0,0.89,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,432.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4860,IRR-BUR-2020-04860,Burkina Faso,2020,2.55,semi-commercial,False,661.0,32.4,occasional,3,none,none,none,none,0.0,2.55,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,510.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4861,IRR-ZAM-2023-04861,Zambia,2023,0.68,subsistence,False,700.0,18.7,rare,5,none,none,none,none,0.0,0.68,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,528.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4862,IRR-GHA-2018-04862,Ghana,2018,0.88,semi-commercial,False,400.0,23.3,frequent,3,none,none,none,none,0.0,0.88,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,532.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4863,IRR-KEN-2019-04863,Kenya,2019,0.84,semi-commercial,False,898.0,34.2,occasional,2,none,none,none,none,0.0,0.84,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,416.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4864,IRR-MAL-2023-04864,Malawi,2023,2.38,subsistence,False,1154.0,31.6,rare,5,none,none,none,none,0.0,2.38,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,521.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4865,IRR-KEN-2024-04865,Kenya,2024,2.79,semi-commercial,False,788.0,18.1,rare,6,none,none,none,none,0.0,2.79,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,412.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4866,IRR-MAL-2023-04866,Mali,2023,1.75,subsistence,False,846.0,22.4,frequent,5,none,none,none,none,0.0,1.75,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,513.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4867,IRR-KEN-2021-04867,Kenya,2021,0.75,semi-commercial,False,1118.0,27.1,rare,5,none,none,none,none,0.0,0.75,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,415.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4868,IRR-ETH-2018-04868,Ethiopia,2018,1.66,semi-commercial,False,898.0,19.7,rare,6,none,none,none,none,0.0,1.66,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,518.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4869,IRR-TAN-2020-04869,Tanzania,2020,0.62,semi-commercial,False,895.0,33.9,occasional,6,none,none,none,none,0.0,0.62,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,532.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4870,IRR-NIG-2018-04870,Nigeria,2018,1.21,semi-commercial,False,736.0,16.3,occasional,3,none,none,none,none,0.0,1.21,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,454.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4871,IRR-MAL-2022-04871,Mali,2022,1.81,subsistence,False,768.0,16.6,frequent,5,none,none,none,none,0.0,1.81,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,586.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4872,IRR-TAN-2020-04872,Tanzania,2020,0.45,semi-commercial,False,466.0,22.1,rare,2,none,none,none,none,0.0,0.45,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,439.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4873,IRR-TAN-2020-04873,Tanzania,2020,0.46,subsistence,False,1077.0,25.4,occasional,7,none,none,none,none,0.0,0.46,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,588.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4874,IRR-UGA-2019-04874,Uganda,2019,1.36,subsistence,False,969.0,28.6,occasional,3,none,none,none,none,0.0,1.36,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,597.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4875,IRR-ETH-2022-04875,Ethiopia,2022,0.98,subsistence,False,1244.0,26.2,occasional,5,none,none,none,none,0.0,0.98,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,622.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4876,IRR-GHA-2019-04876,Ghana,2019,0.87,subsistence,False,1306.0,34.4,rare,2,none,none,none,none,0.0,0.87,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,466.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4877,IRR-KEN-2022-04877,Kenya,2022,8.29,subsistence,False,902.0,34.3,occasional,6,none,none,none,none,0.0,8.29,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,464.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4878,IRR-GHA-2020-04878,Ghana,2020,1.35,semi-commercial,False,473.0,25.4,rare,5,none,none,none,none,0.0,1.35,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,673.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4879,IRR-UGA-2020-04879,Uganda,2020,2.34,subsistence,False,1090.0,16.9,rare,2,none,none,none,none,0.0,2.34,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,453.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4880,IRR-KEN-2021-04880,Kenya,2021,3.43,semi-commercial,True,816.0,24.8,occasional,3,flood,groundwater,electric,individual,1.57,1.86,45.7,66.0,18,good,628.0,45.0,False,0.0,True,797.0,484.0,48.5,386.0,2.16,87.4,75.0,31.7,221.0,63.0,biweekly,visual,vegetables,59.5,1.55,1,12500.0,7967.0,False,False,False,44.2,5.1,good,low,False,False,True,0.6,traditional,high_burden
4881,IRR-MAL-2018-04881,Malawi,2018,0.52,subsistence,False,1444.0,18.2,occasional,7,none,none,none,none,0.0,0.52,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,460.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4882,IRR-NIG-2023-04882,Nigeria,2023,1.92,subsistence,False,829.0,34.4,frequent,7,none,none,none,none,0.0,1.92,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,422.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4883,IRR-TAN-2018-04883,Tanzania,2018,0.87,subsistence,False,1172.0,16.2,occasional,6,none,none,none,none,0.0,0.87,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,637.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4884,IRR-TAN-2019-04884,Tanzania,2019,1.28,subsistence,False,472.0,32.1,frequent,2,none,none,none,none,0.0,1.28,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,660.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4885,IRR-ZAM-2024-04885,Zambia,2024,2.22,subsistence,False,1142.0,28.6,occasional,6,none,none,none,none,0.0,2.22,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,576.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4886,IRR-MAL-2024-04886,Malawi,2024,1.16,semi-commercial,False,872.0,26.4,occasional,7,none,none,none,none,0.0,1.16,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,572.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4887,IRR-NIG-2018-04887,Nigeria,2018,4.33,subsistence,False,501.0,25.0,occasional,7,none,none,none,none,0.0,4.33,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,452.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4888,IRR-ETH-2023-04888,Ethiopia,2023,2.27,semi-commercial,False,864.0,24.0,occasional,6,none,none,none,none,0.0,2.27,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,491.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4889,IRR-TAN-2020-04889,Tanzania,2020,3.83,semi-commercial,False,1102.0,27.4,rare,6,none,none,none,none,0.0,3.83,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,680.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4890,IRR-ZAM-2025-04890,Zambia,2025,1.09,subsistence,False,471.0,29.3,frequent,7,none,none,none,none,0.0,1.09,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,502.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4891,IRR-GHA-2024-04891,Ghana,2024,0.31,subsistence,False,962.0,32.4,frequent,2,none,none,none,none,0.0,0.31,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,551.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4892,IRR-ETH-2020-04892,Ethiopia,2020,1.77,semi-commercial,False,1086.0,29.8,occasional,5,none,none,none,none,0.0,1.77,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,618.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4893,IRR-GHA-2022-04893,Ghana,2022,0.88,subsistence,False,957.0,29.5,occasional,2,none,none,none,none,0.0,0.88,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,425.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4894,IRR-KEN-2022-04894,Kenya,2022,0.94,commercial,False,1103.0,26.8,frequent,7,none,none,none,none,0.0,0.94,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,420.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4895,IRR-NIG-2018-04895,Nigeria,2018,0.81,semi-commercial,False,1229.0,30.5,rare,6,none,none,none,none,0.0,0.81,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,445.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4896,IRR-NIG-2020-04896,Nigeria,2020,2.37,subsistence,False,1058.0,33.2,rare,6,none,none,none,none,0.0,2.37,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,684.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4897,IRR-GHA-2021-04897,Ghana,2021,1.78,subsistence,False,1270.0,19.9,rare,3,none,none,none,none,0.0,1.78,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,573.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4898,IRR-TAN-2018-04898,Tanzania,2018,0.72,subsistence,False,910.0,26.9,rare,4,none,none,none,none,0.0,0.72,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,680.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4899,IRR-MAL-2025-04899,Malawi,2025,1.37,semi-commercial,False,1177.0,33.0,rare,6,none,none,none,none,0.0,1.37,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,520.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4900,IRR-UGA-2018-04900,Uganda,2018,4.28,semi-commercial,False,1083.0,34.1,frequent,6,none,none,none,none,0.0,4.28,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,584.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4901,IRR-UGA-2023-04901,Uganda,2023,1.84,subsistence,False,1282.0,33.6,occasional,4,none,none,none,none,0.0,1.84,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,579.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4902,IRR-MAL-2024-04902,Mali,2024,0.82,semi-commercial,False,459.0,28.4,occasional,6,none,none,none,none,0.0,0.82,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,484.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4903,IRR-UGA-2019-04903,Uganda,2019,1.32,subsistence,False,1176.0,28.4,occasional,4,none,none,none,none,0.0,1.32,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,601.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4904,IRR-NIG-2018-04904,Nigeria,2018,0.23,commercial,False,913.0,34.6,rare,2,none,none,none,none,0.0,0.23,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,443.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4905,IRR-NIG-2021-04905,Nigeria,2021,0.61,semi-commercial,False,1241.0,25.9,rare,3,none,none,none,none,0.0,0.61,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,508.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4906,IRR-MAL-2022-04906,Malawi,2022,1.04,subsistence,False,1194.0,31.5,frequent,3,none,none,none,none,0.0,1.04,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,698.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4907,IRR-MAL-2018-04907,Malawi,2018,0.78,semi-commercial,False,893.0,16.1,occasional,5,none,none,none,none,0.0,0.78,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,579.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4908,IRR-GHA-2025-04908,Ghana,2025,0.82,commercial,False,876.0,32.7,occasional,2,none,none,none,none,0.0,0.82,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,501.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4909,IRR-BUR-2018-04909,Burkina Faso,2018,1.39,semi-commercial,False,1555.0,24.1,frequent,2,none,none,none,none,0.0,1.39,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,526.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4910,IRR-KEN-2024-04910,Kenya,2024,1.66,semi-commercial,False,1012.0,20.2,rare,4,none,none,none,none,0.0,1.66,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,457.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4911,IRR-GHA-2025-04911,Ghana,2025,1.87,semi-commercial,False,1102.0,30.7,rare,5,none,none,none,none,0.0,1.87,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,487.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4912,IRR-MAL-2024-04912,Malawi,2024,2.04,semi-commercial,False,852.0,25.4,rare,5,none,none,none,none,0.0,2.04,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,474.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4913,IRR-MAL-2018-04913,Malawi,2018,0.79,commercial,False,911.0,16.2,occasional,6,none,none,none,none,0.0,0.79,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,696.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4914,IRR-MAL-2023-04914,Malawi,2023,2.04,subsistence,False,837.0,30.4,occasional,3,none,none,none,none,0.0,2.04,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,402.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4915,IRR-MAL-2023-04915,Malawi,2023,1.08,subsistence,False,1083.0,23.9,rare,2,none,none,none,none,0.0,1.08,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,598.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4916,IRR-UGA-2020-04916,Uganda,2020,2.06,subsistence,False,861.0,15.4,rare,2,none,none,none,none,0.0,2.06,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,433.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4917,IRR-ETH-2024-04917,Ethiopia,2024,2.91,subsistence,False,1022.0,29.9,occasional,2,none,none,none,none,0.0,2.91,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,618.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4918,IRR-MAL-2024-04918,Mali,2024,1.51,semi-commercial,False,976.0,25.4,occasional,5,none,none,none,none,0.0,1.51,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,631.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4919,IRR-NIG-2021-04919,Nigeria,2021,0.92,subsistence,False,400.0,26.6,occasional,2,none,none,none,none,0.0,0.92,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,536.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4920,IRR-MAL-2022-04920,Malawi,2022,1.79,semi-commercial,False,593.0,34.2,occasional,4,none,none,none,none,0.0,1.79,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,475.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4921,IRR-NIG-2020-04921,Nigeria,2020,3.61,commercial,False,988.0,19.6,occasional,5,none,none,none,none,0.0,3.61,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,550.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4922,IRR-MAL-2018-04922,Malawi,2018,1.76,subsistence,False,1332.0,33.9,occasional,5,none,none,none,none,0.0,1.76,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,400.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4923,IRR-UGA-2018-04923,Uganda,2018,1.17,semi-commercial,False,1339.0,28.5,occasional,5,none,none,none,none,0.0,1.17,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,645.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4924,IRR-TAN-2021-04924,Tanzania,2021,2.37,subsistence,True,960.0,19.5,frequent,7,manual,lake,diesel,shared,0.99,1.38,41.8,39.0,1,poor,198.0,13.0,False,0.0,False,333.0,443.0,53.1,177.0,1.7,71.4,68.6,26.0,171.0,79.0,biweekly,soil_moisture,cotton,33.6,1.21,2,3293.0,3329.0,False,False,True,0.0,24.4,poor,low,False,False,False,0.5,traditional,high_burden
4925,IRR-MAL-2022-04925,Malawi,2022,0.35,semi-commercial,False,1380.0,19.6,frequent,7,none,none,none,none,0.0,0.35,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,455.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4926,IRR-NIG-2020-04926,Nigeria,2020,0.63,commercial,False,1011.0,17.7,frequent,2,none,none,none,none,0.0,0.63,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,462.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4927,IRR-KEN-2018-04927,Kenya,2018,2.3,semi-commercial,False,499.0,24.3,occasional,5,none,none,none,none,0.0,2.3,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,617.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4928,IRR-GHA-2020-04928,Ghana,2020,0.71,commercial,False,626.0,17.2,occasional,7,none,none,none,none,0.0,0.71,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,678.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4929,IRR-GHA-2018-04929,Ghana,2018,0.49,subsistence,False,989.0,34.6,rare,4,none,none,none,none,0.0,0.49,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,545.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4930,IRR-NIG-2018-04930,Nigeria,2018,1.38,semi-commercial,False,1084.0,30.9,occasional,3,none,none,none,none,0.0,1.38,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,682.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4931,IRR-GHA-2018-04931,Ghana,2018,3.28,commercial,False,483.0,18.4,occasional,6,none,none,none,none,0.0,3.28,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,526.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4932,IRR-KEN-2025-04932,Kenya,2025,2.0,semi-commercial,True,881.0,16.0,rare,2,sprinkler,groundwater,diesel,cooperative,1.77,0.23,88.3,96.0,12,poor,2655.0,165.0,True,974.0,False,468.0,652.0,69.0,323.0,1.19,93.4,60.9,39.2,336.0,35.0,biweekly,calendar,vegetables,35.3,1.91,1,8292.0,4684.0,False,True,False,74.6,11.4,poor,medium,False,False,False,7.5,modern,high_burden
4933,IRR-BUR-2024-04933,Burkina Faso,2024,1.25,commercial,False,463.0,30.2,frequent,5,none,none,none,none,0.0,1.25,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,530.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4934,IRR-ETH-2019-04934,Ethiopia,2019,1.33,semi-commercial,False,1321.0,29.2,occasional,3,none,none,none,none,0.0,1.33,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,622.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4935,IRR-UGA-2019-04935,Uganda,2019,2.61,semi-commercial,True,1041.0,20.2,occasional,5,manual,groundwater,manual,individual,2.21,0.41,84.5,107.0,15,fair,441.0,61.0,False,0.0,False,590.0,500.0,53.1,313.0,2.07,84.5,70.1,31.4,0.0,177.0,biweekly,weather_based,maize,31.2,1.5,3,13017.0,5898.0,False,True,False,24.5,0.0,poor,low,True,False,False,1.1,traditional,high_burden
4936,IRR-MAL-2019-04936,Malawi,2019,2.02,commercial,False,1008.0,28.7,frequent,3,none,none,none,none,0.0,2.02,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,535.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4937,IRR-MAL-2022-04937,Malawi,2022,1.86,subsistence,False,856.0,32.3,frequent,3,none,none,none,none,0.0,1.86,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,638.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4938,IRR-UGA-2022-04938,Uganda,2022,3.67,semi-commercial,False,1301.0,27.2,frequent,4,none,none,none,none,0.0,3.67,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,660.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4939,IRR-ZAM-2021-04939,Zambia,2021,0.41,semi-commercial,False,1056.0,18.6,rare,2,none,none,none,none,0.0,0.41,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,630.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4940,IRR-BUR-2023-04940,Burkina Faso,2023,2.42,semi-commercial,False,814.0,18.6,rare,4,none,none,none,none,0.0,2.42,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,570.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4941,IRR-BUR-2020-04941,Burkina Faso,2020,3.25,semi-commercial,False,847.0,29.4,rare,7,none,none,none,none,0.0,3.25,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,538.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4942,IRR-MAL-2023-04942,Malawi,2023,1.07,semi-commercial,False,400.0,32.7,rare,2,none,none,none,none,0.0,1.07,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,573.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4943,IRR-KEN-2024-04943,Kenya,2024,1.17,subsistence,False,1093.0,21.3,rare,7,none,none,none,none,0.0,1.17,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,491.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4944,IRR-ZAM-2018-04944,Zambia,2018,1.18,subsistence,False,1143.0,34.4,frequent,4,none,none,none,none,0.0,1.18,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,599.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4945,IRR-MAL-2021-04945,Mali,2021,3.65,semi-commercial,False,638.0,17.9,frequent,4,none,none,none,none,0.0,3.65,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,514.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4946,IRR-ETH-2022-04946,Ethiopia,2022,1.27,commercial,False,903.0,19.7,frequent,2,none,none,none,none,0.0,1.27,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,589.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4947,IRR-TAN-2021-04947,Tanzania,2021,0.78,subsistence,False,651.0,31.6,rare,7,none,none,none,none,0.0,0.78,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,655.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4948,IRR-GHA-2019-04948,Ghana,2019,0.61,semi-commercial,True,1096.0,22.2,frequent,4,sprinkler,river,electric,government,0.35,0.26,57.1,19.0,10,poor,520.0,38.0,False,0.0,False,674.0,449.0,71.8,484.0,1.67,93.6,84.1,56.5,21.0,7.0,as_needed,visual,rice,37.5,2.13,1,2335.0,6738.0,False,False,True,0.0,13.4,poor,medium,True,False,False,4.6,modern,high_burden
4949,IRR-TAN-2025-04949,Tanzania,2025,1.05,semi-commercial,False,826.0,30.1,frequent,3,none,none,none,none,0.0,1.05,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,457.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4950,IRR-NIG-2024-04950,Nigeria,2024,3.95,semi-commercial,False,1466.0,27.2,occasional,3,none,none,none,none,0.0,3.95,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,409.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4951,IRR-NIG-2025-04951,Nigeria,2025,1.24,subsistence,False,810.0,17.5,occasional,7,none,none,none,none,0.0,1.24,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,583.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4952,IRR-MAL-2021-04952,Mali,2021,2.23,subsistence,False,753.0,32.8,occasional,6,none,none,none,none,0.0,2.23,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,414.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4953,IRR-GHA-2024-04953,Ghana,2024,3.47,semi-commercial,True,711.0,30.8,frequent,3,sprinkler,river,manual,individual,2.37,1.1,68.3,115.0,19,good,3556.0,419.0,True,1939.0,False,757.0,440.0,64.9,491.0,2.19,74.2,76.5,36.8,0.0,47.0,weekly,calendar,vegetables,56.5,1.65,1,17935.0,7565.0,False,False,False,0.0,0.0,good,medium,False,True,False,3.6,modern,high_burden
4954,IRR-KEN-2021-04954,Kenya,2021,0.93,subsistence,False,1010.0,15.3,occasional,7,none,none,none,none,0.0,0.93,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,535.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4955,IRR-GHA-2019-04955,Ghana,2019,0.83,semi-commercial,False,759.0,27.4,rare,3,none,none,none,none,0.0,0.83,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,677.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4956,IRR-GHA-2025-04956,Ghana,2025,0.26,semi-commercial,True,1185.0,34.0,rare,3,drip,groundwater,gravity,individual,0.14,0.13,51.3,5.0,18,good,339.0,20.0,False,0.0,True,604.0,696.0,80.5,486.0,2.28,85.8,95.0,65.6,0.0,2.0,as_needed,visual,maize,58.1,2.05,2,818.0,6039.0,False,False,False,44.3,0.0,good,high,False,False,True,4.4,modern,high_burden
4957,IRR-UGA-2022-04957,Uganda,2022,0.83,subsistence,False,1061.0,24.7,occasional,2,none,none,none,none,0.0,0.83,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,684.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4958,IRR-ETH-2024-04958,Ethiopia,2024,2.24,semi-commercial,False,400.0,27.5,occasional,7,none,none,none,none,0.0,2.24,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,482.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4959,IRR-KEN-2019-04959,Kenya,2019,0.93,semi-commercial,False,808.0,24.8,occasional,2,none,none,none,none,0.0,0.93,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,624.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4960,IRR-UGA-2019-04960,Uganda,2019,1.36,subsistence,False,655.0,24.8,rare,3,none,none,none,none,0.0,1.36,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,608.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4961,IRR-ETH-2025-04961,Ethiopia,2025,2.52,commercial,False,880.0,30.3,rare,2,none,none,none,none,0.0,2.52,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,657.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4962,IRR-ETH-2023-04962,Ethiopia,2023,0.78,semi-commercial,False,588.0,20.5,occasional,3,none,none,none,none,0.0,0.78,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,689.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4963,IRR-TAN-2021-04963,Tanzania,2021,0.8,subsistence,False,944.0,33.1,occasional,3,none,none,none,none,0.0,0.8,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,676.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4964,IRR-ETH-2023-04964,Ethiopia,2023,2.36,subsistence,True,1007.0,30.1,frequent,4,flood,reservoir,solar,shared,1.37,1.0,57.9,67.0,19,good,546.0,28.0,False,0.0,True,377.0,467.0,46.4,175.0,1.68,74.3,73.8,25.4,0.0,55.0,weekly,visual,cotton,44.3,1.6,2,5146.0,3767.0,False,False,False,0.0,15.1,good,low,True,True,True,1.0,traditional,high_burden
4965,IRR-GHA-2024-04965,Ghana,2024,0.89,subsistence,False,950.0,30.3,rare,3,none,none,none,none,0.0,0.89,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,502.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4966,IRR-ETH-2025-04966,Ethiopia,2025,0.98,semi-commercial,False,934.0,22.1,rare,7,none,none,none,none,0.0,0.98,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,447.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4967,IRR-BUR-2023-04967,Burkina Faso,2023,4.25,commercial,False,978.0,22.6,frequent,3,none,none,none,none,0.0,4.25,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,438.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4968,IRR-ETH-2021-04968,Ethiopia,2021,0.5,semi-commercial,False,907.0,20.8,occasional,2,none,none,none,none,0.0,0.5,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,512.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4969,IRR-GHA-2020-04969,Ghana,2020,0.35,semi-commercial,True,1109.0,17.3,rare,3,flood,groundwater,gravity,individual,0.28,0.08,78.4,10.0,0,poor,111.0,11.0,False,0.0,False,442.0,406.0,47.6,211.0,1.28,87.1,74.9,31.1,0.0,11.0,as_needed,visual,cotton,28.1,1.76,1,1227.0,4425.0,False,False,True,72.7,0.0,poor,low,True,False,False,2.2,traditional,high_burden
4970,IRR-MAL-2018-04970,Mali,2018,0.99,subsistence,False,737.0,21.2,rare,4,none,none,none,none,0.0,0.99,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,597.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4971,IRR-ETH-2021-04971,Ethiopia,2021,1.73,semi-commercial,False,1118.0,30.5,rare,3,none,none,none,none,0.0,1.73,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,599.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4972,IRR-MAL-2018-04972,Mali,2018,2.72,subsistence,False,859.0,27.5,rare,5,none,none,none,none,0.0,2.72,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,415.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4973,IRR-KEN-2019-04973,Kenya,2019,0.63,semi-commercial,False,721.0,26.8,occasional,4,none,none,none,none,0.0,0.63,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,672.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4974,IRR-MAL-2020-04974,Mali,2020,0.86,subsistence,False,1121.0,23.4,frequent,4,none,none,none,none,0.0,0.86,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,431.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4975,IRR-BUR-2025-04975,Burkina Faso,2025,1.48,semi-commercial,False,953.0,15.0,occasional,7,none,none,none,none,0.0,1.48,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,686.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4976,IRR-MAL-2025-04976,Malawi,2025,0.94,commercial,False,1107.0,19.8,frequent,4,none,none,none,none,0.0,0.94,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,438.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4977,IRR-ZAM-2021-04977,Zambia,2021,2.41,semi-commercial,False,1383.0,20.4,occasional,6,none,none,none,none,0.0,2.41,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,488.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4978,IRR-ZAM-2023-04978,Zambia,2023,0.95,semi-commercial,True,814.0,21.6,frequent,4,center_pivot,rainwater_harvesting,solar,government,0.55,0.4,58.3,23.0,7,good,2756.0,205.0,False,0.0,False,440.0,645.0,71.2,313.0,1.94,90.1,89.1,57.2,0.0,6.0,weekly,visual,cotton,53.6,1.95,3,2424.0,4398.0,False,False,False,0.0,11.5,good,high,False,True,False,10.9,traditional,high_burden
4979,IRR-UGA-2019-04979,Uganda,2019,2.55,semi-commercial,False,856.0,16.3,occasional,3,none,none,none,none,0.0,2.55,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,528.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4980,IRR-ETH-2019-04980,Ethiopia,2019,1.49,subsistence,False,973.0,20.7,occasional,2,none,none,none,none,0.0,1.49,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,520.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4981,IRR-MAL-2023-04981,Malawi,2023,0.52,semi-commercial,False,1291.0,26.1,occasional,2,none,none,none,none,0.0,0.52,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,699.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4982,IRR-ZAM-2025-04982,Zambia,2025,1.54,subsistence,False,941.0,17.1,occasional,6,none,none,none,none,0.0,1.54,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,686.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4983,IRR-TAN-2022-04983,Tanzania,2022,0.59,subsistence,True,803.0,32.4,rare,2,manual,lake,solar,individual,0.27,0.32,46.0,9.0,15,fair,54.0,7.0,False,0.0,False,665.0,538.0,65.6,436.0,1.39,86.7,82.2,46.7,0.0,22.0,weekly,visual,fruits,31.2,2.01,2,1792.0,6649.0,True,False,False,0.0,24.1,poor,low,True,False,False,0.6,traditional,high_burden
4984,IRR-UGA-2024-04984,Uganda,2024,1.76,subsistence,False,712.0,15.5,rare,6,none,none,none,none,0.0,1.76,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,606.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4985,IRR-BUR-2019-04985,Burkina Faso,2019,0.87,subsistence,False,902.0,26.4,frequent,2,none,none,none,none,0.0,0.87,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,434.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4986,IRR-MAL-2021-04986,Malawi,2021,0.47,semi-commercial,False,1104.0,27.3,frequent,7,none,none,none,none,0.0,0.47,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,426.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4987,IRR-ETH-2020-04987,Ethiopia,2020,0.54,semi-commercial,False,882.0,31.1,occasional,4,none,none,none,none,0.0,0.54,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,481.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4988,IRR-NIG-2019-04988,Nigeria,2019,1.53,semi-commercial,False,1177.0,24.3,occasional,4,none,none,none,none,0.0,1.53,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,647.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4989,IRR-MAL-2025-04989,Malawi,2025,2.18,semi-commercial,False,1080.0,17.5,occasional,5,none,none,none,none,0.0,2.18,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,454.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4990,IRR-GHA-2020-04990,Ghana,2020,1.06,semi-commercial,False,1209.0,26.8,occasional,6,none,none,none,none,0.0,1.06,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,555.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4991,IRR-GHA-2021-04991,Ghana,2021,2.75,semi-commercial,False,872.0,16.7,occasional,4,none,none,none,none,0.0,2.75,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,472.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4992,IRR-MAL-2018-04992,Malawi,2018,2.97,subsistence,False,1155.0,22.2,occasional,4,none,none,none,none,0.0,2.97,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,405.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4993,IRR-ETH-2020-04993,Ethiopia,2020,0.46,subsistence,False,507.0,23.7,occasional,5,none,none,none,none,0.0,0.46,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,479.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4994,IRR-GHA-2025-04994,Ghana,2025,1.44,semi-commercial,False,501.0,25.8,occasional,5,none,none,none,none,0.0,1.44,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,479.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4995,IRR-ETH-2018-04995,Ethiopia,2018,1.05,semi-commercial,False,595.0,28.5,occasional,3,none,none,none,none,0.0,1.05,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,563.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4996,IRR-UGA-2021-04996,Uganda,2021,1.27,subsistence,False,1023.0,16.1,occasional,6,none,none,none,none,0.0,1.27,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,656.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
4997,IRR-MAL-2020-04997,Mali,2020,2.55,semi-commercial,False,1146.0,30.9,frequent,5,none,none,none,none,0.0,2.55,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,402.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4998,IRR-KEN-2021-04998,Kenya,2021,3.02,subsistence,False,1292.0,31.3,frequent,5,none,none,none,none,0.0,3.02,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,592.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
4999,IRR-TAN-2019-04999,Tanzania,2019,0.73,semi-commercial,True,849.0,19.1,occasional,5,drip,river,solar,cooperative,0.6,0.13,81.7,30.0,16,fair,1489.0,96.0,False,0.0,False,615.0,400.0,79.5,489.0,1.45,77.3,77.5,47.7,0.0,9.0,weekly,weather_based,rice,24.5,1.54,1,3660.0,6145.0,True,True,False,0.0,24.7,poor,high,False,False,False,16.7,modern,high_burden
5000,IRR-KEN-2019-05000,Kenya,2019,0.73,subsistence,False,888.0,24.4,occasional,4,none,none,none,none,0.0,0.73,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,522.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5001,IRR-ETH-2023-05001,Ethiopia,2023,1.38,subsistence,False,659.0,19.1,occasional,2,none,none,none,none,0.0,1.38,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,503.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5002,IRR-TAN-2023-05002,Tanzania,2023,0.32,semi-commercial,False,1023.0,28.1,occasional,3,none,none,none,none,0.0,0.32,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,512.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5003,IRR-KEN-2021-05003,Kenya,2021,1.84,subsistence,False,400.0,24.7,frequent,3,none,none,none,none,0.0,1.84,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,546.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5004,IRR-TAN-2025-05004,Tanzania,2025,2.47,semi-commercial,True,529.0,32.0,rare,4,sprinkler,river,diesel,individual,1.49,0.98,60.3,49.0,11,fair,2235.0,285.0,True,1116.0,True,554.0,603.0,80.8,448.0,0.94,79.6,80.9,52.0,160.0,30.0,biweekly,calendar,fruits,52.2,1.39,2,8253.0,5540.0,True,False,False,0.0,9.0,poor,medium,True,False,False,3.5,modern,high_burden
5005,IRR-TAN-2018-05005,Tanzania,2018,2.27,subsistence,True,428.0,30.2,occasional,6,center_pivot,river,gravity,individual,0.69,1.58,30.4,35.0,11,fair,3451.0,230.0,False,0.0,False,465.0,460.0,83.9,390.0,1.18,82.2,63.9,44.1,0.0,7.0,as_needed,visual,rice,26.8,1.33,3,3208.0,4649.0,False,False,False,0.0,0.0,poor,high,False,False,False,11.3,traditional,high_burden
5006,IRR-ZAM-2018-05006,Zambia,2018,0.75,subsistence,False,400.0,30.1,frequent,6,none,none,none,none,0.0,0.75,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,492.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5007,IRR-GHA-2023-05007,Ghana,2023,1.44,semi-commercial,True,834.0,15.9,rare,2,surface,groundwater,solar,shared,0.6,0.84,41.6,35.0,10,good,478.0,27.0,False,0.0,True,786.0,677.0,58.2,458.0,1.08,81.3,84.7,40.1,0.0,18.0,as_needed,calendar,cotton,30.1,1.87,2,4697.0,7863.0,True,False,False,59.8,22.9,good,low,False,False,True,2.2,traditional,high_burden
5008,IRR-MAL-2024-05008,Mali,2024,1.32,subsistence,False,1000.0,33.3,frequent,6,none,none,none,none,0.0,1.32,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,414.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5009,IRR-NIG-2025-05009,Nigeria,2025,0.81,subsistence,True,683.0,21.0,rare,7,sprinkler,reservoir,solar,shared,0.36,0.45,44.4,21.0,18,excellent,542.0,56.0,False,0.0,True,472.0,479.0,81.1,383.0,1.07,78.8,61.1,39.1,0.0,7.0,daily,soil_moisture,rice,58.5,1.46,1,1705.0,4721.0,True,False,False,0.0,21.8,good,medium,False,False,True,2.3,modern,high_burden
5010,IRR-ZAM-2024-05010,Zambia,2024,2.14,subsistence,False,749.0,29.5,frequent,3,none,none,none,none,0.0,2.14,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,693.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5011,IRR-ETH-2020-05011,Ethiopia,2020,3.79,semi-commercial,False,937.0,21.0,occasional,4,none,none,none,none,0.0,3.79,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,543.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5012,IRR-MAL-2025-05012,Mali,2025,1.04,subsistence,False,927.0,33.4,occasional,7,none,none,none,none,0.0,1.04,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,506.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5013,IRR-MAL-2023-05013,Malawi,2023,1.19,subsistence,False,845.0,16.3,occasional,6,none,none,none,none,0.0,1.19,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,403.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5014,IRR-MAL-2025-05014,Malawi,2025,0.57,semi-commercial,False,833.0,24.5,occasional,4,none,none,none,none,0.0,0.57,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,509.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5015,IRR-ZAM-2020-05015,Zambia,2020,1.2,semi-commercial,True,1119.0,32.2,rare,3,drip,rainwater_harvesting,electric,government,0.48,0.72,40.1,18.0,18,fair,1200.0,165.0,False,0.0,True,754.0,471.0,95.0,717.0,1.92,94.8,75.3,67.8,38.0,7.0,as_needed,visual,fruits,50.6,1.55,1,3621.0,7543.0,False,False,False,0.0,11.1,poor,high,False,False,False,4.0,modern,high_burden
5016,IRR-UGA-2020-05016,Uganda,2020,4.37,commercial,False,883.0,31.5,occasional,3,none,none,none,none,0.0,4.37,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,679.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5017,IRR-MAL-2024-05017,Mali,2024,1.23,subsistence,False,946.0,30.2,frequent,2,none,none,none,none,0.0,1.23,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,622.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5018,IRR-MAL-2018-05018,Malawi,2018,1.27,subsistence,False,1037.0,19.6,rare,3,none,none,none,none,0.0,1.27,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,642.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5019,IRR-NIG-2025-05019,Nigeria,2025,0.84,semi-commercial,True,935.0,33.1,occasional,2,flood,lake,gravity,shared,0.8,0.04,95.0,39.0,17,fair,320.0,20.0,False,0.0,False,676.0,516.0,38.3,259.0,1.15,75.8,82.9,24.1,0.0,32.0,weekly,visual,rice,25.7,1.7,2,5418.0,6764.0,True,True,False,0.0,0.0,poor,low,False,False,False,3.0,traditional,high_burden
5020,IRR-ZAM-2021-05020,Zambia,2021,1.26,subsistence,False,792.0,31.5,rare,3,none,none,none,none,0.0,1.26,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,612.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5021,IRR-UGA-2022-05021,Uganda,2022,0.98,subsistence,False,400.0,24.7,occasional,4,none,none,none,none,0.0,0.98,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,409.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5022,IRR-BUR-2025-05022,Burkina Faso,2025,2.33,semi-commercial,False,1268.0,29.8,frequent,5,none,none,none,none,0.0,2.33,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,696.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5023,IRR-MAL-2024-05023,Mali,2024,6.5,semi-commercial,True,1152.0,32.6,occasional,3,surface,groundwater,electric,shared,3.15,3.34,48.5,103.0,6,poor,2523.0,345.0,True,825.0,False,453.0,420.0,49.3,224.0,0.91,91.4,85.6,38.6,462.0,95.0,weekly,calendar,fruits,23.2,1.99,2,14296.0,4533.0,False,False,False,36.4,9.7,poor,low,True,False,False,3.3,traditional,high_burden
5024,IRR-BUR-2022-05024,Burkina Faso,2022,2.03,semi-commercial,False,938.0,21.6,rare,4,none,none,none,none,0.0,2.03,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,693.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5025,IRR-KEN-2024-05025,Kenya,2024,0.51,semi-commercial,False,723.0,31.0,rare,6,none,none,none,none,0.0,0.51,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,575.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5026,IRR-KEN-2021-05026,Kenya,2021,0.52,subsistence,False,727.0,26.9,occasional,4,none,none,none,none,0.0,0.52,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,597.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5027,IRR-GHA-2021-05027,Ghana,2021,1.05,semi-commercial,False,929.0,17.3,occasional,6,none,none,none,none,0.0,1.05,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,690.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5028,IRR-UGA-2019-05028,Uganda,2019,1.35,semi-commercial,False,958.0,19.0,occasional,5,none,none,none,none,0.0,1.35,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,554.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5029,IRR-MAL-2018-05029,Malawi,2018,2.89,semi-commercial,False,1228.0,18.4,occasional,5,none,none,none,none,0.0,2.89,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,498.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5030,IRR-KEN-2023-05030,Kenya,2023,3.97,subsistence,False,960.0,33.4,rare,6,none,none,none,none,0.0,3.97,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,590.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5031,IRR-MAL-2020-05031,Mali,2020,1.55,semi-commercial,False,886.0,19.9,occasional,5,none,none,none,none,0.0,1.55,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,531.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5032,IRR-BUR-2020-05032,Burkina Faso,2020,0.8,subsistence,False,1185.0,25.3,frequent,5,none,none,none,none,0.0,0.8,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,513.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5033,IRR-ZAM-2022-05033,Zambia,2022,1.19,semi-commercial,False,1201.0,28.3,occasional,5,none,none,none,none,0.0,1.19,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,403.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5034,IRR-GHA-2024-05034,Ghana,2024,1.2,commercial,False,710.0,30.4,occasional,7,none,none,none,none,0.0,1.2,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,634.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5035,IRR-MAL-2024-05035,Malawi,2024,2.32,semi-commercial,False,1109.0,31.1,occasional,4,none,none,none,none,0.0,2.32,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,512.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5036,IRR-BUR-2020-05036,Burkina Faso,2020,0.95,semi-commercial,True,625.0,15.5,occasional,4,surface,river,diesel,individual,0.39,0.57,40.5,17.0,2,fair,309.0,23.0,False,0.0,False,692.0,564.0,57.0,395.0,2.45,87.5,79.0,39.4,99.0,12.0,as_needed,calendar,maize,20.3,1.28,1,2675.0,6921.0,False,False,False,0.0,2.1,poor,low,False,False,False,3.2,traditional,high_burden
5037,IRR-UGA-2024-05037,Uganda,2024,2.61,subsistence,True,801.0,34.8,frequent,6,flood,river,electric,individual,0.8,1.81,30.5,32.0,3,good,319.0,17.0,True,114.0,False,734.0,540.0,40.8,300.0,2.35,72.6,80.3,23.8,58.0,32.0,biweekly,visual,rice,26.5,1.77,1,5852.0,7342.0,True,False,False,0.0,24.8,good,low,False,True,False,0.9,traditional,high_burden
5038,IRR-KEN-2021-05038,Kenya,2021,1.94,subsistence,False,706.0,19.5,occasional,6,none,none,none,none,0.0,1.94,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,639.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5039,IRR-MAL-2019-05039,Mali,2019,2.63,semi-commercial,False,972.0,32.7,occasional,7,none,none,none,none,0.0,2.63,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,610.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5040,IRR-ETH-2020-05040,Ethiopia,2020,0.63,semi-commercial,False,967.0,32.0,occasional,7,none,none,none,none,0.0,0.63,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,644.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5041,IRR-NIG-2022-05041,Nigeria,2022,2.06,subsistence,False,1050.0,16.3,rare,2,none,none,none,none,0.0,2.06,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,505.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5042,IRR-MAL-2021-05042,Mali,2021,0.57,subsistence,True,1114.0,23.0,frequent,5,drip,river,solar,cooperative,0.49,0.07,86.9,25.0,16,excellent,1236.0,115.0,False,0.0,True,599.0,591.0,94.9,568.0,1.57,91.7,94.5,82.2,0.0,7.0,biweekly,weather_based,rice,28.3,1.99,2,2960.0,5986.0,True,False,False,0.0,25.0,good,high,True,True,False,15.4,modern,high_burden
5043,IRR-MAL-2021-05043,Mali,2021,4.32,subsistence,True,428.0,28.4,rare,2,manual,river,solar,shared,2.51,1.82,58.0,147.0,14,fair,502.0,61.0,False,0.0,False,679.0,431.0,64.1,435.0,0.99,91.8,85.5,50.3,0.0,201.0,daily,weather_based,sugarcane,35.0,2.09,1,17041.0,6792.0,False,True,False,0.0,10.2,poor,low,True,False,False,0.7,traditional,high_burden
5044,IRR-TAN-2024-05044,Tanzania,2024,1.97,semi-commercial,False,1283.0,19.9,occasional,2,none,none,none,none,0.0,1.97,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,460.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5045,IRR-ZAM-2018-05045,Zambia,2018,0.6,subsistence,False,1054.0,26.9,rare,7,none,none,none,none,0.0,0.6,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,599.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5046,IRR-KEN-2022-05046,Kenya,2022,0.2,semi-commercial,False,988.0,28.1,rare,3,none,none,none,none,0.0,0.2,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,627.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5047,IRR-MAL-2021-05047,Malawi,2021,1.38,subsistence,False,874.0,21.9,frequent,5,none,none,none,none,0.0,1.38,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,576.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5048,IRR-KEN-2025-05048,Kenya,2025,1.01,subsistence,False,829.0,27.5,frequent,4,none,none,none,none,0.0,1.01,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,609.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5049,IRR-ZAM-2022-05049,Zambia,2022,0.75,semi-commercial,False,520.0,18.7,occasional,4,none,none,none,none,0.0,0.75,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,587.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5050,IRR-TAN-2024-05050,Tanzania,2024,2.2,subsistence,False,959.0,19.0,occasional,5,none,none,none,none,0.0,2.2,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,670.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5051,IRR-ETH-2021-05051,Ethiopia,2021,1.61,subsistence,False,452.0,18.4,occasional,7,none,none,none,none,0.0,1.61,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,679.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5052,IRR-BUR-2025-05052,Burkina Faso,2025,1.22,subsistence,False,968.0,33.2,occasional,4,none,none,none,none,0.0,1.22,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,622.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5053,IRR-TAN-2020-05053,Tanzania,2020,0.56,subsistence,False,479.0,28.8,occasional,2,none,none,none,none,0.0,0.56,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,634.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5054,IRR-UGA-2018-05054,Uganda,2018,2.32,subsistence,False,479.0,23.2,occasional,5,none,none,none,none,0.0,2.32,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,634.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5055,IRR-MAL-2023-05055,Mali,2023,0.83,subsistence,False,709.0,22.1,frequent,3,none,none,none,none,0.0,0.83,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,422.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5056,IRR-NIG-2020-05056,Nigeria,2020,3.17,subsistence,False,1005.0,23.9,frequent,2,none,none,none,none,0.0,3.17,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,641.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5057,IRR-MAL-2025-05057,Mali,2025,1.6,semi-commercial,True,924.0,33.8,occasional,5,flood,groundwater,electric,individual,0.92,0.67,57.8,31.0,15,excellent,370.0,25.0,False,0.0,False,391.0,508.0,41.4,162.0,1.52,91.2,71.2,26.9,76.0,37.0,weekly,soil_moisture,maize,58.0,1.93,2,3613.0,3908.0,False,True,False,38.6,12.7,good,low,False,False,True,0.8,traditional,high_burden
5058,IRR-ETH-2024-05058,Ethiopia,2024,0.99,semi-commercial,False,793.0,21.2,occasional,4,none,none,none,none,0.0,0.99,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,448.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5059,IRR-MAL-2024-05059,Malawi,2024,1.55,subsistence,False,927.0,22.5,occasional,7,none,none,none,none,0.0,1.55,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,665.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5060,IRR-UGA-2021-05060,Uganda,2021,4.59,semi-commercial,False,856.0,25.8,occasional,7,none,none,none,none,0.0,4.59,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,509.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5061,IRR-NIG-2019-05061,Nigeria,2019,2.9,subsistence,False,674.0,28.9,occasional,5,none,none,none,none,0.0,2.9,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,590.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5062,IRR-BUR-2025-05062,Burkina Faso,2025,0.68,semi-commercial,False,664.0,29.9,occasional,7,none,none,none,none,0.0,0.68,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,691.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5063,IRR-GHA-2019-05063,Ghana,2019,0.47,semi-commercial,False,976.0,15.3,frequent,3,none,none,none,none,0.0,0.47,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,597.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5064,IRR-TAN-2024-05064,Tanzania,2024,1.69,semi-commercial,False,872.0,28.1,frequent,2,none,none,none,none,0.0,1.69,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,479.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5065,IRR-NIG-2022-05065,Nigeria,2022,1.1,subsistence,False,625.0,29.5,occasional,3,none,none,none,none,0.0,1.1,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,523.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5066,IRR-MAL-2025-05066,Mali,2025,1.94,semi-commercial,False,549.0,16.2,occasional,5,none,none,none,none,0.0,1.94,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,598.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5067,IRR-TAN-2019-05067,Tanzania,2019,1.35,semi-commercial,False,900.0,27.9,rare,2,none,none,none,none,0.0,1.35,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,562.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5068,IRR-NIG-2022-05068,Nigeria,2022,2.12,semi-commercial,False,860.0,18.4,occasional,6,none,none,none,none,0.0,2.12,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,620.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5069,IRR-NIG-2022-05069,Nigeria,2022,0.94,subsistence,False,721.0,28.6,frequent,5,none,none,none,none,0.0,0.94,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,530.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5070,IRR-KEN-2022-05070,Kenya,2022,1.22,subsistence,False,1165.0,28.4,frequent,6,none,none,none,none,0.0,1.22,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,609.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5071,IRR-ZAM-2024-05071,Zambia,2024,0.26,semi-commercial,True,885.0,26.9,frequent,7,surface,reservoir,solar,individual,0.13,0.13,49.6,7.0,16,excellent,104.0,7.0,False,0.0,False,514.0,681.0,53.1,273.0,1.47,73.3,80.8,31.4,0.0,4.0,weekly,calendar,rice,22.6,1.57,1,670.0,5141.0,False,True,True,0.0,7.8,good,low,True,False,True,3.5,traditional,high_burden
5072,IRR-MAL-2021-05072,Mali,2021,0.89,semi-commercial,False,457.0,19.1,rare,5,none,none,none,none,0.0,0.89,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,634.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5073,IRR-TAN-2018-05073,Tanzania,2018,0.61,semi-commercial,False,954.0,15.4,rare,4,none,none,none,none,0.0,0.61,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,593.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5074,IRR-BUR-2025-05074,Burkina Faso,2025,1.25,semi-commercial,False,1265.0,22.4,rare,5,none,none,none,none,0.0,1.25,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,539.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5075,IRR-UGA-2019-05075,Uganda,2019,0.78,semi-commercial,False,1105.0,19.8,rare,5,none,none,none,none,0.0,0.78,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,629.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5076,IRR-ZAM-2020-05076,Zambia,2020,0.96,subsistence,False,817.0,25.4,frequent,5,none,none,none,none,0.0,0.96,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,426.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5077,IRR-NIG-2018-05077,Nigeria,2018,1.55,semi-commercial,False,982.0,16.4,rare,6,none,none,none,none,0.0,1.55,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,553.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5078,IRR-GHA-2023-05078,Ghana,2023,4.01,semi-commercial,False,1507.0,16.9,frequent,5,none,none,none,none,0.0,4.01,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,417.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5079,IRR-GHA-2025-05079,Ghana,2025,2.08,semi-commercial,False,562.0,28.7,occasional,3,none,none,none,none,0.0,2.08,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,510.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5080,IRR-MAL-2025-05080,Malawi,2025,1.48,semi-commercial,False,811.0,23.7,occasional,5,none,none,none,none,0.0,1.48,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,441.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5081,IRR-TAN-2024-05081,Tanzania,2024,2.56,semi-commercial,True,956.0,24.3,occasional,7,flood,groundwater,solar,cooperative,1.89,0.67,73.7,107.0,16,poor,755.0,54.0,False,0.0,False,776.0,521.0,39.1,304.0,1.38,85.6,72.2,24.2,0.0,75.0,daily,visual,fruits,56.8,1.78,1,14648.0,7762.0,False,False,True,52.7,18.5,poor,low,True,False,False,1.0,traditional,high_burden
5082,IRR-GHA-2020-05082,Ghana,2020,0.26,semi-commercial,False,722.0,25.9,occasional,4,none,none,none,none,0.0,0.26,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,553.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5083,IRR-MAL-2024-05083,Malawi,2024,0.45,semi-commercial,False,804.0,21.3,rare,4,none,none,none,none,0.0,0.45,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,404.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5084,IRR-MAL-2018-05084,Malawi,2018,0.82,subsistence,False,635.0,20.1,rare,4,none,none,none,none,0.0,0.82,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,473.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5085,IRR-ETH-2022-05085,Ethiopia,2022,0.73,subsistence,False,621.0,23.7,occasional,2,none,none,none,none,0.0,0.73,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,681.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5086,IRR-KEN-2024-05086,Kenya,2024,2.89,semi-commercial,False,559.0,20.7,frequent,4,none,none,none,none,0.0,2.89,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,651.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5087,IRR-ETH-2021-05087,Ethiopia,2021,1.82,semi-commercial,False,846.0,15.0,frequent,7,none,none,none,none,0.0,1.82,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,694.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5088,IRR-ETH-2020-05088,Ethiopia,2020,1.52,subsistence,True,1156.0,15.2,rare,5,drip,groundwater,gravity,shared,0.93,0.59,61.1,29.0,9,excellent,2327.0,193.0,False,0.0,False,320.0,518.0,89.0,285.0,2.37,91.2,80.6,65.4,0.0,14.0,as_needed,calendar,vegetables,59.3,1.36,2,2978.0,3200.0,True,False,False,13.0,0.0,good,high,True,False,True,5.2,modern,high_burden
5089,IRR-GHA-2019-05089,Ghana,2019,5.56,subsistence,False,1243.0,28.8,occasional,6,none,none,none,none,0.0,5.56,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,410.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5090,IRR-ETH-2025-05090,Ethiopia,2025,4.31,semi-commercial,False,1055.0,27.6,rare,4,none,none,none,none,0.0,4.31,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,634.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5091,IRR-GHA-2024-05091,Ghana,2024,2.15,subsistence,False,969.0,19.1,occasional,6,none,none,none,none,0.0,2.15,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,417.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5092,IRR-MAL-2018-05092,Mali,2018,1.72,commercial,False,876.0,21.6,occasional,6,none,none,none,none,0.0,1.72,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,458.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5093,IRR-BUR-2018-05093,Burkina Faso,2018,1.62,subsistence,False,731.0,28.2,frequent,7,none,none,none,none,0.0,1.62,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,483.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5094,IRR-KEN-2022-05094,Kenya,2022,2.09,subsistence,False,570.0,33.6,occasional,2,none,none,none,none,0.0,2.09,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,407.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5095,IRR-MAL-2020-05095,Mali,2020,0.49,subsistence,False,830.0,20.5,rare,6,none,none,none,none,0.0,0.49,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,659.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5096,IRR-ETH-2020-05096,Ethiopia,2020,3.63,semi-commercial,False,771.0,30.6,rare,6,none,none,none,none,0.0,3.63,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,482.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5097,IRR-UGA-2022-05097,Uganda,2022,5.38,semi-commercial,False,746.0,24.6,rare,3,none,none,none,none,0.0,5.38,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,548.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5098,IRR-BUR-2020-05098,Burkina Faso,2020,2.13,subsistence,True,940.0,23.2,rare,6,sprinkler,river,gravity,cooperative,0.79,1.33,37.3,40.0,0,good,1189.0,66.0,False,0.0,True,318.0,427.0,70.0,223.0,2.26,92.2,80.3,51.9,0.0,16.0,daily,soil_moisture,horticulture,35.7,1.55,1,2523.0,3182.0,False,True,False,0.0,0.0,good,medium,False,False,False,3.1,modern,high_burden
5099,IRR-KEN-2022-05099,Kenya,2022,1.41,subsistence,False,1119.0,25.7,frequent,4,none,none,none,none,0.0,1.41,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,691.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5100,IRR-MAL-2019-05100,Mali,2019,0.77,semi-commercial,False,1162.0,30.8,occasional,6,none,none,none,none,0.0,0.77,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,585.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5101,IRR-TAN-2020-05101,Tanzania,2020,1.35,subsistence,False,652.0,22.8,occasional,3,none,none,none,none,0.0,1.35,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,529.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5102,IRR-NIG-2024-05102,Nigeria,2024,8.05,semi-commercial,False,1326.0,34.6,rare,2,none,none,none,none,0.0,8.05,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,574.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5103,IRR-ZAM-2022-05103,Zambia,2022,0.53,subsistence,False,908.0,26.9,occasional,3,none,none,none,none,0.0,0.53,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,451.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5104,IRR-ZAM-2018-05104,Zambia,2018,4.38,subsistence,False,768.0,24.2,frequent,5,none,none,none,none,0.0,4.38,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,686.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5105,IRR-ETH-2019-05105,Ethiopia,2019,1.78,commercial,False,740.0,19.7,frequent,4,none,none,none,none,0.0,1.78,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,448.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5106,IRR-NIG-2024-05106,Nigeria,2024,2.56,subsistence,False,1143.0,22.8,rare,2,none,none,none,none,0.0,2.56,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,612.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5107,IRR-MAL-2022-05107,Mali,2022,1.03,semi-commercial,True,1304.0,34.9,frequent,4,surface,river,diesel,individual,0.61,0.42,59.0,26.0,7,fair,485.0,27.0,False,0.0,False,374.0,636.0,49.3,184.0,1.43,90.3,83.3,37.1,134.0,18.0,daily,calendar,rice,49.0,2.32,2,2267.0,3740.0,False,True,False,0.0,8.4,poor,low,True,True,False,1.9,traditional,high_burden
5108,IRR-BUR-2018-05108,Burkina Faso,2018,4.2,subsistence,False,805.0,18.0,occasional,2,none,none,none,none,0.0,4.2,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,434.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5109,IRR-ZAM-2020-05109,Zambia,2020,0.49,subsistence,False,785.0,16.7,frequent,3,none,none,none,none,0.0,0.49,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,562.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5110,IRR-UGA-2025-05110,Uganda,2025,0.66,semi-commercial,False,781.0,33.1,occasional,4,none,none,none,none,0.0,0.66,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,515.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5111,IRR-TAN-2021-05111,Tanzania,2021,6.03,subsistence,False,886.0,26.2,rare,5,none,none,none,none,0.0,6.03,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,658.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5112,IRR-GHA-2023-05112,Ghana,2023,1.69,semi-commercial,True,465.0,16.4,frequent,5,drip,reservoir,manual,cooperative,1.52,0.17,89.7,73.0,7,fair,3791.0,323.0,False,0.0,False,589.0,451.0,90.0,530.0,1.72,86.2,70.0,54.3,0.0,23.0,as_needed,calendar,fruits,41.2,1.73,1,8930.0,5889.0,True,True,False,0.0,0.0,poor,high,False,True,False,10.9,modern,high_burden
5113,IRR-BUR-2024-05113,Burkina Faso,2024,1.35,semi-commercial,False,427.0,26.4,occasional,3,none,none,none,none,0.0,1.35,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,635.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5114,IRR-KEN-2025-05114,Kenya,2025,1.18,subsistence,False,871.0,34.5,frequent,6,none,none,none,none,0.0,1.18,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,577.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5115,IRR-GHA-2019-05115,Ghana,2019,4.04,commercial,True,912.0,33.3,rare,5,center_pivot,lake,solar,shared,3.68,0.36,91.1,196.0,1,good,18419.0,2511.0,False,0.0,False,700.0,604.0,71.4,500.0,1.14,79.2,89.0,50.4,0.0,37.0,weekly,calendar,vegetables,34.4,2.38,3,25775.0,6997.0,True,False,False,0.0,20.4,good,high,True,False,False,26.5,traditional,high_burden
5116,IRR-UGA-2019-05116,Uganda,2019,0.22,semi-commercial,True,898.0,27.7,rare,7,flood,river,diesel,cooperative,0.1,0.12,44.0,6.0,13,good,39.0,2.0,True,13.0,False,431.0,486.0,48.6,210.0,1.61,75.5,73.5,27.0,23.0,4.0,weekly,calendar,rice,51.9,2.48,2,419.0,4310.0,False,True,False,0.0,7.8,good,low,True,False,False,0.7,traditional,high_burden
5117,IRR-UGA-2022-05117,Uganda,2022,0.49,subsistence,True,1058.0,18.1,occasional,2,drip,rainwater_harvesting,gravity,shared,0.27,0.22,55.1,14.0,6,fair,670.0,63.0,False,0.0,False,444.0,456.0,95.0,422.0,1.18,70.3,95.0,63.4,0.0,4.0,as_needed,calendar,rice,36.4,1.48,2,1190.0,4439.0,False,False,False,0.0,0.0,poor,high,False,False,False,7.6,modern,high_burden
5118,IRR-NIG-2025-05118,Nigeria,2025,0.92,semi-commercial,False,946.0,26.9,rare,5,none,none,none,none,0.0,0.92,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,651.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5119,IRR-NIG-2025-05119,Nigeria,2025,1.11,subsistence,False,995.0,25.2,occasional,2,none,none,none,none,0.0,1.11,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,647.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5120,IRR-MAL-2019-05120,Malawi,2019,0.76,subsistence,False,1022.0,20.9,rare,5,none,none,none,none,0.0,0.76,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,617.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5121,IRR-UGA-2020-05121,Uganda,2020,2.14,subsistence,False,707.0,25.4,frequent,6,none,none,none,none,0.0,2.14,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,447.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5122,IRR-GHA-2019-05122,Ghana,2019,1.93,subsistence,False,823.0,22.1,occasional,6,none,none,none,none,0.0,1.93,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,678.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5123,IRR-MAL-2025-05123,Mali,2025,0.71,semi-commercial,True,792.0,32.1,rare,5,flood,groundwater,electric,shared,0.27,0.44,37.7,13.0,5,good,107.0,11.0,True,57.0,False,764.0,436.0,44.4,339.0,1.87,84.4,79.0,29.6,25.0,11.0,weekly,calendar,vegetables,43.8,2.32,2,2053.0,7640.0,False,False,False,66.9,3.5,good,low,False,False,True,0.7,traditional,high_burden
5124,IRR-KEN-2023-05124,Kenya,2023,1.25,subsistence,False,821.0,24.1,rare,3,none,none,none,none,0.0,1.25,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,427.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5125,IRR-ETH-2020-05125,Ethiopia,2020,1.14,subsistence,False,1071.0,30.5,frequent,5,none,none,none,none,0.0,1.14,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,453.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5126,IRR-MAL-2020-05126,Mali,2020,1.98,subsistence,False,1221.0,35.0,rare,6,none,none,none,none,0.0,1.98,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,414.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5127,IRR-KEN-2022-05127,Kenya,2022,0.92,semi-commercial,False,1070.0,25.6,occasional,4,none,none,none,none,0.0,0.92,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,460.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5128,IRR-ZAM-2020-05128,Zambia,2020,2.37,commercial,False,1013.0,24.8,occasional,7,none,none,none,none,0.0,2.37,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,509.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5129,IRR-GHA-2025-05129,Ghana,2025,1.61,subsistence,False,594.0,32.0,occasional,4,none,none,none,none,0.0,1.61,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,617.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5130,IRR-TAN-2022-05130,Tanzania,2022,1.21,subsistence,False,1036.0,26.6,occasional,3,none,none,none,none,0.0,1.21,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,444.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5131,IRR-BUR-2025-05131,Burkina Faso,2025,0.47,commercial,False,707.0,33.9,rare,5,none,none,none,none,0.0,0.47,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,585.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5132,IRR-MAL-2024-05132,Mali,2024,1.21,semi-commercial,False,400.0,24.2,frequent,7,none,none,none,none,0.0,1.21,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,558.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5133,IRR-ZAM-2024-05133,Zambia,2024,1.44,semi-commercial,False,1351.0,19.5,occasional,5,none,none,none,none,0.0,1.44,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,447.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5134,IRR-TAN-2019-05134,Tanzania,2019,1.61,commercial,False,852.0,21.2,occasional,7,none,none,none,none,0.0,1.61,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,498.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5135,IRR-BUR-2018-05135,Burkina Faso,2018,0.72,semi-commercial,False,740.0,19.0,rare,2,none,none,none,none,0.0,0.72,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,608.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5136,IRR-NIG-2018-05136,Nigeria,2018,1.71,semi-commercial,False,400.0,26.3,frequent,3,none,none,none,none,0.0,1.71,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,550.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5137,IRR-MAL-2023-05137,Malawi,2023,0.67,semi-commercial,False,588.0,15.6,frequent,3,none,none,none,none,0.0,0.67,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,630.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5138,IRR-TAN-2020-05138,Tanzania,2020,2.53,subsistence,False,946.0,29.5,occasional,7,none,none,none,none,0.0,2.53,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,653.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5139,IRR-UGA-2024-05139,Uganda,2024,3.94,subsistence,False,1049.0,26.3,occasional,3,none,none,none,none,0.0,3.94,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,680.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5140,IRR-GHA-2019-05140,Ghana,2019,2.98,semi-commercial,False,1033.0,15.8,occasional,6,none,none,none,none,0.0,2.98,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,610.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5141,IRR-TAN-2023-05141,Tanzania,2023,1.21,semi-commercial,False,1147.0,19.7,rare,5,none,none,none,none,0.0,1.21,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,586.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5142,IRR-ZAM-2022-05142,Zambia,2022,1.02,semi-commercial,True,1667.0,30.4,frequent,5,manual,river,wind,government,0.41,0.61,40.5,25.0,2,fair,83.0,10.0,False,0.0,False,409.0,570.0,64.8,265.0,1.24,74.3,76.1,36.7,0.0,33.0,weekly,weather_based,vegetables,45.3,1.53,1,1695.0,4087.0,False,False,False,0.0,0.0,poor,low,False,True,False,0.4,traditional,high_burden
5143,IRR-TAN-2022-05143,Tanzania,2022,0.82,subsistence,False,755.0,19.4,rare,3,none,none,none,none,0.0,0.82,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,661.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5144,IRR-UGA-2019-05144,Uganda,2019,2.31,semi-commercial,False,898.0,28.8,occasional,7,none,none,none,none,0.0,2.31,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,512.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5145,IRR-TAN-2020-05145,Tanzania,2020,1.37,semi-commercial,False,983.0,27.9,occasional,4,none,none,none,none,0.0,1.37,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,492.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5146,IRR-ETH-2023-05146,Ethiopia,2023,0.75,subsistence,False,983.0,29.1,occasional,7,none,none,none,none,0.0,0.75,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,558.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5147,IRR-ZAM-2023-05147,Zambia,2023,1.51,subsistence,False,581.0,31.7,rare,5,none,none,none,none,0.0,1.51,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,412.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5148,IRR-BUR-2025-05148,Burkina Faso,2025,0.47,subsistence,True,1111.0,20.2,occasional,7,drip,river,diesel,individual,0.4,0.07,85.3,20.0,9,good,1000.0,68.0,False,0.0,True,770.0,519.0,87.6,674.0,1.64,78.6,95.0,65.4,41.0,6.0,weekly,soil_moisture,rice,26.8,2.38,2,3078.0,7696.0,False,False,True,0.0,11.4,good,high,False,False,False,15.9,modern,high_burden
5149,IRR-NIG-2022-05149,Nigeria,2022,1.56,semi-commercial,False,755.0,24.4,occasional,7,none,none,none,none,0.0,1.56,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,444.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5150,IRR-BUR-2022-05150,Burkina Faso,2022,1.3,subsistence,False,1077.0,16.0,rare,5,none,none,none,none,0.0,1.3,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,644.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5151,IRR-NIG-2024-05151,Nigeria,2024,1.71,subsistence,False,609.0,16.7,frequent,4,none,none,none,none,0.0,1.71,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,494.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5152,IRR-TAN-2018-05152,Tanzania,2018,2.61,subsistence,False,1060.0,21.7,rare,3,none,none,none,none,0.0,2.61,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,658.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5153,IRR-UGA-2020-05153,Uganda,2020,1.72,subsistence,False,400.0,23.1,occasional,2,none,none,none,none,0.0,1.72,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,693.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5154,IRR-TAN-2023-05154,Tanzania,2023,0.51,semi-commercial,False,1035.0,27.2,occasional,5,none,none,none,none,0.0,0.51,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,552.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5155,IRR-BUR-2023-05155,Burkina Faso,2023,1.31,subsistence,True,882.0,20.3,occasional,3,flood,groundwater,solar,individual,0.58,0.73,44.5,18.0,17,good,234.0,16.0,False,0.0,False,399.0,434.0,39.3,157.0,2.11,84.6,87.3,29.1,0.0,23.0,biweekly,visual,vegetables,34.4,1.87,2,2332.0,3991.0,False,False,False,20.5,6.7,good,low,True,False,True,1.0,traditional,high_burden
5156,IRR-MAL-2022-05156,Mali,2022,8.82,semi-commercial,False,849.0,26.3,occasional,2,none,none,none,none,0.0,8.82,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,578.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5157,IRR-ETH-2018-05157,Ethiopia,2018,3.02,semi-commercial,False,992.0,23.1,occasional,2,none,none,none,none,0.0,3.02,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,509.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5158,IRR-MAL-2018-05158,Malawi,2018,2.03,subsistence,False,1161.0,24.0,occasional,2,none,none,none,none,0.0,2.03,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,424.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5159,IRR-KEN-2024-05159,Kenya,2024,0.92,subsistence,False,883.0,23.0,rare,5,none,none,none,none,0.0,0.92,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,458.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5160,IRR-TAN-2021-05160,Tanzania,2021,0.6,semi-commercial,False,601.0,29.3,frequent,5,none,none,none,none,0.0,0.6,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,635.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5161,IRR-GHA-2018-05161,Ghana,2018,2.77,subsistence,False,1274.0,30.5,rare,3,none,none,none,none,0.0,2.77,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,517.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5162,IRR-MAL-2018-05162,Mali,2018,1.32,semi-commercial,False,699.0,29.8,rare,6,none,none,none,none,0.0,1.32,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,434.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5163,IRR-MAL-2025-05163,Malawi,2025,2.73,semi-commercial,False,663.0,21.6,rare,5,none,none,none,none,0.0,2.73,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,569.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5164,IRR-MAL-2020-05164,Mali,2020,0.76,commercial,False,1316.0,25.4,occasional,3,none,none,none,none,0.0,0.76,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,618.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5165,IRR-UGA-2021-05165,Uganda,2021,1.2,subsistence,True,671.0,29.2,rare,2,flood,rainwater_harvesting,diesel,cooperative,0.84,0.37,69.4,36.0,18,excellent,334.0,46.0,False,0.0,False,559.0,483.0,42.1,235.0,0.89,82.2,88.9,30.7,151.0,33.0,daily,soil_moisture,sugarcane,31.8,1.61,2,4671.0,5589.0,False,False,False,0.0,22.4,good,low,True,False,False,1.7,traditional,high_burden
5166,IRR-MAL-2022-05166,Malawi,2022,0.4,subsistence,False,1031.0,16.4,frequent,3,none,none,none,none,0.0,0.4,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,417.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5167,IRR-NIG-2018-05167,Nigeria,2018,1.59,semi-commercial,False,1110.0,22.1,occasional,6,none,none,none,none,0.0,1.59,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,543.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5168,IRR-KEN-2021-05168,Kenya,2021,16.78,subsistence,False,946.0,16.9,frequent,3,none,none,none,none,0.0,16.78,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,539.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5169,IRR-TAN-2020-05169,Tanzania,2020,2.02,subsistence,False,1294.0,22.9,frequent,6,none,none,none,none,0.0,2.02,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,640.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5170,IRR-KEN-2021-05170,Kenya,2021,1.85,commercial,False,1051.0,29.7,occasional,2,none,none,none,none,0.0,1.85,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,471.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5171,IRR-GHA-2023-05171,Ghana,2023,0.35,commercial,False,1130.0,21.5,frequent,5,none,none,none,none,0.0,0.35,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,414.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5172,IRR-KEN-2024-05172,Kenya,2024,2.17,subsistence,True,852.0,28.5,rare,3,flood,lake,solar,government,1.8,0.37,83.1,99.0,4,good,721.0,45.0,False,0.0,False,527.0,559.0,47.4,250.0,1.49,80.3,74.5,28.3,0.0,72.0,weekly,calendar,rice,26.1,1.22,2,9503.0,5275.0,True,False,False,0.0,24.3,good,low,True,False,False,2.5,traditional,high_burden
5173,IRR-ZAM-2020-05173,Zambia,2020,1.13,subsistence,False,470.0,24.4,rare,2,none,none,none,none,0.0,1.13,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,609.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5174,IRR-KEN-2021-05174,Kenya,2021,4.82,commercial,False,1451.0,25.0,occasional,7,none,none,none,none,0.0,4.82,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,542.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5175,IRR-MAL-2022-05175,Malawi,2022,1.2,semi-commercial,False,743.0,20.2,frequent,7,none,none,none,none,0.0,1.2,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,552.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5176,IRR-KEN-2019-05176,Kenya,2019,1.13,commercial,False,854.0,26.3,frequent,4,none,none,none,none,0.0,1.13,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,448.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5177,IRR-NIG-2018-05177,Nigeria,2018,0.58,subsistence,False,978.0,24.5,occasional,7,none,none,none,none,0.0,0.58,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,572.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5178,IRR-TAN-2024-05178,Tanzania,2024,2.48,subsistence,True,1085.0,19.6,rare,3,surface,river,solar,government,2.19,0.29,88.3,117.0,11,fair,1753.0,134.0,False,0.0,True,522.0,432.0,55.7,290.0,2.03,83.2,77.5,35.9,0.0,66.0,biweekly,calendar,fruits,39.6,2.19,2,11428.0,5216.0,False,False,False,0.0,7.9,poor,low,False,False,False,3.6,traditional,high_burden
5179,IRR-NIG-2021-05179,Nigeria,2021,1.54,subsistence,False,400.0,25.5,frequent,6,none,none,none,none,0.0,1.54,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,481.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5180,IRR-MAL-2024-05180,Mali,2024,0.68,semi-commercial,False,825.0,32.9,occasional,3,none,none,none,none,0.0,0.68,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,546.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5181,IRR-MAL-2020-05181,Malawi,2020,0.68,subsistence,False,1232.0,34.4,occasional,5,none,none,none,none,0.0,0.68,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,448.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5182,IRR-NIG-2025-05182,Nigeria,2025,0.83,semi-commercial,False,1052.0,23.8,occasional,7,none,none,none,none,0.0,0.83,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,417.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5183,IRR-ETH-2022-05183,Ethiopia,2022,2.26,subsistence,False,918.0,23.0,occasional,2,none,none,none,none,0.0,2.26,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,606.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5184,IRR-MAL-2019-05184,Malawi,2019,0.66,subsistence,False,1514.0,31.8,rare,6,none,none,none,none,0.0,0.66,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,669.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5185,IRR-GHA-2024-05185,Ghana,2024,1.64,semi-commercial,False,827.0,21.4,occasional,4,none,none,none,none,0.0,1.64,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,620.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5186,IRR-GHA-2019-05186,Ghana,2019,2.74,semi-commercial,True,1001.0,29.8,rare,2,surface,lake,diesel,individual,1.65,1.09,60.3,87.0,15,excellent,1320.0,76.0,True,569.0,True,791.0,629.0,56.5,447.0,2.01,78.4,76.5,33.9,430.0,50.0,daily,visual,rice,34.6,1.59,2,13058.0,7913.0,False,False,False,0.0,12.5,good,low,False,False,False,2.8,traditional,high_burden
5187,IRR-MAL-2021-05187,Mali,2021,2.65,semi-commercial,False,795.0,23.2,occasional,6,none,none,none,none,0.0,2.65,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,616.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5188,IRR-KEN-2020-05188,Kenya,2020,0.95,semi-commercial,True,956.0,16.5,frequent,7,surface,river,diesel,government,0.43,0.52,45.2,17.0,16,good,343.0,45.0,False,0.0,True,683.0,423.0,54.3,371.0,0.83,77.5,73.8,31.1,127.0,13.0,weekly,visual,rice,21.3,1.93,1,2931.0,6834.0,False,True,False,0.0,21.0,good,low,False,True,False,3.4,traditional,high_burden
5189,IRR-TAN-2018-05189,Tanzania,2018,3.03,subsistence,False,1026.0,25.9,occasional,4,none,none,none,none,0.0,3.03,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,677.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5190,IRR-ETH-2019-05190,Ethiopia,2019,1.55,semi-commercial,False,400.0,20.2,frequent,3,none,none,none,none,0.0,1.55,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,582.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5191,IRR-MAL-2021-05191,Mali,2021,2.07,semi-commercial,False,879.0,26.4,occasional,4,none,none,none,none,0.0,2.07,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,594.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5192,IRR-KEN-2022-05192,Kenya,2022,0.83,semi-commercial,False,792.0,27.0,rare,3,none,none,none,none,0.0,0.83,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,698.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5193,IRR-UGA-2018-05193,Uganda,2018,2.15,subsistence,False,1496.0,17.8,occasional,7,none,none,none,none,0.0,2.15,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,685.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5194,IRR-GHA-2020-05194,Ghana,2020,1.72,subsistence,False,684.0,18.6,occasional,6,none,none,none,none,0.0,1.72,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,521.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5195,IRR-BUR-2025-05195,Burkina Faso,2025,2.28,subsistence,False,888.0,22.5,occasional,6,none,none,none,none,0.0,2.28,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,502.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5196,IRR-GHA-2018-05196,Ghana,2018,1.38,semi-commercial,False,1048.0,32.2,occasional,3,none,none,none,none,0.0,1.38,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,503.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5197,IRR-TAN-2018-05197,Tanzania,2018,0.77,subsistence,True,1221.0,19.7,rare,7,surface,rainwater_harvesting,solar,cooperative,0.35,0.42,45.6,20.0,13,excellent,282.0,20.0,False,0.0,False,454.0,631.0,55.3,251.0,1.98,72.2,61.2,24.4,0.0,11.0,weekly,calendar,vegetables,47.5,2.07,2,1599.0,4535.0,False,False,False,0.0,16.5,good,low,True,False,False,1.5,traditional,high_burden
5198,IRR-TAN-2024-05198,Tanzania,2024,0.53,subsistence,False,1061.0,26.0,occasional,4,none,none,none,none,0.0,0.53,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,489.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5199,IRR-NIG-2023-05199,Nigeria,2023,4.93,subsistence,False,806.0,27.5,occasional,3,none,none,none,none,0.0,4.93,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,564.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5200,IRR-TAN-2019-05200,Tanzania,2019,3.38,semi-commercial,False,650.0,33.6,rare,3,none,none,none,none,0.0,3.38,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,415.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5201,IRR-MAL-2023-05201,Malawi,2023,0.31,semi-commercial,False,1081.0,26.1,frequent,6,none,none,none,none,0.0,0.31,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,485.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5202,IRR-BUR-2021-05202,Burkina Faso,2021,1.8,semi-commercial,False,1076.0,25.6,frequent,5,none,none,none,none,0.0,1.8,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,479.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5203,IRR-MAL-2018-05203,Malawi,2018,3.12,semi-commercial,False,1220.0,17.3,rare,7,none,none,none,none,0.0,3.12,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,421.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5204,IRR-BUR-2024-05204,Burkina Faso,2024,1.03,subsistence,False,922.0,30.6,occasional,3,none,none,none,none,0.0,1.03,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,640.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5205,IRR-MAL-2024-05205,Malawi,2024,1.79,commercial,False,569.0,34.3,rare,2,none,none,none,none,0.0,1.79,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,652.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5206,IRR-UGA-2024-05206,Uganda,2024,2.74,semi-commercial,False,975.0,15.5,frequent,7,none,none,none,none,0.0,2.74,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,443.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5207,IRR-GHA-2024-05207,Ghana,2024,0.42,commercial,True,942.0,22.6,rare,4,surface,river,gravity,cooperative,0.25,0.17,60.2,11.0,17,good,204.0,21.0,False,0.0,False,766.0,642.0,60.3,462.0,2.18,93.0,67.8,38.0,0.0,8.0,weekly,visual,cotton,44.0,1.4,1,1954.0,7665.0,False,True,False,0.0,0.0,good,low,True,False,False,2.2,traditional,high_burden
5208,IRR-KEN-2023-05208,Kenya,2023,3.75,semi-commercial,False,563.0,33.1,occasional,2,none,none,none,none,0.0,3.75,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,439.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5209,IRR-ETH-2022-05209,Ethiopia,2022,1.69,semi-commercial,False,937.0,17.2,occasional,4,none,none,none,none,0.0,1.69,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,618.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5210,IRR-MAL-2024-05210,Mali,2024,1.76,subsistence,False,675.0,24.6,frequent,4,none,none,none,none,0.0,1.76,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,662.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5211,IRR-ETH-2024-05211,Ethiopia,2024,1.63,subsistence,False,1132.0,33.2,frequent,4,none,none,none,none,0.0,1.63,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,570.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5212,IRR-ZAM-2024-05212,Zambia,2024,0.76,subsistence,False,645.0,16.1,occasional,6,none,none,none,none,0.0,0.76,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,608.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5213,IRR-KEN-2018-05213,Kenya,2018,4.74,subsistence,False,749.0,29.4,rare,3,none,none,none,none,0.0,4.74,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,575.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5214,IRR-NIG-2019-05214,Nigeria,2019,1.34,subsistence,False,905.0,31.4,frequent,7,none,none,none,none,0.0,1.34,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,454.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5215,IRR-ETH-2018-05215,Ethiopia,2018,1.26,semi-commercial,False,837.0,34.1,frequent,3,none,none,none,none,0.0,1.26,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,603.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5216,IRR-UGA-2022-05216,Uganda,2022,0.94,subsistence,False,635.0,22.0,occasional,6,none,none,none,none,0.0,0.94,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,495.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5217,IRR-ETH-2020-05217,Ethiopia,2020,2.72,semi-commercial,False,1093.0,31.2,rare,5,none,none,none,none,0.0,2.72,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,676.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5218,IRR-MAL-2022-05218,Malawi,2022,3.61,semi-commercial,False,627.0,23.4,occasional,7,none,none,none,none,0.0,3.61,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,415.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5219,IRR-BUR-2024-05219,Burkina Faso,2024,3.43,subsistence,False,1067.0,26.0,occasional,2,none,none,none,none,0.0,3.43,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,644.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5220,IRR-UGA-2021-05220,Uganda,2021,1.06,subsistence,False,907.0,15.8,occasional,5,none,none,none,none,0.0,1.06,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,556.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5221,IRR-KEN-2025-05221,Kenya,2025,0.93,semi-commercial,True,718.0,18.5,occasional,5,surface,lake,solar,cooperative,0.73,0.2,78.7,40.0,17,poor,585.0,81.0,True,178.0,True,641.0,496.0,58.3,373.0,0.8,88.1,89.1,45.7,0.0,22.0,weekly,calendar,rice,32.9,2.22,1,4686.0,6408.0,True,True,False,0.0,11.3,poor,low,True,False,False,3.8,traditional,high_burden
5222,IRR-MAL-2024-05222,Malawi,2024,0.81,subsistence,False,1096.0,17.0,frequent,7,none,none,none,none,0.0,0.81,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,545.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5223,IRR-MAL-2025-05223,Malawi,2025,0.78,subsistence,False,956.0,28.4,rare,5,none,none,none,none,0.0,0.78,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,437.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5224,IRR-KEN-2025-05224,Kenya,2025,0.35,subsistence,False,1251.0,20.7,rare,7,none,none,none,none,0.0,0.35,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,492.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5225,IRR-NIG-2021-05225,Nigeria,2021,0.88,subsistence,False,872.0,22.0,occasional,4,none,none,none,none,0.0,0.88,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,627.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5226,IRR-ZAM-2025-05226,Zambia,2025,0.74,semi-commercial,False,896.0,27.8,rare,3,none,none,none,none,0.0,0.74,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,580.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5227,IRR-ZAM-2018-05227,Zambia,2018,0.44,semi-commercial,False,1345.0,30.8,frequent,5,none,none,none,none,0.0,0.44,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,662.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5228,IRR-BUR-2024-05228,Burkina Faso,2024,1.0,semi-commercial,False,624.0,18.1,occasional,4,none,none,none,none,0.0,1.0,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,570.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5229,IRR-GHA-2020-05229,Ghana,2020,1.07,subsistence,False,973.0,25.6,frequent,6,none,none,none,none,0.0,1.07,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,694.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5230,IRR-GHA-2021-05230,Ghana,2021,1.71,semi-commercial,False,657.0,15.6,rare,5,none,none,none,none,0.0,1.71,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,616.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5231,IRR-MAL-2022-05231,Malawi,2022,0.89,subsistence,False,1140.0,21.6,rare,6,none,none,none,none,0.0,0.89,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,546.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5232,IRR-NIG-2018-05232,Nigeria,2018,1.23,subsistence,False,1056.0,17.3,rare,2,none,none,none,none,0.0,1.23,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,504.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5233,IRR-NIG-2020-05233,Nigeria,2020,1.34,commercial,True,847.0,22.6,frequent,4,drip,rainwater_harvesting,manual,government,0.79,0.55,58.6,27.0,17,excellent,1965.0,208.0,False,0.0,False,630.0,680.0,95.0,599.0,1.0,74.0,71.1,50.0,0.0,12.0,biweekly,soil_moisture,horticulture,50.7,2.27,1,4956.0,6305.0,False,False,True,0.0,0.0,good,high,False,False,False,5.8,modern,high_burden
5234,IRR-ETH-2019-05234,Ethiopia,2019,1.6,semi-commercial,False,929.0,32.6,rare,6,none,none,none,none,0.0,1.6,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,555.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5235,IRR-UGA-2018-05235,Uganda,2018,2.18,semi-commercial,False,885.0,30.5,frequent,7,none,none,none,none,0.0,2.18,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,699.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5236,IRR-MAL-2024-05236,Malawi,2024,1.81,semi-commercial,False,832.0,26.4,frequent,6,none,none,none,none,0.0,1.81,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,401.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5237,IRR-UGA-2025-05237,Uganda,2025,1.49,semi-commercial,False,666.0,20.7,rare,6,none,none,none,none,0.0,1.49,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,405.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5238,IRR-ETH-2022-05238,Ethiopia,2022,4.9,subsistence,False,646.0,31.9,occasional,2,none,none,none,none,0.0,4.9,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,650.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5239,IRR-ZAM-2020-05239,Zambia,2020,0.97,semi-commercial,False,751.0,15.4,rare,3,none,none,none,none,0.0,0.97,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,571.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5240,IRR-MAL-2020-05240,Malawi,2020,4.07,commercial,False,1034.0,23.5,rare,6,none,none,none,none,0.0,4.07,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,525.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5241,IRR-GHA-2025-05241,Ghana,2025,2.37,subsistence,False,940.0,27.0,occasional,4,none,none,none,none,0.0,2.37,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,556.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5242,IRR-ZAM-2022-05242,Zambia,2022,2.13,subsistence,False,534.0,34.2,occasional,7,none,none,none,none,0.0,2.13,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,687.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5243,IRR-UGA-2021-05243,Uganda,2021,1.38,semi-commercial,False,792.0,28.9,occasional,2,none,none,none,none,0.0,1.38,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,604.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5244,IRR-NIG-2024-05244,Nigeria,2024,4.22,semi-commercial,False,1072.0,20.6,frequent,5,none,none,none,none,0.0,4.22,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,512.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5245,IRR-KEN-2024-05245,Kenya,2024,0.94,subsistence,False,1000.0,18.9,frequent,7,none,none,none,none,0.0,0.94,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,542.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5246,IRR-UGA-2019-05246,Uganda,2019,2.29,subsistence,False,714.0,17.7,occasional,5,none,none,none,none,0.0,2.29,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,473.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5247,IRR-BUR-2019-05247,Burkina Faso,2019,2.33,semi-commercial,False,796.0,34.0,occasional,3,none,none,none,none,0.0,2.33,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,591.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5248,IRR-MAL-2018-05248,Malawi,2018,0.63,subsistence,False,962.0,21.6,frequent,3,none,none,none,none,0.0,0.63,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,403.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5249,IRR-MAL-2025-05249,Malawi,2025,3.8,subsistence,False,1451.0,26.1,occasional,6,none,none,none,none,0.0,3.8,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,594.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5250,IRR-TAN-2023-05250,Tanzania,2023,0.46,subsistence,False,1067.0,17.7,occasional,7,none,none,none,none,0.0,0.46,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,563.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5251,IRR-NIG-2020-05251,Nigeria,2020,2.61,semi-commercial,False,711.0,23.9,occasional,4,none,none,none,none,0.0,2.61,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,609.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5252,IRR-KEN-2019-05252,Kenya,2019,2.35,commercial,False,1017.0,20.3,frequent,2,none,none,none,none,0.0,2.35,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,648.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5253,IRR-BUR-2024-05253,Burkina Faso,2024,2.05,subsistence,False,1119.0,34.0,occasional,5,none,none,none,none,0.0,2.05,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,652.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5254,IRR-KEN-2024-05254,Kenya,2024,1.23,subsistence,False,573.0,31.4,rare,2,none,none,none,none,0.0,1.23,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,606.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5255,IRR-MAL-2021-05255,Malawi,2021,0.69,commercial,False,979.0,30.1,occasional,6,none,none,none,none,0.0,0.69,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,468.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5256,IRR-KEN-2025-05256,Kenya,2025,1.15,semi-commercial,False,1148.0,24.2,occasional,5,none,none,none,none,0.0,1.15,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,571.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5257,IRR-ZAM-2018-05257,Zambia,2018,0.69,semi-commercial,False,1012.0,29.5,occasional,6,none,none,none,none,0.0,0.69,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,455.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5258,IRR-BUR-2018-05258,Burkina Faso,2018,4.18,semi-commercial,False,1026.0,17.6,rare,2,none,none,none,none,0.0,4.18,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,648.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5259,IRR-NIG-2023-05259,Nigeria,2023,1.11,subsistence,False,400.0,20.4,frequent,2,none,none,none,none,0.0,1.11,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,445.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5260,IRR-TAN-2021-05260,Tanzania,2021,4.11,subsistence,False,1129.0,16.4,occasional,4,none,none,none,none,0.0,4.11,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,699.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5261,IRR-MAL-2021-05261,Mali,2021,1.05,subsistence,False,716.0,24.1,frequent,3,none,none,none,none,0.0,1.05,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,404.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5262,IRR-ZAM-2021-05262,Zambia,2021,0.9,semi-commercial,False,1127.0,28.0,frequent,3,none,none,none,none,0.0,0.9,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,665.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5263,IRR-BUR-2018-05263,Burkina Faso,2018,1.08,subsistence,False,795.0,26.8,rare,2,none,none,none,none,0.0,1.08,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,534.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5264,IRR-ZAM-2024-05264,Zambia,2024,0.67,semi-commercial,False,1108.0,16.9,occasional,6,none,none,none,none,0.0,0.67,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,445.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5265,IRR-MAL-2025-05265,Malawi,2025,0.87,semi-commercial,False,1017.0,30.2,occasional,2,none,none,none,none,0.0,0.87,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,591.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5266,IRR-KEN-2019-05266,Kenya,2019,0.67,subsistence,False,810.0,17.6,rare,7,none,none,none,none,0.0,0.67,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,428.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5267,IRR-GHA-2024-05267,Ghana,2024,0.98,subsistence,True,697.0,20.4,occasional,2,sprinkler,wetland,electric,cooperative,0.75,0.23,76.9,38.0,14,good,1130.0,138.0,False,0.0,False,578.0,408.0,77.7,449.0,0.96,91.2,72.9,51.6,97.0,15.0,as_needed,visual,vegetables,45.8,1.24,2,4352.0,5778.0,False,False,False,0.0,13.4,good,medium,False,False,False,5.0,modern,high_burden
5268,IRR-KEN-2019-05268,Kenya,2019,7.91,subsistence,False,937.0,22.8,frequent,2,none,none,none,none,0.0,7.91,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,414.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5269,IRR-BUR-2020-05269,Burkina Faso,2020,3.67,subsistence,False,924.0,19.3,frequent,3,none,none,none,none,0.0,3.67,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,580.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5270,IRR-NIG-2023-05270,Nigeria,2023,2.62,subsistence,False,480.0,26.5,rare,3,none,none,none,none,0.0,2.62,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,445.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5271,IRR-ETH-2024-05271,Ethiopia,2024,0.91,semi-commercial,False,1007.0,23.1,frequent,2,none,none,none,none,0.0,0.91,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,425.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5272,IRR-GHA-2022-05272,Ghana,2022,2.71,subsistence,False,1075.0,26.7,frequent,3,none,none,none,none,0.0,2.71,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,689.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5273,IRR-ETH-2025-05273,Ethiopia,2025,1.36,semi-commercial,False,446.0,24.0,rare,6,none,none,none,none,0.0,1.36,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,584.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5274,IRR-GHA-2018-05274,Ghana,2018,1.44,subsistence,False,586.0,25.0,occasional,7,none,none,none,none,0.0,1.44,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,527.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5275,IRR-MAL-2025-05275,Mali,2025,1.28,semi-commercial,True,1070.0,24.3,rare,2,flood,lake,electric,private_company,0.54,0.75,41.9,17.0,15,fair,215.0,18.0,False,0.0,False,356.0,428.0,39.3,140.0,1.13,71.5,74.4,20.9,64.0,22.0,biweekly,weather_based,vegetables,45.4,1.5,2,1913.0,3556.0,False,True,False,0.0,17.2,poor,low,False,False,False,0.7,traditional,high_burden
5276,IRR-BUR-2023-05276,Burkina Faso,2023,2.56,subsistence,False,1261.0,19.5,occasional,3,none,none,none,none,0.0,2.56,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,521.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5277,IRR-TAN-2024-05277,Tanzania,2024,1.58,subsistence,True,770.0,28.6,occasional,6,drip,river,manual,shared,1.27,0.31,80.2,39.0,6,fair,3176.0,452.0,False,0.0,False,787.0,477.0,76.8,604.0,1.68,77.6,95.0,56.6,0.0,19.0,daily,visual,rice,35.3,2.0,2,9999.0,7872.0,False,True,False,0.0,0.0,poor,high,False,False,False,11.4,modern,high_burden
5278,IRR-MAL-2019-05278,Malawi,2019,1.99,subsistence,False,768.0,25.8,rare,5,none,none,none,none,0.0,1.99,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,462.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5279,IRR-UGA-2019-05279,Uganda,2019,0.37,semi-commercial,False,862.0,33.5,occasional,7,none,none,none,none,0.0,0.37,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,492.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5280,IRR-TAN-2023-05280,Tanzania,2023,6.54,subsistence,False,527.0,17.3,occasional,2,none,none,none,none,0.0,6.54,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,575.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5281,IRR-BUR-2024-05281,Burkina Faso,2024,2.19,subsistence,False,580.0,18.7,occasional,6,none,none,none,none,0.0,2.19,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,469.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5282,IRR-MAL-2021-05282,Malawi,2021,1.1,subsistence,False,855.0,33.7,occasional,7,none,none,none,none,0.0,1.1,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,460.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5283,IRR-KEN-2022-05283,Kenya,2022,4.6,semi-commercial,False,1525.0,15.2,frequent,5,none,none,none,none,0.0,4.6,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,510.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5284,IRR-MAL-2024-05284,Mali,2024,0.3,subsistence,False,770.0,24.4,occasional,7,none,none,none,none,0.0,0.3,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,648.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5285,IRR-ETH-2021-05285,Ethiopia,2021,1.26,commercial,False,814.0,23.2,occasional,6,none,none,none,none,0.0,1.26,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,686.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5286,IRR-MAL-2019-05286,Mali,2019,1.58,commercial,False,1260.0,24.8,occasional,7,none,none,none,none,0.0,1.58,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,426.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5287,IRR-UGA-2025-05287,Uganda,2025,2.47,semi-commercial,False,776.0,18.2,occasional,4,none,none,none,none,0.0,2.47,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,680.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5288,IRR-MAL-2020-05288,Mali,2020,1.43,subsistence,True,830.0,26.4,frequent,5,sprinkler,lake,solar,cooperative,0.83,0.6,57.8,27.0,16,good,1242.0,160.0,True,616.0,False,611.0,647.0,79.9,488.0,1.69,93.2,76.4,56.9,0.0,17.0,daily,visual,vegetables,24.9,1.41,1,5058.0,6112.0,False,False,True,0.0,24.8,good,medium,True,False,False,7.0,modern,high_burden
5289,IRR-TAN-2025-05289,Tanzania,2025,1.15,subsistence,True,1101.0,32.6,rare,6,center_pivot,river,diesel,shared,1.13,0.02,98.5,45.0,19,fair,5650.0,470.0,False,0.0,False,673.0,613.0,81.6,549.0,1.36,74.3,76.4,46.3,175.0,11.0,weekly,soil_moisture,cotton,52.3,1.24,1,7607.0,6732.0,False,False,False,0.0,17.5,poor,high,True,False,False,18.8,traditional,high_burden
5290,IRR-TAN-2022-05290,Tanzania,2022,1.29,semi-commercial,False,1171.0,21.6,occasional,4,none,none,none,none,0.0,1.29,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,683.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5291,IRR-ETH-2022-05291,Ethiopia,2022,3.35,semi-commercial,False,1251.0,34.0,frequent,4,none,none,none,none,0.0,3.35,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,568.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5292,IRR-ZAM-2023-05292,Zambia,2023,2.08,semi-commercial,False,566.0,31.4,frequent,5,none,none,none,none,0.0,2.08,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,498.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5293,IRR-GHA-2019-05293,Ghana,2019,0.94,semi-commercial,False,1164.0,26.0,rare,6,none,none,none,none,0.0,0.94,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,408.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5294,IRR-GHA-2018-05294,Ghana,2018,0.49,commercial,False,965.0,30.9,frequent,3,none,none,none,none,0.0,0.49,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,403.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5295,IRR-UGA-2019-05295,Uganda,2019,1.75,semi-commercial,False,1105.0,34.8,frequent,2,none,none,none,none,0.0,1.75,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,484.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5296,IRR-UGA-2018-05296,Uganda,2018,0.76,subsistence,False,1215.0,24.1,occasional,2,none,none,none,none,0.0,0.76,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,518.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5297,IRR-ETH-2024-05297,Ethiopia,2024,1.26,subsistence,False,788.0,19.3,frequent,2,none,none,none,none,0.0,1.26,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,494.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5298,IRR-ETH-2019-05298,Ethiopia,2019,0.97,semi-commercial,False,916.0,29.7,rare,4,none,none,none,none,0.0,0.97,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,405.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5299,IRR-ZAM-2020-05299,Zambia,2020,0.51,semi-commercial,False,854.0,32.2,occasional,3,none,none,none,none,0.0,0.51,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,485.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5300,IRR-MAL-2022-05300,Malawi,2022,0.91,subsistence,False,550.0,16.8,occasional,6,none,none,none,none,0.0,0.91,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,602.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5301,IRR-UGA-2021-05301,Uganda,2021,1.54,subsistence,False,948.0,19.0,rare,5,none,none,none,none,0.0,1.54,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,661.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5302,IRR-KEN-2024-05302,Kenya,2024,1.53,semi-commercial,False,400.0,23.9,occasional,2,none,none,none,none,0.0,1.53,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,577.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5303,IRR-TAN-2023-05303,Tanzania,2023,2.19,semi-commercial,True,965.0,27.4,occasional,2,surface,wetland,manual,individual,1.13,1.06,51.5,67.0,8,good,900.0,80.0,False,0.0,False,473.0,556.0,48.6,230.0,1.39,93.5,75.2,34.2,0.0,34.0,weekly,weather_based,rice,24.3,2.49,3,5318.0,4726.0,False,True,False,0.0,0.0,good,low,True,False,False,3.4,traditional,high_burden
5304,IRR-UGA-2021-05304,Uganda,2021,1.2,subsistence,False,843.0,21.8,frequent,4,none,none,none,none,0.0,1.2,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,420.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5305,IRR-MAL-2025-05305,Mali,2025,0.84,semi-commercial,False,1108.0,33.1,rare,3,none,none,none,none,0.0,0.84,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,451.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5306,IRR-MAL-2024-05306,Malawi,2024,0.89,subsistence,False,1325.0,33.6,rare,2,none,none,none,none,0.0,0.89,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,453.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5307,IRR-MAL-2020-05307,Mali,2020,4.46,semi-commercial,False,1046.0,34.3,occasional,4,none,none,none,none,0.0,4.46,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,488.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5308,IRR-MAL-2019-05308,Mali,2019,1.27,commercial,False,559.0,17.0,occasional,7,none,none,none,none,0.0,1.27,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,616.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5309,IRR-MAL-2019-05309,Malawi,2019,1.25,subsistence,False,848.0,24.4,occasional,7,none,none,none,none,0.0,1.25,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,632.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5310,IRR-NIG-2021-05310,Nigeria,2021,0.67,subsistence,False,780.0,25.7,rare,7,none,none,none,none,0.0,0.67,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,476.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5311,IRR-ZAM-2019-05311,Zambia,2019,0.78,subsistence,False,679.0,19.8,occasional,2,none,none,none,none,0.0,0.78,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,480.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5312,IRR-GHA-2021-05312,Ghana,2021,0.64,semi-commercial,False,1000.0,18.0,rare,5,none,none,none,none,0.0,0.64,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,598.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5313,IRR-NIG-2020-05313,Nigeria,2020,3.41,semi-commercial,False,823.0,26.2,frequent,2,none,none,none,none,0.0,3.41,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,650.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5314,IRR-NIG-2021-05314,Nigeria,2021,1.08,subsistence,False,915.0,19.5,rare,6,none,none,none,none,0.0,1.08,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,437.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5315,IRR-NIG-2023-05315,Nigeria,2023,0.59,semi-commercial,True,1213.0,25.8,frequent,5,flood,river,solar,individual,0.2,0.39,34.1,8.0,0,fair,80.0,6.0,False,0.0,False,543.0,443.0,43.1,234.0,2.19,73.1,61.5,19.4,0.0,8.0,daily,visual,fruits,55.8,1.88,2,1084.0,5432.0,False,False,False,0.0,19.9,poor,low,True,True,False,0.5,traditional,high_burden
5316,IRR-MAL-2022-05316,Malawi,2022,1.22,semi-commercial,False,797.0,24.9,rare,2,none,none,none,none,0.0,1.22,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,685.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5317,IRR-ETH-2019-05317,Ethiopia,2019,0.78,semi-commercial,False,840.0,22.2,occasional,7,none,none,none,none,0.0,0.78,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,443.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5318,IRR-ETH-2023-05318,Ethiopia,2023,1.42,commercial,True,802.0,25.2,rare,2,surface,rainwater_harvesting,solar,government,0.48,0.94,33.9,16.0,11,excellent,385.0,44.0,False,0.0,False,670.0,591.0,53.6,359.0,1.08,86.9,88.8,41.3,0.0,14.0,as_needed,calendar,vegetables,38.6,1.99,2,3221.0,6699.0,False,False,False,0.0,17.2,good,low,True,False,False,1.4,traditional,high_burden
5319,IRR-UGA-2018-05319,Uganda,2018,2.48,commercial,False,904.0,28.8,occasional,2,none,none,none,none,0.0,2.48,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,428.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5320,IRR-GHA-2023-05320,Ghana,2023,1.7,subsistence,False,970.0,24.7,frequent,3,none,none,none,none,0.0,1.7,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,575.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5321,IRR-BUR-2022-05321,Burkina Faso,2022,0.87,semi-commercial,False,832.0,15.3,occasional,6,none,none,none,none,0.0,0.87,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,536.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5322,IRR-BUR-2023-05322,Burkina Faso,2023,1.5,semi-commercial,False,653.0,30.6,occasional,3,none,none,none,none,0.0,1.5,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,407.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5323,IRR-GHA-2020-05323,Ghana,2020,0.8,semi-commercial,False,688.0,33.3,occasional,6,none,none,none,none,0.0,0.8,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,547.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5324,IRR-TAN-2018-05324,Tanzania,2018,1.77,semi-commercial,False,718.0,25.2,rare,7,none,none,none,none,0.0,1.77,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,621.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5325,IRR-KEN-2019-05325,Kenya,2019,4.0,commercial,False,929.0,21.7,rare,2,none,none,none,none,0.0,4.0,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,618.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5326,IRR-NIG-2022-05326,Nigeria,2022,1.93,subsistence,False,1626.0,31.3,occasional,5,none,none,none,none,0.0,1.93,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,568.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5327,IRR-TAN-2024-05327,Tanzania,2024,0.88,semi-commercial,False,855.0,20.1,frequent,4,none,none,none,none,0.0,0.88,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,546.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5328,IRR-MAL-2024-05328,Malawi,2024,3.32,semi-commercial,False,990.0,32.7,rare,3,none,none,none,none,0.0,3.32,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,469.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5329,IRR-MAL-2024-05329,Malawi,2024,2.08,subsistence,True,961.0,20.6,occasional,5,surface,wetland,gravity,shared,0.82,1.26,39.6,38.0,5,fair,659.0,83.0,False,0.0,False,668.0,545.0,53.2,356.0,2.12,80.7,78.8,33.9,0.0,25.0,daily,soil_moisture,vegetables,46.0,2.38,1,5506.0,6684.0,True,True,True,0.0,0.0,poor,low,False,False,False,1.4,traditional,high_burden
5330,IRR-NIG-2024-05330,Nigeria,2024,1.41,subsistence,False,862.0,27.5,rare,2,none,none,none,none,0.0,1.41,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,502.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5331,IRR-NIG-2025-05331,Nigeria,2025,1.53,commercial,False,975.0,26.8,rare,6,none,none,none,none,0.0,1.53,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,682.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5332,IRR-NIG-2022-05332,Nigeria,2022,2.79,semi-commercial,False,1186.0,33.4,rare,5,none,none,none,none,0.0,2.79,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,467.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5333,IRR-NIG-2024-05333,Nigeria,2024,1.93,semi-commercial,False,686.0,25.0,occasional,4,none,none,none,none,0.0,1.93,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,492.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5334,IRR-KEN-2023-05334,Kenya,2023,4.17,semi-commercial,False,447.0,23.0,rare,6,none,none,none,none,0.0,4.17,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,556.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5335,IRR-ZAM-2024-05335,Zambia,2024,1.11,semi-commercial,False,787.0,30.4,frequent,5,none,none,none,none,0.0,1.11,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,493.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5336,IRR-TAN-2025-05336,Tanzania,2025,1.24,semi-commercial,False,921.0,25.1,rare,3,none,none,none,none,0.0,1.24,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,433.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5337,IRR-ETH-2018-05337,Ethiopia,2018,1.28,semi-commercial,True,1055.0,17.7,occasional,5,sprinkler,river,solar,private_company,0.97,0.31,76.1,40.0,18,fair,1462.0,207.0,False,0.0,False,744.0,487.0,78.0,581.0,1.67,91.7,68.2,48.8,0.0,19.0,biweekly,weather_based,rice,53.9,1.64,1,7258.0,7444.0,False,False,False,0.0,3.5,poor,medium,False,False,False,4.2,modern,high_burden
5338,IRR-KEN-2019-05338,Kenya,2019,0.52,subsistence,False,1088.0,29.7,rare,3,none,none,none,none,0.0,0.52,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,603.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5339,IRR-ETH-2023-05339,Ethiopia,2023,0.94,subsistence,True,575.0,23.1,occasional,5,sprinkler,river,solar,shared,0.48,0.46,50.8,22.0,8,good,713.0,42.0,True,313.0,False,343.0,455.0,75.9,260.0,1.26,78.3,85.2,50.6,0.0,10.0,as_needed,calendar,vegetables,31.5,1.57,1,1630.0,3428.0,True,False,False,0.0,4.7,good,medium,False,False,False,4.8,modern,high_burden
5340,IRR-TAN-2019-05340,Tanzania,2019,1.39,semi-commercial,False,757.0,28.8,frequent,5,none,none,none,none,0.0,1.39,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,518.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5341,IRR-ZAM-2018-05341,Zambia,2018,0.91,subsistence,False,783.0,16.7,occasional,2,none,none,none,none,0.0,0.91,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,474.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5342,IRR-NIG-2025-05342,Nigeria,2025,3.2,semi-commercial,False,904.0,32.0,frequent,2,none,none,none,none,0.0,3.2,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,451.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5343,IRR-KEN-2022-05343,Kenya,2022,1.24,subsistence,False,610.0,23.2,frequent,6,none,none,none,none,0.0,1.24,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,584.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5344,IRR-TAN-2018-05344,Tanzania,2018,0.74,subsistence,False,918.0,22.7,rare,5,none,none,none,none,0.0,0.74,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,575.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5345,IRR-MAL-2024-05345,Malawi,2024,0.87,subsistence,False,1136.0,32.1,frequent,2,none,none,none,none,0.0,0.87,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,476.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5346,IRR-ETH-2025-05346,Ethiopia,2025,1.17,subsistence,False,867.0,21.3,rare,7,none,none,none,none,0.0,1.17,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,694.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5347,IRR-TAN-2019-05347,Tanzania,2019,1.54,subsistence,False,1233.0,28.2,occasional,4,none,none,none,none,0.0,1.54,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,595.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5348,IRR-GHA-2020-05348,Ghana,2020,2.66,semi-commercial,True,899.0,27.0,occasional,2,flood,river,diesel,individual,2.43,0.23,91.5,145.0,4,poor,972.0,109.0,True,397.0,True,304.0,443.0,45.9,140.0,1.24,81.1,89.0,33.1,349.0,97.0,weekly,calendar,cotton,21.3,1.8,1,7387.0,3040.0,False,False,False,0.0,9.8,poor,low,True,False,False,3.4,traditional,high_burden
5349,IRR-NIG-2020-05349,Nigeria,2020,0.51,semi-commercial,False,860.0,20.7,rare,3,none,none,none,none,0.0,0.51,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,695.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5350,IRR-BUR-2025-05350,Burkina Faso,2025,1.11,semi-commercial,False,862.0,23.5,frequent,5,none,none,none,none,0.0,1.11,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,402.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5351,IRR-BUR-2022-05351,Burkina Faso,2022,1.57,subsistence,False,982.0,30.0,occasional,5,none,none,none,none,0.0,1.57,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,640.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5352,IRR-MAL-2020-05352,Malawi,2020,3.94,subsistence,False,541.0,22.7,occasional,5,none,none,none,none,0.0,3.94,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,414.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5353,IRR-TAN-2024-05353,Tanzania,2024,4.78,commercial,False,586.0,32.9,occasional,5,none,none,none,none,0.0,4.78,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,591.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5354,IRR-UGA-2020-05354,Uganda,2020,2.99,subsistence,False,763.0,16.2,occasional,7,none,none,none,none,0.0,2.99,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,428.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5355,IRR-ETH-2023-05355,Ethiopia,2023,0.82,subsistence,False,809.0,25.4,occasional,2,none,none,none,none,0.0,0.82,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,588.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5356,IRR-GHA-2024-05356,Ghana,2024,1.22,subsistence,False,1001.0,23.7,occasional,2,none,none,none,none,0.0,1.22,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,487.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5357,IRR-KEN-2020-05357,Kenya,2020,3.62,subsistence,False,1419.0,26.8,frequent,5,none,none,none,none,0.0,3.62,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,442.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5358,IRR-UGA-2018-05358,Uganda,2018,2.59,subsistence,False,523.0,30.8,rare,4,none,none,none,none,0.0,2.59,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,631.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5359,IRR-NIG-2025-05359,Nigeria,2025,1.07,semi-commercial,True,904.0,32.1,frequent,4,drip,groundwater,diesel,individual,0.36,0.71,33.7,16.0,0,fair,903.0,128.0,True,369.0,False,734.0,648.0,86.2,633.0,2.19,74.0,74.3,47.4,90.0,5.0,daily,calendar,fruits,56.3,2.24,2,2651.0,7339.0,False,False,False,78.2,16.1,poor,high,False,True,False,3.0,modern,high_burden
5360,IRR-MAL-2020-05360,Mali,2020,3.39,subsistence,False,1104.0,32.6,rare,6,none,none,none,none,0.0,3.39,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,524.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5361,IRR-UGA-2021-05361,Uganda,2021,1.33,subsistence,True,551.0,15.2,rare,3,flood,river,manual,individual,0.49,0.84,37.1,29.0,16,fair,198.0,14.0,False,0.0,False,302.0,663.0,40.2,122.0,0.85,92.4,83.4,31.0,0.0,20.0,weekly,calendar,vegetables,28.0,1.52,1,1491.0,3020.0,False,False,False,0.0,0.0,poor,low,True,False,False,1.1,traditional,high_burden
5362,IRR-ETH-2021-05362,Ethiopia,2021,0.74,semi-commercial,False,1068.0,27.6,frequent,5,none,none,none,none,0.0,0.74,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,693.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5363,IRR-ZAM-2018-05363,Zambia,2018,0.93,subsistence,False,769.0,34.4,rare,4,none,none,none,none,0.0,0.93,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,455.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5364,IRR-BUR-2022-05364,Burkina Faso,2022,1.67,subsistence,False,792.0,22.5,occasional,6,none,none,none,none,0.0,1.67,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,634.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5365,IRR-ETH-2023-05365,Ethiopia,2023,0.57,semi-commercial,False,1061.0,15.5,rare,2,none,none,none,none,0.0,0.57,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,517.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5366,IRR-ZAM-2020-05366,Zambia,2020,1.09,semi-commercial,False,858.0,33.4,occasional,3,none,none,none,none,0.0,1.09,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,643.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5367,IRR-MAL-2024-05367,Mali,2024,0.7,semi-commercial,False,822.0,33.3,occasional,6,none,none,none,none,0.0,0.7,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,401.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5368,IRR-MAL-2021-05368,Mali,2021,0.74,semi-commercial,False,718.0,33.3,occasional,2,none,none,none,none,0.0,0.74,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,430.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5369,IRR-UGA-2020-05369,Uganda,2020,2.53,semi-commercial,False,1180.0,16.4,occasional,3,none,none,none,none,0.0,2.53,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,651.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5370,IRR-BUR-2024-05370,Burkina Faso,2024,2.79,subsistence,True,1003.0,20.6,frequent,7,drip,lake,electric,individual,2.04,0.76,72.9,79.0,13,excellent,5092.0,285.0,True,1888.0,True,708.0,592.0,89.7,635.0,2.47,73.2,80.7,53.0,277.0,31.0,as_needed,visual,sugarcane,57.2,1.92,1,14427.0,7084.0,False,False,False,0.0,4.3,good,high,False,True,False,6.4,modern,high_burden
5371,IRR-UGA-2024-05371,Uganda,2024,2.75,commercial,True,792.0,18.3,occasional,4,drip,reservoir,diesel,individual,0.95,1.8,34.5,46.0,14,excellent,2372.0,203.0,True,1281.0,False,323.0,556.0,77.1,249.0,1.72,90.7,95.0,66.4,172.0,14.0,weekly,visual,maize,25.0,2.14,2,3066.0,3231.0,True,False,False,0.0,21.1,good,high,True,False,True,6.9,modern,high_burden
5372,IRR-GHA-2019-05372,Ghana,2019,0.93,subsistence,False,1006.0,34.2,frequent,2,none,none,none,none,0.0,0.93,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,684.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5373,IRR-MAL-2018-05373,Mali,2018,1.15,subsistence,False,556.0,19.4,occasional,3,none,none,none,none,0.0,1.15,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,622.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5374,IRR-NIG-2024-05374,Nigeria,2024,2.13,semi-commercial,False,809.0,32.5,rare,3,none,none,none,none,0.0,2.13,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,583.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5375,IRR-ETH-2021-05375,Ethiopia,2021,1.14,semi-commercial,False,963.0,22.1,frequent,3,none,none,none,none,0.0,1.14,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,615.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5376,IRR-TAN-2020-05376,Tanzania,2020,0.54,semi-commercial,False,998.0,22.4,rare,5,none,none,none,none,0.0,0.54,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,560.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5377,IRR-GHA-2025-05377,Ghana,2025,1.97,commercial,False,806.0,24.8,occasional,3,none,none,none,none,0.0,1.97,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,492.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5378,IRR-UGA-2018-05378,Uganda,2018,0.9,commercial,False,1172.0,34.1,rare,7,none,none,none,none,0.0,0.9,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,699.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5379,IRR-MAL-2025-05379,Malawi,2025,0.99,subsistence,False,1111.0,21.0,rare,4,none,none,none,none,0.0,0.99,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,614.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5380,IRR-ETH-2021-05380,Ethiopia,2021,2.1,semi-commercial,False,419.0,20.2,rare,3,none,none,none,none,0.0,2.1,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,401.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5381,IRR-ZAM-2024-05381,Zambia,2024,1.79,semi-commercial,False,818.0,31.4,rare,3,none,none,none,none,0.0,1.79,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,643.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5382,IRR-KEN-2020-05382,Kenya,2020,4.86,subsistence,False,1118.0,22.2,occasional,7,none,none,none,none,0.0,4.86,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,582.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5383,IRR-KEN-2018-05383,Kenya,2018,2.21,semi-commercial,False,845.0,17.2,frequent,4,none,none,none,none,0.0,2.21,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,554.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5384,IRR-UGA-2020-05384,Uganda,2020,0.78,commercial,False,1014.0,20.2,frequent,7,none,none,none,none,0.0,0.78,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,560.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5385,IRR-BUR-2020-05385,Burkina Faso,2020,5.19,commercial,False,1102.0,15.6,rare,3,none,none,none,none,0.0,5.19,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,674.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5386,IRR-TAN-2024-05386,Tanzania,2024,1.82,semi-commercial,False,1058.0,23.2,occasional,4,none,none,none,none,0.0,1.82,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,458.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5387,IRR-NIG-2020-05387,Nigeria,2020,0.75,subsistence,False,1047.0,33.8,rare,4,none,none,none,none,0.0,0.75,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,460.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5388,IRR-KEN-2018-05388,Kenya,2018,4.59,semi-commercial,False,820.0,30.2,occasional,2,none,none,none,none,0.0,4.59,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,578.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5389,IRR-ZAM-2024-05389,Zambia,2024,1.21,subsistence,False,793.0,25.9,rare,6,none,none,none,none,0.0,1.21,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,420.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5390,IRR-MAL-2023-05390,Mali,2023,2.63,subsistence,False,911.0,29.1,rare,7,none,none,none,none,0.0,2.63,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,666.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5391,IRR-TAN-2019-05391,Tanzania,2019,3.95,subsistence,False,778.0,33.5,occasional,2,none,none,none,none,0.0,3.95,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,490.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5392,IRR-ZAM-2018-05392,Zambia,2018,1.11,semi-commercial,False,400.0,34.7,occasional,7,none,none,none,none,0.0,1.11,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,562.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5393,IRR-NIG-2025-05393,Nigeria,2025,0.48,semi-commercial,False,766.0,21.8,frequent,5,none,none,none,none,0.0,0.48,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,690.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5394,IRR-KEN-2025-05394,Kenya,2025,2.26,subsistence,False,479.0,25.3,occasional,3,none,none,none,none,0.0,2.26,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,586.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5395,IRR-UGA-2018-05395,Uganda,2018,2.32,subsistence,False,884.0,27.5,frequent,7,none,none,none,none,0.0,2.32,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,602.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5396,IRR-ZAM-2021-05396,Zambia,2021,0.53,subsistence,False,941.0,16.3,occasional,7,none,none,none,none,0.0,0.53,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,520.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5397,IRR-UGA-2024-05397,Uganda,2024,0.6,semi-commercial,True,816.0,23.2,occasional,3,surface,groundwater,gravity,private_company,0.23,0.37,38.6,12.0,12,poor,186.0,13.0,True,98.0,False,573.0,634.0,52.4,300.0,1.38,83.4,76.7,33.5,0.0,7.0,weekly,soil_moisture,rice,22.6,2.41,1,1334.0,5726.0,True,False,False,5.4,0.0,poor,low,False,False,False,2.7,traditional,high_burden
5398,IRR-BUR-2022-05398,Burkina Faso,2022,1.13,semi-commercial,True,801.0,32.0,occasional,4,flood,river,gravity,government,0.77,0.35,68.6,32.0,18,fair,310.0,46.0,False,0.0,False,334.0,665.0,46.5,155.0,2.29,91.6,82.8,35.2,0.0,31.0,daily,visual,sugarcane,23.0,2.36,2,2588.0,3344.0,False,False,False,0.0,0.0,poor,low,False,False,False,2.4,traditional,high_burden
5399,IRR-BUR-2018-05399,Burkina Faso,2018,0.62,subsistence,False,920.0,15.6,rare,4,none,none,none,none,0.0,0.62,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,431.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5400,IRR-MAL-2020-05400,Malawi,2020,1.31,commercial,False,678.0,34.2,occasional,2,none,none,none,none,0.0,1.31,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,437.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5401,IRR-KEN-2025-05401,Kenya,2025,1.3,subsistence,False,772.0,33.7,rare,3,none,none,none,none,0.0,1.3,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,660.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5402,IRR-MAL-2018-05402,Mali,2018,1.79,commercial,True,1107.0,16.4,rare,7,center_pivot,lake,electric,individual,1.24,0.56,68.9,61.0,3,fair,6176.0,506.0,False,0.0,False,397.0,653.0,81.3,323.0,0.87,89.9,80.9,59.2,100.0,12.0,daily,calendar,fruits,37.3,1.26,2,4908.0,3974.0,False,True,False,0.0,11.4,poor,high,False,False,False,18.5,traditional,high_burden
5403,IRR-MAL-2022-05403,Malawi,2022,1.43,semi-commercial,False,1006.0,28.6,occasional,7,none,none,none,none,0.0,1.43,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,669.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5404,IRR-ZAM-2019-05404,Zambia,2019,0.75,subsistence,False,756.0,31.4,rare,3,none,none,none,none,0.0,0.75,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,669.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5405,IRR-NIG-2025-05405,Nigeria,2025,1.67,commercial,True,962.0,34.2,occasional,5,surface,groundwater,diesel,individual,0.84,0.82,50.5,44.0,12,fair,673.0,74.0,True,265.0,False,547.0,589.0,58.6,321.0,2.04,88.9,79.0,41.2,215.0,25.0,as_needed,soil_moisture,vegetables,56.8,1.65,1,4606.0,5472.0,False,True,False,40.0,13.2,poor,low,False,False,False,1.4,traditional,high_burden
5406,IRR-NIG-2020-05406,Nigeria,2020,1.37,subsistence,False,851.0,34.0,occasional,3,none,none,none,none,0.0,1.37,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,402.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5407,IRR-TAN-2019-05407,Tanzania,2019,1.35,subsistence,False,838.0,25.3,occasional,6,none,none,none,none,0.0,1.35,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,601.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5408,IRR-MAL-2019-05408,Malawi,2019,2.83,semi-commercial,False,801.0,30.2,rare,3,none,none,none,none,0.0,2.83,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,515.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5409,IRR-UGA-2020-05409,Uganda,2020,0.92,subsistence,False,591.0,22.1,frequent,2,none,none,none,none,0.0,0.92,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,589.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5410,IRR-ZAM-2019-05410,Zambia,2019,0.79,semi-commercial,False,622.0,24.7,occasional,6,none,none,none,none,0.0,0.79,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,665.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5411,IRR-KEN-2021-05411,Kenya,2021,0.71,semi-commercial,False,787.0,18.3,occasional,2,none,none,none,none,0.0,0.71,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,574.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5412,IRR-NIG-2021-05412,Nigeria,2021,0.59,semi-commercial,True,400.0,16.5,occasional,2,flood,river,diesel,individual,0.23,0.35,39.5,7.0,15,good,93.0,10.0,False,0.0,False,513.0,626.0,46.9,240.0,1.74,86.2,82.2,33.2,24.0,9.0,weekly,visual,rice,39.7,1.79,1,1190.0,5130.0,True,False,False,0.0,19.7,good,low,False,False,False,0.8,traditional,high_burden
5413,IRR-NIG-2025-05413,Nigeria,2025,0.94,subsistence,True,501.0,32.7,occasional,3,drip,rainwater_harvesting,manual,government,0.89,0.05,94.6,30.0,9,poor,2234.0,221.0,False,0.0,False,594.0,646.0,95.0,565.0,2.2,70.3,83.5,55.8,0.0,13.0,as_needed,soil_moisture,rice,21.2,1.25,1,5312.0,5945.0,False,True,True,0.0,0.0,poor,high,True,False,False,22.3,modern,high_burden
5414,IRR-ETH-2023-05414,Ethiopia,2023,0.94,subsistence,False,870.0,30.2,frequent,6,none,none,none,none,0.0,0.94,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,658.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5415,IRR-TAN-2020-05415,Tanzania,2020,2.43,subsistence,False,1209.0,16.6,frequent,4,none,none,none,none,0.0,2.43,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,489.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5416,IRR-NIG-2022-05416,Nigeria,2022,0.64,semi-commercial,False,726.0,26.1,frequent,2,none,none,none,none,0.0,0.64,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,663.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5417,IRR-UGA-2021-05417,Uganda,2021,6.27,semi-commercial,False,927.0,22.7,rare,2,none,none,none,none,0.0,6.27,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,662.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5418,IRR-GHA-2023-05418,Ghana,2023,1.45,subsistence,False,1076.0,15.0,rare,6,none,none,none,none,0.0,1.45,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,662.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5419,IRR-TAN-2024-05419,Tanzania,2024,3.26,subsistence,False,1090.0,30.4,rare,5,none,none,none,none,0.0,3.26,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,667.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5420,IRR-BUR-2023-05420,Burkina Faso,2023,2.58,semi-commercial,False,424.0,29.5,occasional,2,none,none,none,none,0.0,2.58,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,505.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5421,IRR-MAL-2024-05421,Malawi,2024,1.8,subsistence,False,947.0,25.8,occasional,2,none,none,none,none,0.0,1.8,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,405.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5422,IRR-MAL-2021-05422,Mali,2021,1.08,subsistence,False,881.0,17.7,occasional,2,none,none,none,none,0.0,1.08,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,508.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5423,IRR-MAL-2025-05423,Mali,2025,0.63,semi-commercial,False,880.0,34.2,rare,3,none,none,none,none,0.0,0.63,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,535.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5424,IRR-ZAM-2020-05424,Zambia,2020,0.72,semi-commercial,False,975.0,18.1,occasional,3,none,none,none,none,0.0,0.72,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,454.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5425,IRR-TAN-2020-05425,Tanzania,2020,1.35,subsistence,False,946.0,30.0,occasional,4,none,none,none,none,0.0,1.35,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,582.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5426,IRR-KEN-2025-05426,Kenya,2025,0.69,subsistence,True,907.0,22.5,rare,6,drip,river,solar,shared,0.56,0.13,81.6,21.0,0,fair,1399.0,72.0,False,0.0,False,604.0,458.0,87.5,529.0,0.99,84.6,70.2,52.0,0.0,8.0,weekly,visual,vegetables,29.8,2.35,2,3382.0,6044.0,False,False,True,0.0,4.6,poor,high,False,False,False,13.7,modern,high_burden
5427,IRR-NIG-2021-05427,Nigeria,2021,1.9,subsistence,False,711.0,20.2,frequent,6,none,none,none,none,0.0,1.9,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,489.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5428,IRR-NIG-2023-05428,Nigeria,2023,6.36,semi-commercial,False,743.0,22.6,frequent,6,none,none,none,none,0.0,6.36,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,514.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5429,IRR-ZAM-2019-05429,Zambia,2019,1.03,subsistence,False,564.0,26.7,occasional,2,none,none,none,none,0.0,1.03,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,540.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5430,IRR-KEN-2018-05430,Kenya,2018,1.07,subsistence,False,1106.0,18.7,rare,5,none,none,none,none,0.0,1.07,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,500.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5431,IRR-KEN-2025-05431,Kenya,2025,2.11,semi-commercial,False,845.0,34.0,frequent,6,none,none,none,none,0.0,2.11,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,551.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5432,IRR-MAL-2024-05432,Mali,2024,2.28,semi-commercial,False,1017.0,26.1,occasional,7,none,none,none,none,0.0,2.28,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,546.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5433,IRR-KEN-2025-05433,Kenya,2025,1.5,semi-commercial,False,672.0,25.5,occasional,6,none,none,none,none,0.0,1.5,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,629.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5434,IRR-NIG-2021-05434,Nigeria,2021,3.1,semi-commercial,False,460.0,29.4,occasional,3,none,none,none,none,0.0,3.1,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,478.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5435,IRR-UGA-2024-05435,Uganda,2024,1.04,commercial,False,524.0,16.3,frequent,2,none,none,none,none,0.0,1.04,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,472.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5436,IRR-BUR-2019-05436,Burkina Faso,2019,2.31,subsistence,False,1057.0,26.2,occasional,7,none,none,none,none,0.0,2.31,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,560.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5437,IRR-ZAM-2020-05437,Zambia,2020,1.34,subsistence,True,1175.0,20.8,rare,4,sprinkler,groundwater,gravity,individual,0.51,0.83,38.3,20.0,2,poor,768.0,61.0,False,0.0,False,719.0,542.0,68.2,490.0,2.46,82.9,65.4,36.9,0.0,10.0,weekly,visual,cotton,34.2,1.54,2,3683.0,7194.0,False,True,True,48.6,0.0,poor,medium,False,False,False,3.4,modern,high_burden
5438,IRR-KEN-2019-05438,Kenya,2019,0.57,commercial,False,1125.0,18.8,rare,4,none,none,none,none,0.0,0.57,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,443.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5439,IRR-UGA-2018-05439,Uganda,2018,3.24,commercial,False,1222.0,20.2,occasional,7,none,none,none,none,0.0,3.24,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,683.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5440,IRR-UGA-2019-05440,Uganda,2019,1.2,semi-commercial,False,1028.0,32.4,occasional,6,none,none,none,none,0.0,1.2,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,559.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5441,IRR-GHA-2019-05441,Ghana,2019,0.93,subsistence,False,897.0,29.5,frequent,6,none,none,none,none,0.0,0.93,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,402.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5442,IRR-ETH-2020-05442,Ethiopia,2020,1.06,semi-commercial,False,1151.0,17.0,rare,2,none,none,none,none,0.0,1.06,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,448.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5443,IRR-MAL-2023-05443,Mali,2023,2.13,subsistence,False,1309.0,26.4,rare,7,none,none,none,none,0.0,2.13,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,424.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5444,IRR-GHA-2018-05444,Ghana,2018,0.74,commercial,False,1126.0,17.2,rare,4,none,none,none,none,0.0,0.74,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,691.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5445,IRR-NIG-2021-05445,Nigeria,2021,1.1,subsistence,False,730.0,20.1,occasional,7,none,none,none,none,0.0,1.1,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,606.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5446,IRR-MAL-2021-05446,Malawi,2021,1.42,semi-commercial,True,709.0,26.7,occasional,4,surface,river,solar,cooperative,0.78,0.64,55.0,24.0,18,poor,623.0,82.0,False,0.0,False,679.0,617.0,50.5,343.0,1.02,93.2,82.8,39.0,0.0,23.0,biweekly,visual,sugarcane,42.2,1.4,1,5290.0,6788.0,False,False,False,0.0,21.6,poor,low,False,False,False,2.1,traditional,high_burden
5447,IRR-ZAM-2021-05447,Zambia,2021,5.08,semi-commercial,False,775.0,31.9,frequent,7,none,none,none,none,0.0,5.08,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,578.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5448,IRR-GHA-2019-05448,Ghana,2019,0.54,subsistence,False,1236.0,24.3,occasional,7,none,none,none,none,0.0,0.54,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,582.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5449,IRR-UGA-2025-05449,Uganda,2025,1.48,subsistence,False,595.0,27.0,rare,3,none,none,none,none,0.0,1.48,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,518.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5450,IRR-MAL-2021-05450,Mali,2021,2.67,subsistence,False,1248.0,33.0,frequent,4,none,none,none,none,0.0,2.67,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,608.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5451,IRR-MAL-2021-05451,Mali,2021,0.5,semi-commercial,False,856.0,27.7,rare,7,none,none,none,none,0.0,0.5,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,524.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5452,IRR-UGA-2021-05452,Uganda,2021,1.58,semi-commercial,False,1310.0,28.3,rare,5,none,none,none,none,0.0,1.58,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,674.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5453,IRR-KEN-2025-05453,Kenya,2025,0.76,subsistence,False,1508.0,17.8,occasional,6,none,none,none,none,0.0,0.76,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,556.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5454,IRR-MAL-2019-05454,Mali,2019,1.35,subsistence,False,466.0,23.1,occasional,2,none,none,none,none,0.0,1.35,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,608.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5455,IRR-MAL-2024-05455,Malawi,2024,1.32,semi-commercial,False,417.0,19.7,rare,5,none,none,none,none,0.0,1.32,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,452.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5456,IRR-ZAM-2022-05456,Zambia,2022,0.76,semi-commercial,False,881.0,15.3,occasional,7,none,none,none,none,0.0,0.76,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,493.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5457,IRR-UGA-2018-05457,Uganda,2018,0.96,subsistence,False,400.0,31.3,rare,5,none,none,none,none,0.0,0.96,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,447.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5458,IRR-GHA-2022-05458,Ghana,2022,2.44,subsistence,False,1392.0,26.5,occasional,4,none,none,none,none,0.0,2.44,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,637.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5459,IRR-UGA-2020-05459,Uganda,2020,0.48,subsistence,True,841.0,27.8,occasional,7,surface,wetland,gravity,individual,0.39,0.09,81.8,16.0,5,poor,312.0,30.0,True,94.0,True,367.0,506.0,52.3,192.0,1.43,70.3,82.0,30.2,0.0,12.0,as_needed,visual,rice,30.6,1.21,1,1435.0,3675.0,False,False,True,0.0,0.0,poor,low,False,False,False,4.3,traditional,high_burden
5460,IRR-ETH-2021-05460,Ethiopia,2021,0.6,semi-commercial,True,936.0,28.5,rare,2,flood,reservoir,diesel,individual,0.18,0.41,30.8,10.0,3,fair,74.0,10.0,True,38.0,False,482.0,677.0,47.9,231.0,2.32,72.9,70.6,24.7,19.0,7.0,weekly,soil_moisture,horticulture,36.2,2.1,2,889.0,4824.0,False,False,False,0.0,10.1,poor,low,False,False,False,0.7,traditional,high_burden
5461,IRR-ETH-2025-05461,Ethiopia,2025,1.17,subsistence,False,815.0,27.3,occasional,2,none,none,none,none,0.0,1.17,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,547.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5462,IRR-TAN-2025-05462,Tanzania,2025,0.85,semi-commercial,False,690.0,26.6,frequent,4,none,none,none,none,0.0,0.85,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,426.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5463,IRR-MAL-2025-05463,Mali,2025,0.57,subsistence,False,1004.0,23.0,rare,5,none,none,none,none,0.0,0.57,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,459.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5464,IRR-NIG-2023-05464,Nigeria,2023,0.75,subsistence,False,881.0,17.9,occasional,7,none,none,none,none,0.0,0.75,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,609.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5465,IRR-GHA-2025-05465,Ghana,2025,1.06,semi-commercial,True,1118.0,31.8,rare,3,sprinkler,river,electric,shared,0.41,0.64,39.1,16.0,3,excellent,619.0,37.0,True,214.0,False,667.0,508.0,82.4,550.0,0.86,73.3,76.7,46.3,53.0,8.0,weekly,soil_moisture,rice,26.0,1.87,1,2753.0,6673.0,False,False,False,0.0,12.6,good,medium,False,False,False,4.5,modern,high_burden
5466,IRR-NIG-2018-05466,Nigeria,2018,4.29,subsistence,False,673.0,32.0,rare,7,none,none,none,none,0.0,4.29,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,404.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5467,IRR-MAL-2024-05467,Malawi,2024,0.86,subsistence,False,1024.0,25.1,occasional,3,none,none,none,none,0.0,0.86,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,671.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5468,IRR-BUR-2020-05468,Burkina Faso,2020,0.97,semi-commercial,False,650.0,29.1,occasional,2,none,none,none,none,0.0,0.97,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,617.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5469,IRR-GHA-2019-05469,Ghana,2019,0.76,subsistence,False,906.0,18.4,rare,2,none,none,none,none,0.0,0.76,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,466.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5470,IRR-MAL-2024-05470,Mali,2024,0.63,subsistence,False,958.0,19.9,rare,6,none,none,none,none,0.0,0.63,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,597.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5471,IRR-KEN-2020-05471,Kenya,2020,1.02,subsistence,False,763.0,26.6,occasional,3,none,none,none,none,0.0,1.02,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,637.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5472,IRR-TAN-2023-05472,Tanzania,2023,3.07,semi-commercial,False,745.0,25.2,rare,2,none,none,none,none,0.0,3.07,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,689.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5473,IRR-BUR-2025-05473,Burkina Faso,2025,0.83,subsistence,False,509.0,18.3,rare,5,none,none,none,none,0.0,0.83,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,501.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5474,IRR-NIG-2021-05474,Nigeria,2021,2.02,commercial,False,891.0,24.9,rare,7,none,none,none,none,0.0,2.02,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,520.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5475,IRR-GHA-2025-05475,Ghana,2025,3.78,subsistence,False,837.0,16.3,frequent,4,none,none,none,none,0.0,3.78,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,507.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5476,IRR-MAL-2024-05476,Malawi,2024,2.81,subsistence,False,808.0,21.5,occasional,3,none,none,none,none,0.0,2.81,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,631.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5477,IRR-GHA-2025-05477,Ghana,2025,0.73,semi-commercial,False,656.0,34.2,frequent,7,none,none,none,none,0.0,0.73,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,486.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5478,IRR-ETH-2018-05478,Ethiopia,2018,1.72,semi-commercial,False,811.0,24.6,occasional,5,none,none,none,none,0.0,1.72,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,502.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5479,IRR-MAL-2018-05479,Malawi,2018,0.85,semi-commercial,False,1036.0,30.6,occasional,7,none,none,none,none,0.0,0.85,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,637.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5480,IRR-GHA-2023-05480,Ghana,2023,0.53,subsistence,False,1206.0,34.5,occasional,4,none,none,none,none,0.0,0.53,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,657.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5481,IRR-KEN-2018-05481,Kenya,2018,0.88,semi-commercial,True,1037.0,16.1,frequent,5,flood,groundwater,manual,government,0.5,0.38,56.6,18.0,17,excellent,200.0,13.0,False,0.0,False,709.0,476.0,42.8,304.0,1.81,90.4,87.8,34.0,0.0,20.0,biweekly,calendar,vegetables,39.7,2.29,1,3539.0,7094.0,False,False,True,77.9,0.0,good,low,False,False,True,1.1,traditional,high_burden
5482,IRR-KEN-2018-05482,Kenya,2018,1.86,semi-commercial,False,1211.0,32.2,frequent,5,none,none,none,none,0.0,1.86,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,614.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5483,IRR-UGA-2024-05483,Uganda,2024,2.21,semi-commercial,False,1135.0,34.6,occasional,5,none,none,none,none,0.0,2.21,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,567.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5484,IRR-MAL-2019-05484,Malawi,2019,0.7,semi-commercial,False,730.0,32.2,occasional,4,none,none,none,none,0.0,0.7,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,514.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5485,IRR-ETH-2019-05485,Ethiopia,2019,5.05,semi-commercial,False,715.0,24.2,occasional,7,none,none,none,none,0.0,5.05,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,576.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5486,IRR-MAL-2025-05486,Malawi,2025,2.17,subsistence,True,767.0,26.9,rare,4,flood,river,gravity,government,0.77,1.4,35.6,40.0,8,poor,310.0,40.0,False,0.0,False,316.0,649.0,48.3,153.0,1.06,89.3,76.1,32.9,0.0,31.0,biweekly,soil_moisture,cotton,45.5,1.57,1,2449.0,3161.0,True,True,False,0.0,0.0,poor,low,False,False,False,0.6,traditional,high_burden
5487,IRR-KEN-2019-05487,Kenya,2019,0.83,semi-commercial,False,670.0,24.4,occasional,3,none,none,none,none,0.0,0.83,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,602.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5488,IRR-BUR-2022-05488,Burkina Faso,2022,0.6,subsistence,True,1041.0,26.5,frequent,6,sprinkler,rainwater_harvesting,gravity,individual,0.18,0.41,30.9,8.0,6,fair,277.0,22.0,True,97.0,True,402.0,529.0,64.7,260.0,2.04,71.9,77.6,36.1,0.0,4.0,biweekly,calendar,rice,40.9,1.91,2,742.0,4017.0,False,False,False,0.0,0.0,poor,medium,True,True,False,2.3,modern,high_burden
5489,IRR-MAL-2020-05489,Mali,2020,1.63,semi-commercial,False,911.0,23.5,occasional,2,none,none,none,none,0.0,1.63,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,403.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5490,IRR-MAL-2024-05490,Mali,2024,1.4,semi-commercial,False,1092.0,34.5,frequent,4,none,none,none,none,0.0,1.4,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,631.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5491,IRR-BUR-2023-05491,Burkina Faso,2023,1.15,subsistence,False,1065.0,30.7,rare,7,none,none,none,none,0.0,1.15,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,428.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5492,IRR-GHA-2025-05492,Ghana,2025,1.84,subsistence,False,1072.0,22.2,occasional,6,none,none,none,none,0.0,1.84,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,428.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5493,IRR-ETH-2021-05493,Ethiopia,2021,0.89,subsistence,False,524.0,20.6,occasional,2,none,none,none,none,0.0,0.89,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,627.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5494,IRR-ZAM-2019-05494,Zambia,2019,2.08,commercial,False,1203.0,25.9,occasional,3,none,none,none,none,0.0,2.08,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,658.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5495,IRR-TAN-2022-05495,Tanzania,2022,1.39,subsistence,False,1058.0,27.3,frequent,2,none,none,none,none,0.0,1.39,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,488.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5496,IRR-MAL-2025-05496,Malawi,2025,1.24,subsistence,False,1270.0,29.5,occasional,6,none,none,none,none,0.0,1.24,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,477.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5497,IRR-TAN-2018-05497,Tanzania,2018,1.35,commercial,False,892.0,32.8,occasional,2,none,none,none,none,0.0,1.35,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,590.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5498,IRR-KEN-2018-05498,Kenya,2018,3.79,semi-commercial,False,921.0,18.6,frequent,4,none,none,none,none,0.0,3.79,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,467.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5499,IRR-ZAM-2021-05499,Zambia,2021,6.24,semi-commercial,False,957.0,34.3,frequent,3,none,none,none,none,0.0,6.24,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,673.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5500,IRR-ETH-2024-05500,Ethiopia,2024,0.94,semi-commercial,False,925.0,24.0,rare,6,none,none,none,none,0.0,0.94,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,444.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5501,IRR-MAL-2023-05501,Malawi,2023,1.38,semi-commercial,False,1103.0,26.7,rare,3,none,none,none,none,0.0,1.38,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,474.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5502,IRR-ZAM-2021-05502,Zambia,2021,0.9,subsistence,False,1168.0,28.3,frequent,5,none,none,none,none,0.0,0.9,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,406.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5503,IRR-KEN-2023-05503,Kenya,2023,2.43,subsistence,False,702.0,25.5,occasional,5,none,none,none,none,0.0,2.43,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,639.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5504,IRR-KEN-2022-05504,Kenya,2022,1.4,semi-commercial,False,935.0,15.7,occasional,4,none,none,none,none,0.0,1.4,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,640.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5505,IRR-GHA-2021-05505,Ghana,2021,1.19,subsistence,False,841.0,34.8,occasional,5,none,none,none,none,0.0,1.19,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,652.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5506,IRR-ZAM-2023-05506,Zambia,2023,0.85,commercial,False,923.0,15.5,frequent,6,none,none,none,none,0.0,0.85,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,538.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5507,IRR-BUR-2018-05507,Burkina Faso,2018,2.49,semi-commercial,False,876.0,25.9,occasional,4,none,none,none,none,0.0,2.49,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,627.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5508,IRR-MAL-2025-05508,Mali,2025,0.61,subsistence,False,963.0,19.9,frequent,2,none,none,none,none,0.0,0.61,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,696.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5509,IRR-KEN-2021-05509,Kenya,2021,2.4,semi-commercial,False,1182.0,22.2,occasional,7,none,none,none,none,0.0,2.4,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,516.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5510,IRR-ETH-2018-05510,Ethiopia,2018,1.28,semi-commercial,False,1037.0,34.4,rare,4,none,none,none,none,0.0,1.28,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,555.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5511,IRR-ZAM-2025-05511,Zambia,2025,1.33,semi-commercial,True,532.0,15.2,frequent,6,flood,rainwater_harvesting,gravity,individual,0.85,0.48,63.9,26.0,16,good,341.0,40.0,False,0.0,False,307.0,618.0,42.8,131.0,1.02,80.2,88.2,30.3,0.0,34.0,daily,visual,fruits,55.7,1.28,1,2614.0,3065.0,False,True,False,0.0,0.0,good,low,True,True,False,0.9,traditional,high_burden
5512,IRR-UGA-2022-05512,Uganda,2022,1.36,subsistence,False,657.0,32.7,rare,7,none,none,none,none,0.0,1.36,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,467.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5513,IRR-UGA-2024-05513,Uganda,2024,1.71,subsistence,True,775.0,22.0,rare,5,flood,river,solar,individual,1.67,0.03,98.2,100.0,17,good,670.0,82.0,False,0.0,False,351.0,671.0,41.0,144.0,2.12,92.5,60.5,22.9,0.0,67.0,daily,soil_moisture,vegetables,23.5,1.32,2,5883.0,3513.0,True,True,True,0.0,22.7,good,low,True,False,False,3.3,traditional,high_burden
5514,IRR-UGA-2020-05514,Uganda,2020,5.11,subsistence,False,1409.0,17.0,frequent,4,none,none,none,none,0.0,5.11,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,575.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5515,IRR-TAN-2021-05515,Tanzania,2021,3.87,subsistence,False,1159.0,28.2,frequent,5,none,none,none,none,0.0,3.87,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,455.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5516,IRR-KEN-2022-05516,Kenya,2022,1.87,subsistence,False,1033.0,23.0,rare,5,none,none,none,none,0.0,1.87,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,480.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5517,IRR-NIG-2018-05517,Nigeria,2018,1.29,semi-commercial,False,690.0,25.6,occasional,7,none,none,none,none,0.0,1.29,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,691.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5518,IRR-KEN-2019-05518,Kenya,2019,12.35,semi-commercial,False,843.0,31.8,occasional,5,none,none,none,none,0.0,12.35,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,529.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5519,IRR-UGA-2020-05519,Uganda,2020,1.44,subsistence,False,619.0,29.5,occasional,6,none,none,none,none,0.0,1.44,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,695.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5520,IRR-KEN-2025-05520,Kenya,2025,1.08,subsistence,False,1126.0,21.2,rare,7,none,none,none,none,0.0,1.08,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,579.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5521,IRR-BUR-2021-05521,Burkina Faso,2021,0.54,semi-commercial,False,500.0,27.5,rare,7,none,none,none,none,0.0,0.54,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,543.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5522,IRR-GHA-2023-05522,Ghana,2023,0.58,semi-commercial,False,1225.0,31.0,frequent,2,none,none,none,none,0.0,0.58,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,662.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5523,IRR-ETH-2023-05523,Ethiopia,2023,1.15,semi-commercial,True,840.0,33.4,occasional,6,surface,river,electric,individual,0.81,0.34,70.6,33.0,0,excellent,652.0,96.0,True,269.0,False,360.0,512.0,50.2,181.0,2.27,88.5,80.7,35.9,99.0,24.0,daily,calendar,rice,38.4,1.97,2,2930.0,3597.0,False,False,False,0.0,24.0,good,low,True,False,False,2.9,traditional,high_burden
5524,IRR-MAL-2018-05524,Malawi,2018,1.9,subsistence,False,1166.0,23.1,rare,4,none,none,none,none,0.0,1.9,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,487.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5525,IRR-NIG-2025-05525,Nigeria,2025,1.04,subsistence,False,870.0,34.3,rare,7,none,none,none,none,0.0,1.04,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,689.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5526,IRR-MAL-2018-05526,Mali,2018,1.26,subsistence,False,992.0,32.6,occasional,7,none,none,none,none,0.0,1.26,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,561.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5527,IRR-UGA-2018-05527,Uganda,2018,1.23,subsistence,False,944.0,28.1,occasional,5,none,none,none,none,0.0,1.23,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,562.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5528,IRR-GHA-2018-05528,Ghana,2018,1.58,commercial,True,1042.0,23.9,rare,3,surface,rainwater_harvesting,diesel,shared,1.46,0.12,92.6,85.0,5,poor,1170.0,82.0,False,0.0,False,343.0,496.0,47.4,163.0,1.97,93.2,69.2,30.6,391.0,44.0,daily,calendar,maize,21.2,1.76,2,5015.0,3430.0,False,False,False,0.0,5.2,poor,low,True,False,False,7.0,traditional,high_burden
5529,IRR-KEN-2018-05529,Kenya,2018,1.65,subsistence,False,1278.0,21.9,rare,7,none,none,none,none,0.0,1.65,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,627.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5530,IRR-GHA-2023-05530,Ghana,2023,1.31,subsistence,False,864.0,17.3,rare,4,none,none,none,none,0.0,1.31,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,647.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5531,IRR-MAL-2023-05531,Mali,2023,5.7,subsistence,False,695.0,22.3,rare,3,none,none,none,none,0.0,5.7,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,427.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5532,IRR-UGA-2021-05532,Uganda,2021,1.79,semi-commercial,False,1060.0,26.4,occasional,2,none,none,none,none,0.0,1.79,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,671.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5533,IRR-MAL-2022-05533,Malawi,2022,1.41,subsistence,False,954.0,28.8,frequent,5,none,none,none,none,0.0,1.41,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,630.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5534,IRR-UGA-2023-05534,Uganda,2023,1.49,subsistence,False,1240.0,20.3,occasional,7,none,none,none,none,0.0,1.49,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,527.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5535,IRR-KEN-2018-05535,Kenya,2018,0.67,commercial,False,749.0,29.2,occasional,4,none,none,none,none,0.0,0.67,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,586.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5536,IRR-ZAM-2021-05536,Zambia,2021,0.86,commercial,False,993.0,33.6,occasional,4,none,none,none,none,0.0,0.86,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,685.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5537,IRR-ETH-2021-05537,Ethiopia,2021,3.21,subsistence,False,614.0,23.9,rare,5,none,none,none,none,0.0,3.21,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,419.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5538,IRR-NIG-2019-05538,Nigeria,2019,1.97,semi-commercial,False,1333.0,28.7,frequent,2,none,none,none,none,0.0,1.97,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,643.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5539,IRR-UGA-2021-05539,Uganda,2021,2.71,subsistence,False,832.0,22.8,rare,4,none,none,none,none,0.0,2.71,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,590.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5540,IRR-KEN-2021-05540,Kenya,2021,1.82,semi-commercial,False,525.0,26.9,occasional,2,none,none,none,none,0.0,1.82,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,495.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5541,IRR-MAL-2020-05541,Mali,2020,0.59,subsistence,False,1442.0,16.9,frequent,2,none,none,none,none,0.0,0.59,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,647.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5542,IRR-BUR-2019-05542,Burkina Faso,2019,4.16,subsistence,False,686.0,17.8,rare,4,none,none,none,none,0.0,4.16,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,507.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5543,IRR-ETH-2025-05543,Ethiopia,2025,0.74,subsistence,False,519.0,19.3,rare,2,none,none,none,none,0.0,0.74,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,604.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5544,IRR-KEN-2018-05544,Kenya,2018,0.41,semi-commercial,False,586.0,25.5,frequent,7,none,none,none,none,0.0,0.41,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,661.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5545,IRR-GHA-2022-05545,Ghana,2022,0.62,semi-commercial,False,733.0,25.6,frequent,2,none,none,none,none,0.0,0.62,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,663.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5546,IRR-GHA-2022-05546,Ghana,2022,3.96,subsistence,False,1026.0,15.3,frequent,3,none,none,none,none,0.0,3.96,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,620.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5547,IRR-UGA-2021-05547,Uganda,2021,2.16,semi-commercial,False,645.0,27.6,frequent,7,none,none,none,none,0.0,2.16,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,619.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5548,IRR-UGA-2022-05548,Uganda,2022,1.12,semi-commercial,False,699.0,29.6,occasional,6,none,none,none,none,0.0,1.12,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,533.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5549,IRR-KEN-2018-05549,Kenya,2018,0.64,subsistence,False,921.0,32.6,occasional,3,none,none,none,none,0.0,0.64,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,665.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5550,IRR-UGA-2020-05550,Uganda,2020,0.31,subsistence,False,621.0,28.8,frequent,5,none,none,none,none,0.0,0.31,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,468.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5551,IRR-UGA-2024-05551,Uganda,2024,0.56,subsistence,False,1121.0,31.9,rare,5,none,none,none,none,0.0,0.56,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,435.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5552,IRR-NIG-2020-05552,Nigeria,2020,1.26,commercial,False,1251.0,23.8,frequent,2,none,none,none,none,0.0,1.26,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,543.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5553,IRR-UGA-2020-05553,Uganda,2020,1.52,semi-commercial,False,1147.0,17.1,occasional,5,none,none,none,none,0.0,1.52,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,454.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5554,IRR-UGA-2022-05554,Uganda,2022,0.93,commercial,False,1133.0,28.0,rare,5,none,none,none,none,0.0,0.93,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,514.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5555,IRR-ETH-2020-05555,Ethiopia,2020,1.66,semi-commercial,False,1088.0,22.4,rare,6,none,none,none,none,0.0,1.66,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,492.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5556,IRR-NIG-2021-05556,Nigeria,2021,2.43,subsistence,False,819.0,20.9,occasional,7,none,none,none,none,0.0,2.43,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,525.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5557,IRR-MAL-2022-05557,Mali,2022,1.47,subsistence,False,845.0,17.5,frequent,2,none,none,none,none,0.0,1.47,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,421.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5558,IRR-BUR-2023-05558,Burkina Faso,2023,1.18,subsistence,False,909.0,17.3,frequent,5,none,none,none,none,0.0,1.18,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,646.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5559,IRR-GHA-2023-05559,Ghana,2023,3.43,semi-commercial,False,936.0,27.8,frequent,5,none,none,none,none,0.0,3.43,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,638.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5560,IRR-KEN-2020-05560,Kenya,2020,3.46,subsistence,False,1130.0,28.0,occasional,2,none,none,none,none,0.0,3.46,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,554.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5561,IRR-GHA-2025-05561,Ghana,2025,0.72,subsistence,False,1004.0,15.8,frequent,2,none,none,none,none,0.0,0.72,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,471.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5562,IRR-KEN-2020-05562,Kenya,2020,0.62,subsistence,False,672.0,23.7,occasional,3,none,none,none,none,0.0,0.62,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,474.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5563,IRR-ZAM-2023-05563,Zambia,2023,1.04,subsistence,False,736.0,23.4,frequent,7,none,none,none,none,0.0,1.04,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,620.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5564,IRR-MAL-2021-05564,Mali,2021,1.84,subsistence,True,596.0,26.9,occasional,3,drip,river,gravity,individual,0.98,0.86,53.5,36.0,10,poor,2461.0,150.0,False,0.0,False,407.0,687.0,95.0,387.0,1.98,84.3,95.0,76.1,0.0,15.0,daily,calendar,fruits,30.7,1.21,2,4011.0,4074.0,True,True,False,0.0,0.0,poor,high,False,False,False,8.7,modern,high_burden
5565,IRR-TAN-2025-05565,Tanzania,2025,1.79,semi-commercial,False,1107.0,20.9,frequent,6,none,none,none,none,0.0,1.79,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,404.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5566,IRR-ZAM-2022-05566,Zambia,2022,2.05,subsistence,False,1407.0,20.0,rare,6,none,none,none,none,0.0,2.05,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,436.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5567,IRR-MAL-2019-05567,Mali,2019,0.33,commercial,False,825.0,17.6,occasional,4,none,none,none,none,0.0,0.33,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,515.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5568,IRR-TAN-2024-05568,Tanzania,2024,0.52,subsistence,False,601.0,22.4,occasional,6,none,none,none,none,0.0,0.52,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,427.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5569,IRR-TAN-2022-05569,Tanzania,2022,0.77,subsistence,False,1189.0,34.2,rare,3,none,none,none,none,0.0,0.77,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,608.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5570,IRR-MAL-2020-05570,Malawi,2020,1.12,subsistence,False,1118.0,23.1,occasional,6,none,none,none,none,0.0,1.12,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,548.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5571,IRR-TAN-2025-05571,Tanzania,2025,2.49,commercial,False,777.0,15.8,rare,3,none,none,none,none,0.0,2.49,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,445.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5572,IRR-ETH-2018-05572,Ethiopia,2018,4.12,commercial,False,1237.0,16.5,occasional,5,none,none,none,none,0.0,4.12,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,677.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5573,IRR-TAN-2018-05573,Tanzania,2018,1.24,semi-commercial,False,1217.0,21.9,rare,4,none,none,none,none,0.0,1.24,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,468.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5574,IRR-MAL-2018-05574,Mali,2018,4.48,subsistence,True,1162.0,32.8,occasional,6,surface,wetland,electric,cooperative,2.02,2.46,45.0,116.0,16,fair,1614.0,85.0,True,566.0,False,561.0,653.0,54.5,306.0,1.23,70.1,89.6,34.2,208.0,61.0,biweekly,visual,rice,28.7,2.32,1,11328.0,5615.0,False,False,True,0.0,16.8,poor,low,False,False,False,2.5,traditional,high_burden
5575,IRR-UGA-2019-05575,Uganda,2019,2.13,semi-commercial,False,1097.0,28.6,occasional,2,none,none,none,none,0.0,2.13,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,421.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5576,IRR-NIG-2023-05576,Nigeria,2023,1.86,subsistence,False,917.0,30.2,occasional,5,none,none,none,none,0.0,1.86,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,468.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5577,IRR-NIG-2023-05577,Nigeria,2023,1.4,subsistence,True,1161.0,18.9,occasional,3,drip,rainwater_harvesting,solar,cooperative,0.71,0.69,50.8,29.0,5,excellent,1781.0,171.0,False,0.0,False,779.0,446.0,80.1,624.0,2.17,77.5,72.6,45.1,0.0,11.0,biweekly,calendar,rice,26.6,1.78,1,5550.0,7792.0,False,True,False,0.0,21.9,good,high,False,False,False,9.5,modern,high_burden
5578,IRR-BUR-2021-05578,Burkina Faso,2021,3.28,commercial,False,980.0,35.0,occasional,5,none,none,none,none,0.0,3.28,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,682.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5579,IRR-KEN-2019-05579,Kenya,2019,0.75,subsistence,False,854.0,32.4,frequent,3,none,none,none,none,0.0,0.75,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,461.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5580,IRR-NIG-2018-05580,Nigeria,2018,1.14,semi-commercial,False,669.0,21.9,occasional,6,none,none,none,none,0.0,1.14,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,408.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5581,IRR-NIG-2022-05581,Nigeria,2022,1.41,subsistence,False,1119.0,16.8,occasional,4,none,none,none,none,0.0,1.41,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,595.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5582,IRR-TAN-2023-05582,Tanzania,2023,0.87,subsistence,False,1228.0,23.5,occasional,3,none,none,none,none,0.0,0.87,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,597.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5583,IRR-MAL-2025-05583,Mali,2025,1.01,semi-commercial,False,826.0,24.3,occasional,7,none,none,none,none,0.0,1.01,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,594.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5584,IRR-MAL-2018-05584,Mali,2018,4.55,subsistence,False,755.0,20.9,rare,5,none,none,none,none,0.0,4.55,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,560.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5585,IRR-BUR-2023-05585,Burkina Faso,2023,0.57,subsistence,False,537.0,20.3,occasional,7,none,none,none,none,0.0,0.57,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,694.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5586,IRR-UGA-2019-05586,Uganda,2019,1.2,semi-commercial,False,1464.0,24.4,frequent,4,none,none,none,none,0.0,1.2,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,670.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5587,IRR-UGA-2024-05587,Uganda,2024,0.64,semi-commercial,True,680.0,34.2,frequent,6,flood,groundwater,electric,private_company,0.2,0.44,30.9,7.0,18,fair,79.0,12.0,False,0.0,True,338.0,439.0,43.3,146.0,1.3,91.4,84.3,33.3,28.0,8.0,biweekly,soil_moisture,rice,58.7,1.51,2,670.0,3379.0,True,True,False,45.8,18.0,poor,low,False,True,False,0.4,traditional,high_burden
5588,IRR-ZAM-2020-05588,Zambia,2020,1.01,subsistence,False,764.0,20.2,rare,3,none,none,none,none,0.0,1.01,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,598.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5589,IRR-NIG-2024-05589,Nigeria,2024,2.35,semi-commercial,False,480.0,20.4,occasional,7,none,none,none,none,0.0,2.35,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,611.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5590,IRR-UGA-2021-05590,Uganda,2021,2.53,semi-commercial,False,1045.0,24.8,rare,5,none,none,none,none,0.0,2.53,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,454.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5591,IRR-TAN-2025-05591,Tanzania,2025,2.76,semi-commercial,False,1091.0,15.3,occasional,2,none,none,none,none,0.0,2.76,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,593.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5592,IRR-ETH-2021-05592,Ethiopia,2021,1.3,commercial,False,922.0,30.8,rare,4,none,none,none,none,0.0,1.3,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,635.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5593,IRR-MAL-2022-05593,Mali,2022,1.62,semi-commercial,False,1000.0,28.4,rare,4,none,none,none,none,0.0,1.62,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,641.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5594,IRR-UGA-2022-05594,Uganda,2022,4.56,subsistence,False,650.0,32.3,occasional,4,none,none,none,none,0.0,4.56,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,429.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5595,IRR-TAN-2019-05595,Tanzania,2019,1.98,semi-commercial,False,1028.0,29.3,frequent,4,none,none,none,none,0.0,1.98,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,448.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5596,IRR-UGA-2021-05596,Uganda,2021,0.51,semi-commercial,False,916.0,33.2,rare,3,none,none,none,none,0.0,0.51,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,513.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5597,IRR-ETH-2021-05597,Ethiopia,2021,0.89,subsistence,False,893.0,28.1,occasional,7,none,none,none,none,0.0,0.89,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,543.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5598,IRR-KEN-2021-05598,Kenya,2021,1.66,subsistence,False,613.0,16.3,occasional,6,none,none,none,none,0.0,1.66,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,504.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5599,IRR-KEN-2024-05599,Kenya,2024,2.04,subsistence,False,960.0,22.3,rare,6,none,none,none,none,0.0,2.04,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,588.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5600,IRR-NIG-2022-05600,Nigeria,2022,1.23,semi-commercial,False,1000.0,18.9,occasional,7,none,none,none,none,0.0,1.23,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,409.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5601,IRR-UGA-2019-05601,Uganda,2019,2.08,semi-commercial,False,1141.0,20.8,occasional,4,none,none,none,none,0.0,2.08,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,555.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5602,IRR-MAL-2018-05602,Mali,2018,0.52,semi-commercial,False,1090.0,27.3,frequent,4,none,none,none,none,0.0,0.52,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,450.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5603,IRR-UGA-2022-05603,Uganda,2022,1.37,subsistence,False,1022.0,19.5,occasional,7,none,none,none,none,0.0,1.37,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,478.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5604,IRR-BUR-2020-05604,Burkina Faso,2020,1.46,subsistence,False,1248.0,20.6,rare,5,none,none,none,none,0.0,1.46,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,656.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5605,IRR-KEN-2018-05605,Kenya,2018,1.02,subsistence,False,950.0,28.6,rare,7,none,none,none,none,0.0,1.02,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,510.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5606,IRR-ETH-2020-05606,Ethiopia,2020,0.43,subsistence,False,1100.0,27.8,frequent,2,none,none,none,none,0.0,0.43,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,503.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5607,IRR-KEN-2020-05607,Kenya,2020,1.44,subsistence,False,1459.0,22.6,rare,3,none,none,none,none,0.0,1.44,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,563.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5608,IRR-ZAM-2023-05608,Zambia,2023,0.73,semi-commercial,False,1335.0,24.4,rare,6,none,none,none,none,0.0,0.73,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,531.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5609,IRR-NIG-2020-05609,Nigeria,2020,3.32,semi-commercial,False,1154.0,15.8,occasional,6,none,none,none,none,0.0,3.32,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,618.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5610,IRR-TAN-2020-05610,Tanzania,2020,0.86,semi-commercial,False,1220.0,33.4,frequent,6,none,none,none,none,0.0,0.86,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,611.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5611,IRR-TAN-2018-05611,Tanzania,2018,1.22,subsistence,False,1128.0,27.5,frequent,2,none,none,none,none,0.0,1.22,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,612.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5612,IRR-BUR-2019-05612,Burkina Faso,2019,1.51,semi-commercial,False,817.0,32.7,rare,2,none,none,none,none,0.0,1.51,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,551.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5613,IRR-ZAM-2018-05613,Zambia,2018,2.64,commercial,False,754.0,15.7,occasional,4,none,none,none,none,0.0,2.64,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,514.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5614,IRR-ZAM-2023-05614,Zambia,2023,0.76,semi-commercial,False,998.0,19.9,rare,6,none,none,none,none,0.0,0.76,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,472.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5615,IRR-BUR-2018-05615,Burkina Faso,2018,0.67,commercial,True,1232.0,27.8,rare,7,surface,river,gravity,shared,0.64,0.03,95.6,23.0,2,fair,511.0,61.0,False,0.0,False,470.0,562.0,50.0,235.0,1.03,85.7,64.7,27.7,0.0,19.0,biweekly,weather_based,vegetables,33.7,1.25,3,3005.0,4703.0,True,True,False,0.0,0.0,poor,low,True,False,False,4.5,traditional,high_burden
5616,IRR-MAL-2025-05616,Malawi,2025,0.71,semi-commercial,False,1011.0,26.4,rare,3,none,none,none,none,0.0,0.71,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,425.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5617,IRR-MAL-2019-05617,Malawi,2019,3.12,semi-commercial,False,698.0,34.5,frequent,2,none,none,none,none,0.0,3.12,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,648.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5618,IRR-TAN-2023-05618,Tanzania,2023,2.35,semi-commercial,False,731.0,29.7,occasional,5,none,none,none,none,0.0,2.35,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,433.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5619,IRR-GHA-2024-05619,Ghana,2024,2.08,subsistence,True,1255.0,33.2,occasional,7,drip,reservoir,gravity,government,1.31,0.77,63.0,54.0,11,excellent,3271.0,430.0,False,0.0,False,370.0,691.0,78.7,291.0,0.96,73.3,95.0,54.8,0.0,20.0,biweekly,visual,horticulture,34.5,1.35,1,4845.0,3703.0,False,False,False,0.0,0.0,good,high,False,False,True,9.1,modern,high_burden
5620,IRR-ETH-2018-05620,Ethiopia,2018,1.4,subsistence,False,713.0,26.0,occasional,4,none,none,none,none,0.0,1.4,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,477.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5621,IRR-MAL-2025-05621,Malawi,2025,0.88,semi-commercial,False,1077.0,31.1,occasional,6,none,none,none,none,0.0,0.88,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,665.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5622,IRR-BUR-2019-05622,Burkina Faso,2019,0.87,subsistence,False,1195.0,33.7,occasional,7,none,none,none,none,0.0,0.87,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,497.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5623,IRR-ETH-2020-05623,Ethiopia,2020,2.65,commercial,False,663.0,27.4,occasional,6,none,none,none,none,0.0,2.65,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,659.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5624,IRR-MAL-2022-05624,Malawi,2022,3.36,subsistence,False,1096.0,30.3,frequent,3,none,none,none,none,0.0,3.36,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,507.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5625,IRR-TAN-2018-05625,Tanzania,2018,3.83,semi-commercial,False,1003.0,21.3,frequent,6,none,none,none,none,0.0,3.83,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,690.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5626,IRR-GHA-2021-05626,Ghana,2021,0.61,subsistence,False,819.0,34.5,frequent,7,none,none,none,none,0.0,0.61,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,585.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5627,IRR-ETH-2023-05627,Ethiopia,2023,0.69,subsistence,False,931.0,27.6,occasional,7,none,none,none,none,0.0,0.69,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,487.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5628,IRR-MAL-2021-05628,Mali,2021,0.84,semi-commercial,False,813.0,34.9,frequent,3,none,none,none,none,0.0,0.84,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,456.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5629,IRR-GHA-2023-05629,Ghana,2023,0.67,semi-commercial,False,1388.0,25.0,occasional,3,none,none,none,none,0.0,0.67,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,587.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5630,IRR-GHA-2025-05630,Ghana,2025,0.85,semi-commercial,False,885.0,31.1,occasional,7,none,none,none,none,0.0,0.85,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,638.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5631,IRR-UGA-2024-05631,Uganda,2024,0.6,subsistence,False,1130.0,29.5,occasional,2,none,none,none,none,0.0,0.6,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,638.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5632,IRR-MAL-2025-05632,Malawi,2025,2.01,semi-commercial,False,1293.0,19.0,rare,2,none,none,none,none,0.0,2.01,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,448.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5633,IRR-GHA-2018-05633,Ghana,2018,1.14,subsistence,True,949.0,24.1,occasional,5,flood,lake,diesel,cooperative,0.89,0.25,78.3,47.0,3,excellent,356.0,24.0,False,0.0,True,687.0,524.0,42.5,292.0,2.39,79.5,87.7,29.6,242.0,36.0,weekly,visual,vegetables,33.4,1.98,1,6115.0,6867.0,False,False,False,0.0,19.1,good,low,False,False,False,1.9,traditional,high_burden
5634,IRR-BUR-2021-05634,Burkina Faso,2021,2.87,subsistence,True,1151.0,26.9,frequent,6,surface,groundwater,gravity,cooperative,2.45,0.43,85.2,147.0,1,good,1957.0,257.0,True,1116.0,True,387.0,613.0,49.2,190.0,1.83,89.9,60.8,26.9,0.0,73.0,weekly,visual,rice,25.5,1.75,3,9469.0,3871.0,False,False,False,32.8,0.0,good,low,False,True,True,5.3,traditional,high_burden
5635,IRR-MAL-2020-05635,Malawi,2020,0.79,commercial,False,882.0,32.8,occasional,6,none,none,none,none,0.0,0.79,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,580.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5636,IRR-UGA-2018-05636,Uganda,2018,0.67,subsistence,False,846.0,16.5,occasional,2,none,none,none,none,0.0,0.67,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,540.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5637,IRR-ETH-2023-05637,Ethiopia,2023,0.87,commercial,False,1193.0,33.2,rare,2,none,none,none,none,0.0,0.87,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,652.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5638,IRR-TAN-2024-05638,Tanzania,2024,4.55,subsistence,False,677.0,15.3,frequent,5,none,none,none,none,0.0,4.55,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,635.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5639,IRR-GHA-2021-05639,Ghana,2021,2.82,subsistence,False,845.0,24.0,occasional,5,none,none,none,none,0.0,2.82,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,567.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5640,IRR-GHA-2018-05640,Ghana,2018,2.6,subsistence,False,1056.0,28.6,frequent,2,none,none,none,none,0.0,2.6,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,445.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5641,IRR-MAL-2019-05641,Mali,2019,1.51,subsistence,False,595.0,19.1,occasional,2,none,none,none,none,0.0,1.51,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,415.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5642,IRR-KEN-2025-05642,Kenya,2025,8.12,semi-commercial,True,965.0,29.8,rare,6,sprinkler,river,diesel,individual,7.32,0.79,90.2,332.0,15,fair,10987.0,1422.0,False,0.0,False,441.0,524.0,71.0,314.0,2.11,78.6,80.8,45.2,2189.0,146.0,as_needed,calendar,vegetables,35.3,2.2,1,32324.0,4413.0,False,False,False,0.0,24.4,poor,medium,False,False,False,7.7,modern,high_burden
5643,IRR-ETH-2018-05643,Ethiopia,2018,0.28,subsistence,False,693.0,17.1,occasional,4,none,none,none,none,0.0,0.28,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,675.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5644,IRR-UGA-2020-05644,Uganda,2020,4.04,semi-commercial,False,1337.0,33.0,frequent,7,none,none,none,none,0.0,4.04,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,690.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5645,IRR-TAN-2025-05645,Tanzania,2025,1.88,semi-commercial,False,865.0,22.9,rare,7,none,none,none,none,0.0,1.88,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,630.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5646,IRR-GHA-2021-05646,Ghana,2021,2.94,subsistence,False,677.0,30.4,frequent,3,none,none,none,none,0.0,2.94,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,647.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5647,IRR-KEN-2021-05647,Kenya,2021,1.04,subsistence,False,932.0,31.7,occasional,3,none,none,none,none,0.0,1.04,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,599.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5648,IRR-BUR-2021-05648,Burkina Faso,2021,1.69,semi-commercial,False,1062.0,30.0,rare,4,none,none,none,none,0.0,1.69,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,584.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5649,IRR-UGA-2022-05649,Uganda,2022,2.05,semi-commercial,False,1170.0,34.9,occasional,5,none,none,none,none,0.0,2.05,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,406.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5650,IRR-NIG-2024-05650,Nigeria,2024,1.53,semi-commercial,False,854.0,17.8,rare,4,none,none,none,none,0.0,1.53,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,476.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5651,IRR-ZAM-2021-05651,Zambia,2021,0.87,subsistence,False,1434.0,32.8,occasional,6,none,none,none,none,0.0,0.87,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,408.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5652,IRR-ETH-2024-05652,Ethiopia,2024,0.57,subsistence,True,794.0,15.7,rare,7,sprinkler,reservoir,solar,government,0.57,0.01,98.7,30.0,2,good,850.0,46.0,False,0.0,False,760.0,673.0,72.4,550.0,2.01,95.0,73.6,50.6,0.0,11.0,weekly,visual,vegetables,25.6,1.37,2,4305.0,7599.0,True,True,False,0.0,13.7,good,medium,False,False,True,11.6,modern,high_burden
5653,IRR-KEN-2025-05653,Kenya,2025,0.55,subsistence,True,975.0,32.4,occasional,2,surface,rainwater_harvesting,electric,government,0.43,0.12,77.7,18.0,0,fair,340.0,38.0,True,138.0,False,588.0,504.0,50.6,297.0,1.15,90.1,83.9,38.2,37.0,13.0,biweekly,calendar,fruits,56.4,2.26,1,2500.0,5880.0,False,False,False,0.0,4.6,poor,low,True,False,False,2.2,traditional,high_burden
5654,IRR-MAL-2024-05654,Malawi,2024,0.41,subsistence,False,962.0,30.4,frequent,4,none,none,none,none,0.0,0.41,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,698.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5655,IRR-KEN-2021-05655,Kenya,2021,2.44,semi-commercial,False,1129.0,18.6,occasional,7,none,none,none,none,0.0,2.44,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,484.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5656,IRR-MAL-2020-05656,Mali,2020,0.93,subsistence,False,679.0,20.7,rare,3,none,none,none,none,0.0,0.93,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,628.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5657,IRR-MAL-2024-05657,Malawi,2024,2.41,subsistence,False,973.0,23.9,occasional,4,none,none,none,none,0.0,2.41,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,470.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5658,IRR-ZAM-2023-05658,Zambia,2023,1.78,subsistence,False,824.0,16.7,occasional,3,none,none,none,none,0.0,1.78,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,636.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5659,IRR-NIG-2018-05659,Nigeria,2018,6.74,semi-commercial,False,973.0,16.5,occasional,3,none,none,none,none,0.0,6.74,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,463.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5660,IRR-NIG-2018-05660,Nigeria,2018,5.62,subsistence,False,1068.0,25.7,rare,3,none,none,none,none,0.0,5.62,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,559.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5661,IRR-GHA-2025-05661,Ghana,2025,0.35,subsistence,False,775.0,24.5,occasional,4,none,none,none,none,0.0,0.35,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,513.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5662,IRR-KEN-2022-05662,Kenya,2022,1.75,semi-commercial,False,815.0,23.3,frequent,7,none,none,none,none,0.0,1.75,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,529.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5663,IRR-TAN-2018-05663,Tanzania,2018,0.95,subsistence,False,1246.0,27.7,frequent,6,none,none,none,none,0.0,0.95,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,484.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5664,IRR-MAL-2022-05664,Mali,2022,0.9,semi-commercial,False,612.0,35.0,rare,4,none,none,none,none,0.0,0.9,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,652.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5665,IRR-BUR-2023-05665,Burkina Faso,2023,0.82,commercial,False,967.0,17.0,frequent,7,none,none,none,none,0.0,0.82,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,483.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5666,IRR-KEN-2018-05666,Kenya,2018,1.03,subsistence,False,981.0,27.6,occasional,5,none,none,none,none,0.0,1.03,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,503.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5667,IRR-MAL-2024-05667,Mali,2024,0.55,semi-commercial,False,999.0,23.6,rare,6,none,none,none,none,0.0,0.55,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,598.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5668,IRR-GHA-2021-05668,Ghana,2021,0.93,semi-commercial,False,754.0,26.2,occasional,5,none,none,none,none,0.0,0.93,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,407.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5669,IRR-TAN-2019-05669,Tanzania,2019,6.7,subsistence,False,1091.0,31.4,occasional,5,none,none,none,none,0.0,6.7,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,517.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5670,IRR-BUR-2022-05670,Burkina Faso,2022,1.03,subsistence,False,1031.0,27.8,rare,4,none,none,none,none,0.0,1.03,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,633.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5671,IRR-UGA-2025-05671,Uganda,2025,1.86,semi-commercial,True,939.0,26.3,occasional,5,sprinkler,reservoir,diesel,individual,0.66,1.19,35.7,33.0,15,good,995.0,67.0,False,0.0,True,508.0,530.0,78.3,397.0,1.81,73.4,75.1,43.1,168.0,13.0,as_needed,calendar,maize,55.6,2.09,1,3366.0,5077.0,False,False,False,0.0,6.6,good,medium,True,False,True,1.9,modern,high_burden
5672,IRR-KEN-2024-05672,Kenya,2024,2.65,subsistence,False,741.0,29.5,frequent,4,none,none,none,none,0.0,2.65,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,495.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5673,IRR-ZAM-2021-05673,Zambia,2021,0.59,subsistence,False,1154.0,25.8,frequent,4,none,none,none,none,0.0,0.59,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,657.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5674,IRR-BUR-2018-05674,Burkina Faso,2018,3.93,subsistence,False,698.0,29.0,frequent,5,none,none,none,none,0.0,3.93,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,669.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5675,IRR-UGA-2023-05675,Uganda,2023,2.53,semi-commercial,False,674.0,23.5,frequent,4,none,none,none,none,0.0,2.53,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,512.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5676,IRR-UGA-2018-05676,Uganda,2018,0.84,subsistence,False,1047.0,31.4,occasional,2,none,none,none,none,0.0,0.84,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,632.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5677,IRR-ETH-2022-05677,Ethiopia,2022,0.62,subsistence,False,991.0,31.8,rare,7,none,none,none,none,0.0,0.62,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,472.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5678,IRR-TAN-2018-05678,Tanzania,2018,2.22,subsistence,False,1240.0,25.7,occasional,6,none,none,none,none,0.0,2.22,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,488.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5679,IRR-NIG-2022-05679,Nigeria,2022,0.51,semi-commercial,False,693.0,32.4,occasional,7,none,none,none,none,0.0,0.51,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,602.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5680,IRR-KEN-2018-05680,Kenya,2018,1.87,subsistence,False,608.0,24.1,rare,4,none,none,none,none,0.0,1.87,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,440.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5681,IRR-BUR-2019-05681,Burkina Faso,2019,0.61,subsistence,False,1013.0,23.0,occasional,5,none,none,none,none,0.0,0.61,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,647.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5682,IRR-BUR-2025-05682,Burkina Faso,2025,1.07,subsistence,False,767.0,23.3,occasional,7,none,none,none,none,0.0,1.07,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,485.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5683,IRR-ZAM-2018-05683,Zambia,2018,0.53,semi-commercial,False,907.0,34.9,rare,2,none,none,none,none,0.0,0.53,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,638.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5684,IRR-NIG-2019-05684,Nigeria,2019,1.42,subsistence,False,907.0,21.1,occasional,4,none,none,none,none,0.0,1.42,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,604.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5685,IRR-ZAM-2022-05685,Zambia,2022,2.63,semi-commercial,True,976.0,32.6,occasional,4,drip,river,solar,government,1.65,0.98,62.6,89.0,6,poor,4119.0,216.0,True,2243.0,False,413.0,609.0,95.0,392.0,1.65,82.1,84.7,66.1,0.0,25.0,as_needed,calendar,vegetables,22.4,2.01,3,6798.0,4126.0,True,True,True,0.0,3.7,poor,high,True,False,False,14.0,modern,high_burden
5686,IRR-ZAM-2019-05686,Zambia,2019,1.64,subsistence,True,546.0,22.7,occasional,6,flood,river,solar,individual,1.51,0.13,92.1,72.0,13,good,603.0,35.0,False,0.0,False,353.0,613.0,46.3,164.0,2.0,76.6,63.4,22.5,0.0,60.0,as_needed,visual,vegetables,20.0,1.44,3,5323.0,3530.0,False,False,False,0.0,4.6,good,low,True,False,False,3.7,traditional,high_burden
5687,IRR-BUR-2021-05687,Burkina Faso,2021,1.75,semi-commercial,False,800.0,20.7,occasional,2,none,none,none,none,0.0,1.75,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,678.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5688,IRR-MAL-2023-05688,Mali,2023,3.45,semi-commercial,False,937.0,31.2,frequent,4,none,none,none,none,0.0,3.45,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,460.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5689,IRR-GHA-2024-05689,Ghana,2024,4.52,subsistence,False,627.0,26.6,rare,2,none,none,none,none,0.0,4.52,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,445.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5690,IRR-UGA-2022-05690,Uganda,2022,0.78,semi-commercial,False,1085.0,23.3,frequent,2,none,none,none,none,0.0,0.78,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,650.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5691,IRR-BUR-2021-05691,Burkina Faso,2021,2.59,subsistence,False,815.0,28.6,frequent,7,none,none,none,none,0.0,2.59,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,608.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5692,IRR-BUR-2020-05692,Burkina Faso,2020,2.9,semi-commercial,False,593.0,30.8,rare,5,none,none,none,none,0.0,2.9,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,421.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5693,IRR-NIG-2021-05693,Nigeria,2021,4.28,semi-commercial,False,890.0,18.4,occasional,3,none,none,none,none,0.0,4.28,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,496.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5694,IRR-MAL-2018-05694,Mali,2018,1.95,subsistence,False,1096.0,31.1,rare,7,none,none,none,none,0.0,1.95,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,442.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5695,IRR-TAN-2023-05695,Tanzania,2023,1.95,semi-commercial,False,828.0,26.5,frequent,6,none,none,none,none,0.0,1.95,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,401.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5696,IRR-ETH-2019-05696,Ethiopia,2019,1.52,semi-commercial,False,922.0,19.4,occasional,7,none,none,none,none,0.0,1.52,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,632.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5697,IRR-KEN-2024-05697,Kenya,2024,0.75,subsistence,False,1218.0,30.6,rare,5,none,none,none,none,0.0,0.75,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,424.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5698,IRR-ETH-2024-05698,Ethiopia,2024,0.2,subsistence,False,1182.0,23.1,frequent,6,none,none,none,none,0.0,0.2,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,689.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5699,IRR-GHA-2018-05699,Ghana,2018,2.28,semi-commercial,False,1091.0,31.2,occasional,2,none,none,none,none,0.0,2.28,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,437.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5700,IRR-MAL-2020-05700,Mali,2020,1.01,subsistence,True,946.0,19.3,occasional,4,sprinkler,river,solar,individual,0.75,0.26,74.4,45.0,2,good,1127.0,80.0,True,389.0,False,784.0,477.0,75.5,592.0,2.0,94.1,60.8,43.2,0.0,15.0,daily,visual,cotton,22.9,1.31,1,5892.0,7839.0,False,False,False,0.0,15.8,good,medium,False,False,False,9.8,modern,high_burden
5701,IRR-MAL-2022-05701,Malawi,2022,0.89,semi-commercial,False,1273.0,16.1,rare,7,none,none,none,none,0.0,0.89,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,689.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5702,IRR-MAL-2025-05702,Malawi,2025,4.01,subsistence,True,1197.0,22.5,frequent,2,manual,groundwater,electric,individual,3.59,0.42,89.4,208.0,13,excellent,717.0,37.0,False,0.0,True,567.0,476.0,61.4,349.0,1.03,86.5,79.3,42.2,273.0,287.0,weekly,soil_moisture,sugarcane,40.3,2.23,2,20356.0,5674.0,False,False,False,10.2,4.9,good,low,True,True,True,0.9,traditional,high_burden
5703,IRR-NIG-2020-05703,Nigeria,2020,0.41,subsistence,False,969.0,18.1,occasional,7,none,none,none,none,0.0,0.41,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,642.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5704,IRR-MAL-2025-05704,Malawi,2025,0.41,subsistence,False,486.0,33.0,occasional,2,none,none,none,none,0.0,0.41,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,493.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5705,IRR-MAL-2019-05705,Mali,2019,1.51,subsistence,False,942.0,23.6,frequent,6,none,none,none,none,0.0,1.51,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,427.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5706,IRR-NIG-2022-05706,Nigeria,2022,2.67,semi-commercial,False,713.0,24.8,frequent,4,none,none,none,none,0.0,2.67,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,539.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5707,IRR-UGA-2018-05707,Uganda,2018,0.35,subsistence,False,782.0,34.0,rare,5,none,none,none,none,0.0,0.35,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,647.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5708,IRR-MAL-2018-05708,Mali,2018,1.87,semi-commercial,False,1110.0,26.3,occasional,2,none,none,none,none,0.0,1.87,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,461.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5709,IRR-MAL-2019-05709,Malawi,2019,1.15,semi-commercial,False,859.0,24.1,occasional,5,none,none,none,none,0.0,1.15,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,622.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5710,IRR-BUR-2021-05710,Burkina Faso,2021,0.93,semi-commercial,False,934.0,34.2,frequent,7,none,none,none,none,0.0,0.93,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,460.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5711,IRR-MAL-2021-05711,Malawi,2021,0.9,subsistence,False,620.0,34.5,occasional,7,none,none,none,none,0.0,0.9,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,457.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5712,IRR-TAN-2022-05712,Tanzania,2022,3.11,subsistence,False,1065.0,21.5,occasional,4,none,none,none,none,0.0,3.11,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,406.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5713,IRR-GHA-2025-05713,Ghana,2025,2.14,commercial,True,1523.0,30.1,occasional,6,flood,reservoir,solar,private_company,0.83,1.31,38.7,38.0,5,good,331.0,37.0,False,0.0,False,463.0,683.0,47.9,222.0,1.55,77.6,80.8,30.0,0.0,33.0,daily,visual,fruits,52.5,1.36,3,3839.0,4633.0,False,True,True,0.0,6.5,good,low,False,False,True,0.6,traditional,high_burden
5714,IRR-GHA-2021-05714,Ghana,2021,3.54,subsistence,False,982.0,29.6,occasional,4,none,none,none,none,0.0,3.54,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,596.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5715,IRR-MAL-2021-05715,Malawi,2021,0.85,subsistence,False,576.0,24.2,frequent,7,none,none,none,none,0.0,0.85,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,440.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5716,IRR-KEN-2025-05716,Kenya,2025,1.15,commercial,True,665.0,22.9,frequent,6,sprinkler,groundwater,diesel,government,0.69,0.46,60.2,27.0,7,good,1041.0,86.0,True,552.0,False,531.0,472.0,66.9,355.0,2.49,93.3,78.1,48.8,82.0,14.0,as_needed,weather_based,sugarcane,54.3,2.26,1,3681.0,5305.0,True,True,True,12.0,24.3,good,medium,True,False,True,3.3,modern,high_burden
5717,IRR-UGA-2021-05717,Uganda,2021,1.95,semi-commercial,False,1160.0,29.1,occasional,7,none,none,none,none,0.0,1.95,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,631.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5718,IRR-MAL-2025-05718,Mali,2025,0.74,semi-commercial,False,868.0,30.6,occasional,4,none,none,none,none,0.0,0.74,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,408.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5719,IRR-ETH-2020-05719,Ethiopia,2020,2.74,semi-commercial,False,632.0,29.1,rare,5,none,none,none,none,0.0,2.74,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,588.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5720,IRR-MAL-2021-05720,Mali,2021,0.91,semi-commercial,False,942.0,32.3,frequent,6,none,none,none,none,0.0,0.91,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,574.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5721,IRR-ZAM-2025-05721,Zambia,2025,2.19,subsistence,True,1092.0,16.6,occasional,4,flood,groundwater,gravity,shared,1.21,0.98,55.4,40.0,7,excellent,485.0,35.0,False,0.0,False,617.0,511.0,42.0,259.0,1.93,92.2,80.4,31.1,0.0,49.0,weekly,visual,sugarcane,57.5,1.61,1,7492.0,6174.0,False,False,False,68.9,0.0,good,low,False,False,True,0.8,traditional,high_burden
5722,IRR-GHA-2021-05722,Ghana,2021,6.53,semi-commercial,False,753.0,34.8,occasional,3,none,none,none,none,0.0,6.53,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,653.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5723,IRR-GHA-2025-05723,Ghana,2025,0.42,semi-commercial,True,1108.0,34.6,occasional,3,flood,reservoir,solar,shared,0.39,0.03,92.3,16.0,4,fair,156.0,10.0,False,0.0,False,357.0,677.0,41.9,150.0,0.89,89.0,81.6,30.4,0.0,16.0,weekly,visual,rice,54.9,2.26,1,1392.0,3575.0,False,False,False,0.0,2.2,poor,low,False,False,False,1.3,traditional,high_burden
5724,IRR-UGA-2018-05724,Uganda,2018,0.97,subsistence,False,857.0,21.8,rare,5,none,none,none,none,0.0,0.97,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,571.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5725,IRR-MAL-2019-05725,Mali,2019,1.47,subsistence,False,1714.0,15.7,frequent,5,none,none,none,none,0.0,1.47,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,484.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5726,IRR-ETH-2025-05726,Ethiopia,2025,0.62,semi-commercial,True,890.0,27.5,rare,3,surface,groundwater,manual,individual,0.45,0.17,72.8,25.0,16,good,364.0,36.0,False,0.0,False,393.0,434.0,58.4,230.0,1.08,84.5,77.2,38.1,0.0,14.0,as_needed,visual,vegetables,25.2,2.03,3,1786.0,3931.0,True,True,False,13.9,0.0,good,low,False,False,True,4.6,traditional,high_burden
5727,IRR-KEN-2020-05727,Kenya,2020,1.0,subsistence,False,577.0,17.4,rare,2,none,none,none,none,0.0,1.0,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,676.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5728,IRR-NIG-2023-05728,Nigeria,2023,1.35,semi-commercial,False,884.0,32.2,occasional,5,none,none,none,none,0.0,1.35,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,636.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5729,IRR-BUR-2024-05729,Burkina Faso,2024,0.95,semi-commercial,False,1134.0,27.3,rare,3,none,none,none,none,0.0,0.95,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,481.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5730,IRR-MAL-2021-05730,Mali,2021,1.03,semi-commercial,True,997.0,23.9,rare,2,manual,lake,gravity,individual,0.62,0.41,60.5,28.0,4,good,125.0,13.0,False,0.0,False,510.0,420.0,61.6,314.0,1.41,76.1,83.9,39.3,0.0,50.0,biweekly,weather_based,vegetables,52.1,2.08,1,3181.0,5101.0,True,False,False,0.0,0.0,good,low,False,False,False,0.5,traditional,high_burden
5731,IRR-ETH-2018-05731,Ethiopia,2018,1.13,subsistence,False,675.0,26.3,occasional,5,none,none,none,none,0.0,1.13,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,667.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5732,IRR-GHA-2025-05732,Ghana,2025,0.87,semi-commercial,False,541.0,16.9,occasional,3,none,none,none,none,0.0,0.87,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,425.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5733,IRR-GHA-2018-05733,Ghana,2018,1.09,semi-commercial,False,464.0,21.9,occasional,2,none,none,none,none,0.0,1.09,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,479.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5734,IRR-MAL-2019-05734,Mali,2019,1.0,subsistence,False,1304.0,17.1,occasional,5,none,none,none,none,0.0,1.0,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,570.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5735,IRR-TAN-2019-05735,Tanzania,2019,0.77,subsistence,False,910.0,24.0,occasional,5,none,none,none,none,0.0,0.77,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,478.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5736,IRR-MAL-2021-05736,Mali,2021,1.1,subsistence,False,1029.0,16.1,occasional,2,none,none,none,none,0.0,1.1,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,685.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5737,IRR-KEN-2024-05737,Kenya,2024,1.22,semi-commercial,True,909.0,17.2,rare,4,surface,river,solar,cooperative,1.2,0.02,98.7,60.0,2,excellent,960.0,139.0,False,0.0,True,405.0,569.0,57.0,231.0,1.63,93.5,64.8,34.5,0.0,36.0,weekly,visual,maize,25.8,1.37,1,4859.0,4048.0,False,False,False,0.0,18.2,good,low,False,False,False,6.1,traditional,high_burden
5738,IRR-TAN-2025-05738,Tanzania,2025,2.54,subsistence,False,547.0,34.0,frequent,3,none,none,none,none,0.0,2.54,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,614.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5739,IRR-ETH-2018-05739,Ethiopia,2018,1.21,semi-commercial,False,642.0,33.0,occasional,7,none,none,none,none,0.0,1.21,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,445.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5740,IRR-TAN-2025-05740,Tanzania,2025,3.21,subsistence,False,1201.0,27.3,rare,6,none,none,none,none,0.0,3.21,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,601.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5741,IRR-TAN-2018-05741,Tanzania,2018,1.28,subsistence,False,1011.0,27.4,occasional,2,none,none,none,none,0.0,1.28,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,480.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5742,IRR-UGA-2018-05742,Uganda,2018,0.69,subsistence,False,1394.0,31.1,occasional,3,none,none,none,none,0.0,0.69,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,664.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5743,IRR-ZAM-2020-05743,Zambia,2020,0.8,semi-commercial,False,620.0,21.7,frequent,4,none,none,none,none,0.0,0.8,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,417.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5744,IRR-ETH-2025-05744,Ethiopia,2025,1.48,subsistence,False,908.0,35.0,frequent,6,none,none,none,none,0.0,1.48,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,606.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5745,IRR-MAL-2023-05745,Mali,2023,0.58,semi-commercial,False,938.0,23.3,rare,5,none,none,none,none,0.0,0.58,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,698.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5746,IRR-UGA-2023-05746,Uganda,2023,0.67,subsistence,False,1293.0,24.5,occasional,3,none,none,none,none,0.0,0.67,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,583.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5747,IRR-MAL-2019-05747,Malawi,2019,0.47,subsistence,False,681.0,27.5,occasional,3,none,none,none,none,0.0,0.47,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,563.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5748,IRR-UGA-2019-05748,Uganda,2019,0.46,commercial,False,820.0,28.9,frequent,4,none,none,none,none,0.0,0.46,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,437.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5749,IRR-BUR-2025-05749,Burkina Faso,2025,0.39,commercial,False,838.0,28.7,occasional,4,none,none,none,none,0.0,0.39,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,402.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5750,IRR-UGA-2024-05750,Uganda,2024,2.38,subsistence,False,756.0,21.7,occasional,5,none,none,none,none,0.0,2.38,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,455.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5751,IRR-MAL-2019-05751,Mali,2019,0.52,subsistence,False,929.0,19.7,occasional,5,none,none,none,none,0.0,0.52,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,698.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5752,IRR-GHA-2024-05752,Ghana,2024,1.14,subsistence,False,875.0,33.2,rare,2,none,none,none,none,0.0,1.14,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,651.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5753,IRR-NIG-2022-05753,Nigeria,2022,1.1,semi-commercial,False,574.0,21.1,occasional,3,none,none,none,none,0.0,1.1,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,564.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5754,IRR-KEN-2019-05754,Kenya,2019,1.57,commercial,False,599.0,25.9,frequent,7,none,none,none,none,0.0,1.57,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,623.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5755,IRR-MAL-2020-05755,Malawi,2020,0.39,subsistence,True,579.0,28.9,occasional,7,sprinkler,reservoir,electric,individual,0.13,0.26,33.5,6.0,13,good,196.0,18.0,False,0.0,True,718.0,447.0,80.1,575.0,1.44,82.8,61.8,40.9,8.0,3.0,weekly,visual,fruits,29.8,1.33,1,939.0,7180.0,False,False,False,0.0,8.2,good,medium,True,False,True,3.4,modern,high_burden
5756,IRR-KEN-2021-05756,Kenya,2021,2.1,subsistence,False,687.0,18.0,frequent,2,none,none,none,none,0.0,2.1,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,665.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5757,IRR-BUR-2022-05757,Burkina Faso,2022,4.45,subsistence,False,1125.0,32.7,frequent,2,none,none,none,none,0.0,4.45,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,654.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5758,IRR-MAL-2022-05758,Mali,2022,0.98,semi-commercial,False,1134.0,23.1,frequent,4,none,none,none,none,0.0,0.98,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,646.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5759,IRR-NIG-2022-05759,Nigeria,2022,0.53,semi-commercial,False,1083.0,30.6,occasional,7,none,none,none,none,0.0,0.53,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,416.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5760,IRR-UGA-2019-05760,Uganda,2019,0.48,subsistence,False,1438.0,28.9,rare,6,none,none,none,none,0.0,0.48,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,563.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5761,IRR-ZAM-2022-05761,Zambia,2022,0.72,semi-commercial,False,1174.0,27.2,frequent,3,none,none,none,none,0.0,0.72,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,566.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5762,IRR-TAN-2023-05762,Tanzania,2023,1.66,subsistence,False,688.0,26.4,rare,3,none,none,none,none,0.0,1.66,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,629.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5763,IRR-KEN-2022-05763,Kenya,2022,1.12,semi-commercial,False,1202.0,20.7,occasional,7,none,none,none,none,0.0,1.12,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,563.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5764,IRR-ETH-2025-05764,Ethiopia,2025,2.57,subsistence,True,768.0,29.3,occasional,4,surface,reservoir,gravity,government,1.44,1.12,56.2,86.0,2,fair,1154.0,147.0,False,0.0,False,719.0,511.0,52.2,375.0,1.81,75.0,81.8,32.0,0.0,43.0,biweekly,calendar,maize,37.5,1.74,1,10373.0,7192.0,True,False,False,0.0,0.0,poor,low,False,False,False,2.4,traditional,high_burden
5765,IRR-UGA-2019-05765,Uganda,2019,2.47,subsistence,False,901.0,28.9,occasional,3,none,none,none,none,0.0,2.47,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,409.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5766,IRR-ZAM-2022-05766,Zambia,2022,1.05,semi-commercial,False,1232.0,29.4,rare,5,none,none,none,none,0.0,1.05,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,412.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5767,IRR-MAL-2024-05767,Malawi,2024,3.15,subsistence,False,588.0,19.1,occasional,2,none,none,none,none,0.0,3.15,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,660.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5768,IRR-TAN-2021-05768,Tanzania,2021,2.29,commercial,True,596.0,21.8,rare,7,flood,river,solar,individual,1.47,0.82,64.3,46.0,4,poor,588.0,57.0,True,287.0,True,776.0,479.0,44.0,341.0,2.04,91.1,64.1,25.7,0.0,59.0,daily,visual,fruits,27.1,1.52,1,11419.0,7761.0,False,True,True,0.0,13.7,poor,low,True,False,False,1.9,traditional,high_burden
5769,IRR-TAN-2021-05769,Tanzania,2021,0.31,subsistence,True,1025.0,26.8,occasional,4,surface,river,diesel,private_company,0.15,0.16,48.8,7.0,15,fair,120.0,8.0,False,0.0,False,740.0,537.0,49.5,366.0,1.67,88.4,70.7,31.0,29.0,5.0,weekly,visual,cotton,26.9,1.3,1,1112.0,7401.0,False,True,True,0.0,13.1,poor,low,True,False,False,2.9,traditional,high_burden
5770,IRR-MAL-2018-05770,Malawi,2018,1.7,semi-commercial,False,1067.0,24.9,frequent,3,none,none,none,none,0.0,1.7,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,651.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5771,IRR-KEN-2019-05771,Kenya,2019,1.2,subsistence,False,1113.0,34.3,occasional,5,none,none,none,none,0.0,1.2,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,403.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5772,IRR-NIG-2018-05772,Nigeria,2018,0.61,semi-commercial,False,1283.0,18.1,rare,4,none,none,none,none,0.0,0.61,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,678.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5773,IRR-TAN-2023-05773,Tanzania,2023,0.93,semi-commercial,False,1023.0,21.1,occasional,2,none,none,none,none,0.0,0.93,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,408.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5774,IRR-TAN-2020-05774,Tanzania,2020,2.09,semi-commercial,False,1393.0,23.0,frequent,5,none,none,none,none,0.0,2.09,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,697.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5775,IRR-TAN-2021-05775,Tanzania,2021,0.85,subsistence,True,1058.0,26.1,rare,2,center_pivot,rainwater_harvesting,solar,government,0.84,0.01,98.5,44.0,11,poor,4190.0,341.0,False,0.0,False,727.0,662.0,76.6,557.0,1.4,80.2,72.5,44.5,0.0,8.0,as_needed,calendar,fruits,30.0,1.21,1,6090.0,7266.0,False,False,True,0.0,17.7,poor,high,True,False,False,32.8,traditional,high_burden
5776,IRR-TAN-2020-05776,Tanzania,2020,1.42,semi-commercial,False,931.0,32.0,occasional,7,none,none,none,none,0.0,1.42,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,587.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5777,IRR-UGA-2021-05777,Uganda,2021,1.26,semi-commercial,False,849.0,32.7,rare,2,none,none,none,none,0.0,1.26,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,430.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5778,IRR-MAL-2018-05778,Mali,2018,1.39,semi-commercial,False,1594.0,32.1,occasional,5,none,none,none,none,0.0,1.39,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,548.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5779,IRR-MAL-2021-05779,Malawi,2021,0.65,semi-commercial,False,802.0,25.9,frequent,6,none,none,none,none,0.0,0.65,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,587.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5780,IRR-ETH-2023-05780,Ethiopia,2023,0.5,semi-commercial,False,1160.0,28.7,frequent,4,none,none,none,none,0.0,0.5,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,688.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5781,IRR-GHA-2019-05781,Ghana,2019,1.73,semi-commercial,False,1327.0,28.1,frequent,4,none,none,none,none,0.0,1.73,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,669.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5782,IRR-KEN-2022-05782,Kenya,2022,1.74,subsistence,False,498.0,30.4,frequent,3,none,none,none,none,0.0,1.74,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,543.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5783,IRR-NIG-2024-05783,Nigeria,2024,1.42,subsistence,True,1068.0,24.3,rare,4,drip,rainwater_harvesting,electric,shared,0.77,0.65,54.2,24.0,0,fair,1919.0,260.0,False,0.0,True,452.0,688.0,87.9,397.0,1.18,84.3,84.2,62.4,113.0,12.0,biweekly,visual,cotton,54.4,2.48,1,3469.0,4518.0,False,True,False,0.0,14.0,poor,high,False,False,False,5.0,modern,high_burden
5784,IRR-ZAM-2023-05784,Zambia,2023,1.34,semi-commercial,False,630.0,21.5,frequent,4,none,none,none,none,0.0,1.34,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,552.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5785,IRR-NIG-2024-05785,Nigeria,2024,1.69,semi-commercial,True,1285.0,27.3,occasional,5,surface,rainwater_harvesting,gravity,individual,1.69,0.0,99.9,68.0,13,fair,1349.0,120.0,False,0.0,True,762.0,657.0,60.3,460.0,1.16,79.7,85.8,41.2,0.0,51.0,weekly,weather_based,cotton,48.4,2.46,2,12847.0,7620.0,False,False,True,0.0,0.0,poor,low,True,False,False,3.3,traditional,high_burden
5786,IRR-ETH-2019-05786,Ethiopia,2019,0.35,semi-commercial,False,830.0,18.0,occasional,6,none,none,none,none,0.0,0.35,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,509.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5787,IRR-NIG-2019-05787,Nigeria,2019,1.57,subsistence,False,876.0,16.2,frequent,2,none,none,none,none,0.0,1.57,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,670.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5788,IRR-UGA-2021-05788,Uganda,2021,1.52,subsistence,False,632.0,34.9,rare,3,none,none,none,none,0.0,1.52,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,490.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5789,IRR-TAN-2025-05789,Tanzania,2025,2.22,semi-commercial,True,879.0,20.6,rare,7,drip,reservoir,solar,individual,1.32,0.9,59.6,73.0,12,fair,3308.0,193.0,False,0.0,False,582.0,465.0,81.3,473.0,1.84,78.2,86.6,55.1,0.0,20.0,daily,calendar,rice,24.1,1.64,1,7697.0,5817.0,False,False,False,0.0,18.5,poor,high,False,False,False,12.3,modern,high_burden
5790,IRR-ZAM-2024-05790,Zambia,2024,1.2,semi-commercial,False,545.0,32.5,frequent,4,none,none,none,none,0.0,1.2,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,518.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5791,IRR-GHA-2018-05791,Ghana,2018,0.87,semi-commercial,False,997.0,24.9,occasional,4,none,none,none,none,0.0,0.87,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,442.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5792,IRR-MAL-2019-05792,Malawi,2019,2.19,semi-commercial,False,855.0,20.0,rare,6,none,none,none,none,0.0,2.19,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,595.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5793,IRR-ETH-2023-05793,Ethiopia,2023,0.64,semi-commercial,False,1104.0,25.0,rare,7,none,none,none,none,0.0,0.64,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,572.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5794,IRR-UGA-2020-05794,Uganda,2020,0.86,subsistence,False,400.0,34.1,frequent,4,none,none,none,none,0.0,0.86,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,558.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5795,IRR-MAL-2020-05795,Mali,2020,3.29,semi-commercial,True,813.0,17.6,occasional,4,sprinkler,reservoir,gravity,individual,1.17,2.13,35.5,55.0,11,good,1753.0,162.0,False,0.0,False,350.0,556.0,68.4,240.0,1.92,91.5,65.8,41.2,0.0,23.0,as_needed,visual,maize,21.5,1.29,1,4096.0,3504.0,False,False,False,0.0,0.0,good,medium,False,False,True,5.0,modern,high_burden
5796,IRR-ETH-2019-05796,Ethiopia,2019,0.94,subsistence,True,1660.0,24.0,occasional,2,drip,groundwater,solar,individual,0.84,0.09,90.3,42.0,2,poor,2112.0,210.0,False,0.0,False,549.0,687.0,82.7,455.0,1.9,84.3,95.0,66.2,0.0,13.0,weekly,weather_based,maize,45.2,2.11,2,4641.0,5495.0,False,False,False,33.5,6.3,poor,high,False,False,False,10.0,modern,high_burden
5797,IRR-UGA-2019-05797,Uganda,2019,1.99,subsistence,False,990.0,19.0,frequent,5,none,none,none,none,0.0,1.99,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,580.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5798,IRR-UGA-2021-05798,Uganda,2021,0.69,subsistence,False,671.0,30.3,frequent,7,none,none,none,none,0.0,0.69,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,614.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5799,IRR-ZAM-2021-05799,Zambia,2021,2.22,semi-commercial,False,1490.0,19.0,rare,7,none,none,none,none,0.0,2.22,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,418.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5800,IRR-BUR-2024-05800,Burkina Faso,2024,3.99,subsistence,False,1291.0,18.7,occasional,7,none,none,none,none,0.0,3.99,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,675.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5801,IRR-MAL-2018-05801,Mali,2018,1.14,subsistence,False,664.0,34.6,frequent,6,none,none,none,none,0.0,1.14,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,616.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5802,IRR-GHA-2020-05802,Ghana,2020,1.75,subsistence,False,951.0,26.4,frequent,6,none,none,none,none,0.0,1.75,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,548.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5803,IRR-NIG-2023-05803,Nigeria,2023,2.72,semi-commercial,False,400.0,30.0,frequent,4,none,none,none,none,0.0,2.72,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,577.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5804,IRR-ZAM-2023-05804,Zambia,2023,0.35,semi-commercial,False,1081.0,16.7,occasional,5,none,none,none,none,0.0,0.35,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,509.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5805,IRR-ETH-2023-05805,Ethiopia,2023,1.28,subsistence,False,1313.0,32.3,rare,2,none,none,none,none,0.0,1.28,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,491.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5806,IRR-MAL-2019-05806,Malawi,2019,1.28,semi-commercial,False,707.0,28.8,occasional,5,none,none,none,none,0.0,1.28,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,418.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5807,IRR-GHA-2021-05807,Ghana,2021,1.04,semi-commercial,False,1040.0,27.9,occasional,5,none,none,none,none,0.0,1.04,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,566.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5808,IRR-MAL-2018-05808,Malawi,2018,0.97,commercial,False,1184.0,26.2,frequent,2,none,none,none,none,0.0,0.97,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,695.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5809,IRR-UGA-2020-05809,Uganda,2020,1.26,commercial,False,1026.0,33.0,frequent,4,none,none,none,none,0.0,1.26,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,640.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5810,IRR-UGA-2020-05810,Uganda,2020,4.05,subsistence,False,1168.0,34.5,occasional,2,none,none,none,none,0.0,4.05,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,518.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5811,IRR-MAL-2024-05811,Malawi,2024,2.91,semi-commercial,False,503.0,22.3,rare,7,none,none,none,none,0.0,2.91,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,588.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5812,IRR-UGA-2020-05812,Uganda,2020,0.68,commercial,False,1079.0,27.4,occasional,7,none,none,none,none,0.0,0.68,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,650.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5813,IRR-MAL-2018-05813,Malawi,2018,2.69,subsistence,False,1267.0,28.0,occasional,4,none,none,none,none,0.0,2.69,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,678.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5814,IRR-NIG-2019-05814,Nigeria,2019,0.83,subsistence,False,1141.0,19.2,frequent,2,none,none,none,none,0.0,0.83,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,637.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5815,IRR-UGA-2023-05815,Uganda,2023,4.24,commercial,False,1176.0,30.6,occasional,3,none,none,none,none,0.0,4.24,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,588.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5816,IRR-MAL-2018-05816,Malawi,2018,5.17,semi-commercial,False,632.0,19.9,occasional,4,none,none,none,none,0.0,5.17,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,468.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5817,IRR-MAL-2019-05817,Malawi,2019,0.34,semi-commercial,False,748.0,29.1,occasional,2,none,none,none,none,0.0,0.34,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,415.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5818,IRR-KEN-2018-05818,Kenya,2018,2.28,semi-commercial,False,1369.0,27.4,occasional,5,none,none,none,none,0.0,2.28,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,440.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5819,IRR-MAL-2022-05819,Mali,2022,0.89,subsistence,False,871.0,28.2,rare,6,none,none,none,none,0.0,0.89,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,628.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5820,IRR-BUR-2021-05820,Burkina Faso,2021,1.52,subsistence,False,651.0,19.0,rare,4,none,none,none,none,0.0,1.52,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,525.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5821,IRR-ETH-2025-05821,Ethiopia,2025,0.66,subsistence,False,967.0,17.5,occasional,6,none,none,none,none,0.0,0.66,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,435.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5822,IRR-NIG-2018-05822,Nigeria,2018,0.74,semi-commercial,False,824.0,34.1,frequent,7,none,none,none,none,0.0,0.74,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,501.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5823,IRR-NIG-2021-05823,Nigeria,2021,2.71,semi-commercial,False,942.0,15.0,frequent,6,none,none,none,none,0.0,2.71,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,619.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5824,IRR-NIG-2019-05824,Nigeria,2019,0.21,subsistence,False,536.0,17.0,occasional,5,none,none,none,none,0.0,0.21,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,576.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5825,IRR-NIG-2018-05825,Nigeria,2018,5.79,semi-commercial,False,756.0,19.5,frequent,2,none,none,none,none,0.0,5.79,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,406.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5826,IRR-KEN-2024-05826,Kenya,2024,1.32,subsistence,False,717.0,23.0,rare,2,none,none,none,none,0.0,1.32,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,569.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5827,IRR-BUR-2018-05827,Burkina Faso,2018,0.63,subsistence,False,755.0,29.3,frequent,2,none,none,none,none,0.0,0.63,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,540.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5828,IRR-UGA-2021-05828,Uganda,2021,1.06,semi-commercial,False,631.0,31.2,occasional,2,none,none,none,none,0.0,1.06,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,695.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5829,IRR-GHA-2020-05829,Ghana,2020,2.77,semi-commercial,False,864.0,30.1,rare,2,none,none,none,none,0.0,2.77,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,559.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5830,IRR-GHA-2025-05830,Ghana,2025,0.77,semi-commercial,True,1079.0,26.5,occasional,7,sprinkler,groundwater,diesel,government,0.56,0.21,72.5,21.0,9,good,839.0,107.0,False,0.0,False,617.0,486.0,76.3,471.0,1.84,77.7,78.4,46.4,77.0,11.0,as_needed,calendar,vegetables,43.7,1.24,1,3450.0,6172.0,False,False,True,58.4,5.2,good,medium,True,False,True,5.0,modern,high_burden
5831,IRR-UGA-2024-05831,Uganda,2024,0.71,semi-commercial,False,1440.0,20.4,occasional,3,none,none,none,none,0.0,0.71,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,423.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5832,IRR-KEN-2025-05832,Kenya,2025,1.93,semi-commercial,False,697.0,17.4,occasional,5,none,none,none,none,0.0,1.93,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,598.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5833,IRR-UGA-2025-05833,Uganda,2025,2.34,subsistence,False,583.0,30.4,occasional,6,none,none,none,none,0.0,2.34,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,410.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5834,IRR-ETH-2020-05834,Ethiopia,2020,5.14,semi-commercial,False,1042.0,31.9,occasional,4,none,none,none,none,0.0,5.14,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,663.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5835,IRR-NIG-2018-05835,Nigeria,2018,1.32,subsistence,False,1084.0,31.0,occasional,7,none,none,none,none,0.0,1.32,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,421.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5836,IRR-TAN-2025-05836,Tanzania,2025,1.17,semi-commercial,False,1037.0,34.4,occasional,6,none,none,none,none,0.0,1.17,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,426.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5837,IRR-MAL-2023-05837,Malawi,2023,1.12,semi-commercial,False,1060.0,19.7,rare,4,none,none,none,none,0.0,1.12,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,420.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5838,IRR-BUR-2022-05838,Burkina Faso,2022,0.81,subsistence,False,841.0,18.3,frequent,3,none,none,none,none,0.0,0.81,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,533.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5839,IRR-ETH-2023-05839,Ethiopia,2023,2.45,subsistence,False,516.0,28.0,occasional,6,none,none,none,none,0.0,2.45,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,587.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5840,IRR-TAN-2019-05840,Tanzania,2019,0.85,subsistence,False,862.0,20.5,occasional,3,none,none,none,none,0.0,0.85,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,432.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5841,IRR-TAN-2022-05841,Tanzania,2022,1.37,semi-commercial,False,767.0,26.7,frequent,2,none,none,none,none,0.0,1.37,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,454.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5842,IRR-GHA-2018-05842,Ghana,2018,1.15,subsistence,False,956.0,34.6,occasional,5,none,none,none,none,0.0,1.15,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,691.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5843,IRR-ZAM-2019-05843,Zambia,2019,1.33,semi-commercial,False,550.0,22.3,occasional,7,none,none,none,none,0.0,1.33,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,549.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5844,IRR-TAN-2020-05844,Tanzania,2020,1.15,semi-commercial,False,400.0,25.9,frequent,4,none,none,none,none,0.0,1.15,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,433.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5845,IRR-TAN-2020-05845,Tanzania,2020,1.4,semi-commercial,False,916.0,33.6,rare,4,none,none,none,none,0.0,1.4,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,644.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5846,IRR-TAN-2020-05846,Tanzania,2020,1.1,semi-commercial,True,1275.0,33.7,occasional,7,sprinkler,river,electric,individual,0.42,0.68,38.2,20.0,10,good,634.0,59.0,False,0.0,False,608.0,579.0,77.9,474.0,0.95,80.3,65.7,41.1,39.0,8.0,weekly,visual,vegetables,31.9,2.24,1,2569.0,6083.0,True,False,False,0.0,22.9,good,medium,False,False,False,3.6,modern,high_burden
5847,IRR-MAL-2023-05847,Malawi,2023,1.13,subsistence,False,977.0,29.5,frequent,2,none,none,none,none,0.0,1.13,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,625.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5848,IRR-UGA-2020-05848,Uganda,2020,0.94,subsistence,False,785.0,15.7,rare,3,none,none,none,none,0.0,0.94,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,698.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5849,IRR-BUR-2023-05849,Burkina Faso,2023,1.49,semi-commercial,False,873.0,19.5,frequent,7,none,none,none,none,0.0,1.49,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,589.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5850,IRR-MAL-2019-05850,Mali,2019,1.5,subsistence,False,609.0,34.6,frequent,4,none,none,none,none,0.0,1.5,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,606.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5851,IRR-MAL-2023-05851,Mali,2023,1.5,subsistence,False,1299.0,31.4,frequent,4,none,none,none,none,0.0,1.5,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,508.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5852,IRR-KEN-2020-05852,Kenya,2020,3.2,semi-commercial,False,936.0,25.0,occasional,3,none,none,none,none,0.0,3.2,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,506.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5853,IRR-ZAM-2018-05853,Zambia,2018,2.78,commercial,False,1069.0,18.0,rare,4,none,none,none,none,0.0,2.78,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,519.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5854,IRR-ETH-2021-05854,Ethiopia,2021,1.33,subsistence,False,1209.0,34.9,frequent,6,none,none,none,none,0.0,1.33,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,504.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5855,IRR-KEN-2024-05855,Kenya,2024,3.25,semi-commercial,False,469.0,16.4,occasional,6,none,none,none,none,0.0,3.25,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,582.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5856,IRR-ETH-2019-05856,Ethiopia,2019,0.91,subsistence,False,856.0,18.8,frequent,5,none,none,none,none,0.0,0.91,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,583.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5857,IRR-TAN-2018-05857,Tanzania,2018,0.64,subsistence,False,479.0,31.4,occasional,3,none,none,none,none,0.0,0.64,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,467.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5858,IRR-KEN-2021-05858,Kenya,2021,3.8,semi-commercial,False,791.0,24.5,rare,5,none,none,none,none,0.0,3.8,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,403.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5859,IRR-ETH-2020-05859,Ethiopia,2020,1.55,subsistence,False,809.0,27.2,occasional,2,none,none,none,none,0.0,1.55,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,648.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5860,IRR-UGA-2023-05860,Uganda,2023,10.89,subsistence,False,1126.0,29.0,frequent,7,none,none,none,none,0.0,10.89,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,477.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5861,IRR-KEN-2022-05861,Kenya,2022,1.68,subsistence,False,835.0,15.4,occasional,5,none,none,none,none,0.0,1.68,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,593.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5862,IRR-MAL-2021-05862,Mali,2021,0.6,commercial,False,1348.0,24.8,frequent,6,none,none,none,none,0.0,0.6,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,470.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5863,IRR-MAL-2020-05863,Malawi,2020,1.55,semi-commercial,False,1501.0,18.9,frequent,4,none,none,none,none,0.0,1.55,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,500.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5864,IRR-NIG-2025-05864,Nigeria,2025,3.23,subsistence,False,1319.0,27.7,frequent,3,none,none,none,none,0.0,3.23,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,428.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5865,IRR-ETH-2023-05865,Ethiopia,2023,2.26,commercial,False,631.0,33.1,occasional,2,none,none,none,none,0.0,2.26,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,533.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5866,IRR-TAN-2021-05866,Tanzania,2021,1.59,subsistence,False,736.0,24.3,frequent,5,none,none,none,none,0.0,1.59,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,614.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5867,IRR-NIG-2019-05867,Nigeria,2019,1.46,subsistence,False,933.0,16.6,occasional,2,none,none,none,none,0.0,1.46,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,575.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5868,IRR-BUR-2020-05868,Burkina Faso,2020,1.03,subsistence,False,1188.0,20.4,frequent,7,none,none,none,none,0.0,1.03,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,467.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5869,IRR-KEN-2024-05869,Kenya,2024,1.06,subsistence,True,400.0,32.5,rare,2,flood,reservoir,diesel,individual,0.41,0.65,38.4,16.0,17,fair,162.0,11.0,False,0.0,True,605.0,691.0,46.5,281.0,1.82,91.8,64.3,27.4,116.0,16.0,weekly,visual,sugarcane,50.6,1.52,2,2457.0,6053.0,True,False,False,0.0,16.6,poor,low,False,False,False,0.6,traditional,high_burden
5870,IRR-MAL-2021-05870,Malawi,2021,0.58,commercial,False,821.0,28.3,rare,4,none,none,none,none,0.0,0.58,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,502.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5871,IRR-MAL-2019-05871,Mali,2019,1.06,subsistence,False,904.0,25.2,rare,3,none,none,none,none,0.0,1.06,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,531.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5872,IRR-ZAM-2018-05872,Zambia,2018,3.64,semi-commercial,False,1121.0,24.7,rare,6,none,none,none,none,0.0,3.64,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,542.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5873,IRR-MAL-2018-05873,Mali,2018,1.73,subsistence,True,668.0,33.5,frequent,4,surface,groundwater,solar,individual,1.23,0.5,71.2,38.0,11,good,985.0,117.0,True,504.0,False,793.0,404.0,55.9,443.0,2.34,79.1,88.9,39.3,0.0,37.0,daily,visual,horticulture,28.2,1.2,2,9769.0,7933.0,False,False,False,37.3,24.3,good,low,True,True,True,4.0,traditional,high_burden
5874,IRR-UGA-2022-05874,Uganda,2022,2.0,semi-commercial,False,1030.0,15.2,occasional,4,none,none,none,none,0.0,2.0,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,431.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5875,IRR-ZAM-2025-05875,Zambia,2025,1.93,semi-commercial,False,1175.0,23.1,rare,2,none,none,none,none,0.0,1.93,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,603.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5876,IRR-GHA-2021-05876,Ghana,2021,1.43,semi-commercial,False,787.0,24.7,rare,4,none,none,none,none,0.0,1.43,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,499.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5877,IRR-MAL-2024-05877,Malawi,2024,0.83,subsistence,True,901.0,22.6,occasional,3,surface,river,gravity,shared,0.52,0.31,62.2,24.0,2,excellent,412.0,24.0,False,0.0,False,539.0,548.0,52.6,283.0,1.09,72.9,61.9,23.7,0.0,15.0,biweekly,visual,rice,36.8,2.22,1,2776.0,5386.0,False,True,False,0.0,0.0,good,low,False,False,False,2.7,traditional,high_burden
5878,IRR-UGA-2021-05878,Uganda,2021,3.41,subsistence,False,1343.0,31.2,rare,7,none,none,none,none,0.0,3.41,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,447.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5879,IRR-KEN-2018-05879,Kenya,2018,0.66,subsistence,False,752.0,18.8,frequent,7,none,none,none,none,0.0,0.66,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,512.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5880,IRR-NIG-2023-05880,Nigeria,2023,0.99,subsistence,False,920.0,33.7,occasional,2,none,none,none,none,0.0,0.99,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,581.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5881,IRR-ZAM-2018-05881,Zambia,2018,3.82,semi-commercial,True,897.0,27.2,rare,7,sprinkler,rainwater_harvesting,solar,individual,1.77,2.05,46.4,86.0,1,excellent,2657.0,239.0,False,0.0,False,603.0,544.0,67.3,406.0,2.25,86.4,74.1,43.0,0.0,35.0,biweekly,soil_moisture,vegetables,34.7,1.55,1,10685.0,6033.0,False,True,False,0.0,20.6,good,medium,False,False,False,4.0,modern,high_burden
5882,IRR-UGA-2023-05882,Uganda,2023,1.45,semi-commercial,False,797.0,21.4,occasional,5,none,none,none,none,0.0,1.45,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,405.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5883,IRR-BUR-2018-05883,Burkina Faso,2018,2.84,subsistence,False,847.0,19.0,occasional,4,none,none,none,none,0.0,2.84,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,428.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5884,IRR-ZAM-2019-05884,Zambia,2019,1.76,subsistence,False,905.0,34.2,rare,2,none,none,none,none,0.0,1.76,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,492.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5885,IRR-NIG-2025-05885,Nigeria,2025,1.41,subsistence,False,831.0,31.0,rare,3,none,none,none,none,0.0,1.41,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,417.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5886,IRR-UGA-2019-05886,Uganda,2019,1.43,subsistence,False,897.0,28.1,rare,5,none,none,none,none,0.0,1.43,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,637.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5887,IRR-ZAM-2021-05887,Zambia,2021,0.98,subsistence,False,868.0,21.9,occasional,4,none,none,none,none,0.0,0.98,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,511.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5888,IRR-BUR-2022-05888,Burkina Faso,2022,0.49,semi-commercial,False,995.0,22.9,occasional,2,none,none,none,none,0.0,0.49,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,466.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5889,IRR-UGA-2023-05889,Uganda,2023,3.85,subsistence,True,782.0,15.5,rare,6,sprinkler,reservoir,diesel,individual,2.68,1.16,69.7,113.0,16,good,4023.0,531.0,False,0.0,False,301.0,448.0,77.9,235.0,1.99,70.9,73.9,40.8,750.0,54.0,weekly,calendar,maize,37.5,1.99,2,8083.0,3013.0,False,False,False,0.0,4.5,good,medium,False,False,True,5.6,modern,high_burden
5890,IRR-GHA-2022-05890,Ghana,2022,1.36,subsistence,False,1246.0,22.3,frequent,6,none,none,none,none,0.0,1.36,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,612.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5891,IRR-MAL-2024-05891,Mali,2024,2.67,subsistence,True,1046.0,23.6,frequent,2,center_pivot,groundwater,solar,government,2.13,0.54,79.8,120.0,2,excellent,10643.0,1450.0,False,0.0,False,654.0,700.0,72.9,477.0,0.99,79.2,75.2,43.4,0.0,21.0,daily,calendar,cotton,30.7,2.46,1,13917.0,6538.0,False,False,False,48.5,21.8,good,high,False,True,True,26.0,traditional,high_burden
5892,IRR-ETH-2019-05892,Ethiopia,2019,0.54,semi-commercial,False,868.0,31.7,occasional,4,none,none,none,none,0.0,0.54,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,426.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5893,IRR-NIG-2020-05893,Nigeria,2020,1.04,subsistence,False,1109.0,25.4,frequent,5,none,none,none,none,0.0,1.04,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,489.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5894,IRR-UGA-2021-05894,Uganda,2021,1.15,subsistence,False,1231.0,19.8,occasional,6,none,none,none,none,0.0,1.15,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,419.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5895,IRR-BUR-2019-05895,Burkina Faso,2019,1.33,semi-commercial,False,942.0,26.7,rare,6,none,none,none,none,0.0,1.33,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,470.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5896,IRR-GHA-2019-05896,Ghana,2019,4.66,subsistence,True,1144.0,26.9,occasional,3,surface,river,electric,individual,3.25,1.4,69.9,142.0,9,fair,2603.0,331.0,True,1104.0,False,524.0,641.0,49.3,259.0,1.41,77.6,87.8,33.6,221.0,98.0,daily,calendar,cotton,32.6,1.23,1,17061.0,5243.0,False,True,False,0.0,6.2,poor,low,False,False,False,3.4,traditional,high_burden
5897,IRR-GHA-2020-05897,Ghana,2020,1.23,commercial,False,907.0,30.1,rare,4,none,none,none,none,0.0,1.23,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,420.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5898,IRR-MAL-2022-05898,Mali,2022,1.08,commercial,False,546.0,17.0,occasional,7,none,none,none,none,0.0,1.08,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,407.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5899,IRR-ZAM-2020-05899,Zambia,2020,2.53,semi-commercial,False,1077.0,27.8,occasional,2,none,none,none,none,0.0,2.53,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,626.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5900,IRR-GHA-2025-05900,Ghana,2025,1.83,semi-commercial,True,1009.0,15.4,occasional,5,surface,rainwater_harvesting,diesel,government,1.74,0.09,95.1,88.0,5,poor,1391.0,197.0,False,0.0,False,751.0,420.0,51.8,389.0,1.7,70.7,75.6,27.7,185.0,52.0,daily,calendar,rice,20.1,1.26,2,13066.0,7513.0,False,False,False,0.0,16.7,poor,low,False,False,False,7.6,traditional,high_burden
5901,IRR-BUR-2020-05901,Burkina Faso,2020,0.95,subsistence,False,907.0,15.3,occasional,3,none,none,none,none,0.0,0.95,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,630.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5902,IRR-TAN-2019-05902,Tanzania,2019,1.23,semi-commercial,False,802.0,23.5,occasional,7,none,none,none,none,0.0,1.23,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,466.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5903,IRR-GHA-2024-05903,Ghana,2024,1.2,subsistence,False,648.0,26.0,frequent,5,none,none,none,none,0.0,1.2,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,422.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5904,IRR-ZAM-2024-05904,Zambia,2024,0.68,semi-commercial,False,900.0,15.9,rare,4,none,none,none,none,0.0,0.68,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,675.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5905,IRR-ZAM-2025-05905,Zambia,2025,1.18,subsistence,False,951.0,34.3,frequent,3,none,none,none,none,0.0,1.18,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,535.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5906,IRR-BUR-2025-05906,Burkina Faso,2025,0.74,semi-commercial,True,906.0,15.5,frequent,5,manual,groundwater,diesel,cooperative,0.26,0.48,34.8,11.0,15,fair,51.0,3.0,False,0.0,False,484.0,442.0,65.4,316.0,1.66,87.8,65.6,37.6,48.0,20.0,as_needed,visual,vegetables,51.3,1.9,1,1239.0,4840.0,False,True,True,52.2,13.0,poor,low,True,False,False,0.3,traditional,high_burden
5907,IRR-KEN-2019-05907,Kenya,2019,2.73,subsistence,False,743.0,29.4,frequent,3,none,none,none,none,0.0,2.73,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,541.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5908,IRR-KEN-2020-05908,Kenya,2020,1.31,subsistence,False,564.0,29.8,rare,7,none,none,none,none,0.0,1.31,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,581.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5909,IRR-MAL-2021-05909,Mali,2021,1.55,semi-commercial,False,592.0,27.4,occasional,3,none,none,none,none,0.0,1.55,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,402.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5910,IRR-MAL-2019-05910,Mali,2019,1.17,subsistence,False,670.0,27.3,rare,3,none,none,none,none,0.0,1.17,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,520.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5911,IRR-GHA-2023-05911,Ghana,2023,2.62,subsistence,False,979.0,21.5,occasional,7,none,none,none,none,0.0,2.62,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,613.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5912,IRR-MAL-2023-05912,Malawi,2023,2.64,subsistence,False,632.0,16.8,rare,6,none,none,none,none,0.0,2.64,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,487.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5913,IRR-NIG-2022-05913,Nigeria,2022,0.37,subsistence,False,762.0,17.4,frequent,4,none,none,none,none,0.0,0.37,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,597.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5914,IRR-ZAM-2019-05914,Zambia,2019,2.71,subsistence,False,860.0,19.3,rare,2,none,none,none,none,0.0,2.71,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,537.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5915,IRR-MAL-2020-05915,Mali,2020,0.6,semi-commercial,False,400.0,32.3,frequent,3,none,none,none,none,0.0,0.6,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,462.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5916,IRR-NIG-2020-05916,Nigeria,2020,1.37,commercial,False,1018.0,20.9,frequent,2,none,none,none,none,0.0,1.37,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,477.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5917,IRR-NIG-2020-05917,Nigeria,2020,3.48,subsistence,False,947.0,29.1,frequent,6,none,none,none,none,0.0,3.48,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,501.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5918,IRR-UGA-2021-05918,Uganda,2021,1.41,subsistence,False,400.0,27.8,frequent,2,none,none,none,none,0.0,1.41,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,668.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5919,IRR-TAN-2022-05919,Tanzania,2022,0.71,subsistence,False,962.0,30.6,occasional,6,none,none,none,none,0.0,0.71,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,670.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5920,IRR-ETH-2021-05920,Ethiopia,2021,0.81,semi-commercial,True,966.0,22.7,occasional,3,flood,groundwater,gravity,shared,0.25,0.56,31.0,14.0,7,good,101.0,15.0,True,56.0,False,303.0,603.0,46.2,140.0,1.5,92.3,75.9,32.4,0.0,10.0,daily,weather_based,horticulture,46.3,1.27,1,763.0,3033.0,False,False,False,52.7,0.0,good,low,False,False,True,0.5,traditional,high_burden
5921,IRR-UGA-2024-05921,Uganda,2024,1.39,subsistence,False,633.0,17.1,frequent,3,none,none,none,none,0.0,1.39,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,621.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5922,IRR-BUR-2019-05922,Burkina Faso,2019,5.18,subsistence,False,1126.0,16.2,rare,4,none,none,none,none,0.0,5.18,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,596.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5923,IRR-NIG-2021-05923,Nigeria,2021,0.71,semi-commercial,False,820.0,18.4,occasional,4,none,none,none,none,0.0,0.71,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,591.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5924,IRR-MAL-2025-05924,Mali,2025,0.47,semi-commercial,False,700.0,24.4,rare,7,none,none,none,none,0.0,0.47,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,431.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5925,IRR-MAL-2020-05925,Mali,2020,0.77,semi-commercial,True,1145.0,27.3,occasional,5,surface,lake,diesel,shared,0.38,0.4,48.6,22.0,17,poor,301.0,32.0,True,104.0,False,363.0,453.0,50.6,184.0,1.26,70.7,83.8,30.0,86.0,11.0,as_needed,soil_moisture,sugarcane,44.3,1.63,1,1367.0,3635.0,False,False,False,0.0,11.5,poor,low,False,False,False,1.8,traditional,high_burden
5926,IRR-NIG-2021-05926,Nigeria,2021,1.04,subsistence,False,400.0,29.3,occasional,7,none,none,none,none,0.0,1.04,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,681.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5927,IRR-NIG-2022-05927,Nigeria,2022,1.19,subsistence,False,1320.0,34.5,rare,5,none,none,none,none,0.0,1.19,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,652.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5928,IRR-GHA-2022-05928,Ghana,2022,1.93,semi-commercial,False,484.0,19.6,occasional,4,none,none,none,none,0.0,1.93,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,685.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5929,IRR-MAL-2020-05929,Malawi,2020,0.68,commercial,False,1010.0,24.6,occasional,5,none,none,none,none,0.0,0.68,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,613.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5930,IRR-KEN-2022-05930,Kenya,2022,1.22,subsistence,False,995.0,20.2,rare,6,none,none,none,none,0.0,1.22,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,484.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5931,IRR-ETH-2021-05931,Ethiopia,2021,0.34,semi-commercial,False,848.0,30.8,rare,4,none,none,none,none,0.0,0.34,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,659.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5932,IRR-TAN-2023-05932,Tanzania,2023,2.09,semi-commercial,False,614.0,19.5,frequent,3,none,none,none,none,0.0,2.09,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,641.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5933,IRR-ZAM-2023-05933,Zambia,2023,1.42,subsistence,True,1322.0,27.6,occasional,3,drip,river,gravity,shared,0.74,0.68,52.0,37.0,2,good,1848.0,181.0,False,0.0,False,701.0,631.0,86.0,602.0,2.2,76.2,91.0,59.6,0.0,11.0,as_needed,visual,rice,46.5,1.54,1,5181.0,7008.0,False,False,True,0.0,0.0,good,high,True,False,False,5.6,modern,high_burden
5934,IRR-KEN-2021-05934,Kenya,2021,1.13,semi-commercial,False,1334.0,15.9,rare,5,none,none,none,none,0.0,1.13,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,442.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5935,IRR-MAL-2022-05935,Mali,2022,0.37,subsistence,False,1220.0,24.0,occasional,3,none,none,none,none,0.0,0.37,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,613.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5936,IRR-ETH-2022-05936,Ethiopia,2022,1.25,semi-commercial,False,737.0,26.1,rare,2,none,none,none,none,0.0,1.25,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,636.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5937,IRR-ETH-2019-05937,Ethiopia,2019,3.15,subsistence,False,808.0,24.5,frequent,3,none,none,none,none,0.0,3.15,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,538.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5938,IRR-UGA-2020-05938,Uganda,2020,0.88,subsistence,False,1095.0,29.5,occasional,2,none,none,none,none,0.0,0.88,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,572.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5939,IRR-GHA-2019-05939,Ghana,2019,1.8,subsistence,False,586.0,32.1,frequent,6,none,none,none,none,0.0,1.8,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,573.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5940,IRR-UGA-2022-05940,Uganda,2022,1.68,semi-commercial,False,635.0,23.8,occasional,3,none,none,none,none,0.0,1.68,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,467.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5941,IRR-MAL-2018-05941,Mali,2018,2.24,semi-commercial,False,705.0,20.0,rare,4,none,none,none,none,0.0,2.24,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,496.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5942,IRR-ZAM-2019-05942,Zambia,2019,0.88,commercial,False,848.0,20.4,occasional,3,none,none,none,none,0.0,0.88,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,455.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5943,IRR-MAL-2020-05943,Mali,2020,2.54,semi-commercial,False,910.0,18.2,frequent,7,none,none,none,none,0.0,2.54,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,408.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5944,IRR-ZAM-2025-05944,Zambia,2025,2.02,semi-commercial,True,1016.0,20.8,occasional,7,center_pivot,lake,electric,individual,0.91,1.11,45.2,47.0,9,good,4566.0,495.0,False,0.0,True,549.0,489.0,76.1,417.0,2.27,85.1,82.2,53.2,82.0,9.0,biweekly,visual,vegetables,27.3,2.25,1,5010.0,5486.0,True,True,True,0.0,8.7,good,high,False,False,False,16.6,traditional,high_burden
5945,IRR-MAL-2020-05945,Mali,2020,0.54,semi-commercial,False,700.0,27.8,rare,4,none,none,none,none,0.0,0.54,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,602.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5946,IRR-NIG-2018-05946,Nigeria,2018,4.39,subsistence,False,779.0,24.4,occasional,3,none,none,none,none,0.0,4.39,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,509.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5947,IRR-TAN-2020-05947,Tanzania,2020,0.72,subsistence,False,687.0,32.9,rare,4,none,none,none,none,0.0,0.72,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,649.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5948,IRR-TAN-2018-05948,Tanzania,2018,5.25,semi-commercial,False,982.0,22.5,rare,3,none,none,none,none,0.0,5.25,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,456.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5949,IRR-UGA-2023-05949,Uganda,2023,1.25,commercial,False,965.0,17.0,occasional,5,none,none,none,none,0.0,1.25,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,429.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5950,IRR-TAN-2024-05950,Tanzania,2024,0.98,subsistence,False,957.0,25.7,occasional,4,none,none,none,none,0.0,0.98,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,682.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5951,IRR-NIG-2021-05951,Nigeria,2021,1.29,subsistence,False,959.0,25.8,frequent,6,none,none,none,none,0.0,1.29,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,562.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5952,IRR-NIG-2019-05952,Nigeria,2019,4.7,subsistence,False,653.0,33.6,rare,7,none,none,none,none,0.0,4.7,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,465.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5953,IRR-MAL-2024-05953,Mali,2024,0.77,commercial,False,1610.0,33.3,frequent,2,none,none,none,none,0.0,0.77,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,668.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5954,IRR-BUR-2019-05954,Burkina Faso,2019,0.85,subsistence,False,864.0,31.7,occasional,7,none,none,none,none,0.0,0.85,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,470.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5955,IRR-NIG-2022-05955,Nigeria,2022,2.78,subsistence,True,618.0,27.7,occasional,2,sprinkler,reservoir,diesel,private_company,1.68,1.1,60.4,74.0,15,excellent,2516.0,302.0,False,0.0,False,672.0,699.0,77.6,522.0,2.37,78.6,87.5,53.3,475.0,34.0,biweekly,calendar,rice,37.5,2.15,3,11280.0,6724.0,False,True,False,0.0,23.2,good,medium,True,False,True,4.8,modern,high_burden
5956,IRR-UGA-2022-05956,Uganda,2022,0.59,commercial,False,612.0,30.2,frequent,5,none,none,none,none,0.0,0.59,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,505.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5957,IRR-MAL-2022-05957,Malawi,2022,1.36,subsistence,True,681.0,22.0,occasional,7,surface,reservoir,diesel,individual,1.33,0.04,97.3,57.0,3,good,1062.0,62.0,True,546.0,True,484.0,552.0,58.5,283.0,0.8,93.0,69.9,38.1,351.0,40.0,weekly,weather_based,maize,31.6,2.04,2,6428.0,4842.0,False,False,False,0.0,6.4,good,low,False,False,True,4.9,traditional,high_burden
5958,IRR-TAN-2018-05958,Tanzania,2018,0.9,subsistence,False,928.0,16.7,occasional,6,none,none,none,none,0.0,0.9,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,578.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5959,IRR-ETH-2018-05959,Ethiopia,2018,1.19,semi-commercial,False,690.0,16.7,rare,5,none,none,none,none,0.0,1.19,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,662.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5960,IRR-NIG-2019-05960,Nigeria,2019,0.62,semi-commercial,False,863.0,26.6,rare,4,none,none,none,none,0.0,0.62,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,428.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5961,IRR-BUR-2023-05961,Burkina Faso,2023,2.05,semi-commercial,False,775.0,17.5,occasional,2,none,none,none,none,0.0,2.05,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,641.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5962,IRR-ETH-2023-05962,Ethiopia,2023,0.54,subsistence,False,651.0,33.0,occasional,3,none,none,none,none,0.0,0.54,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,433.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5963,IRR-KEN-2020-05963,Kenya,2020,1.12,semi-commercial,False,1042.0,21.0,occasional,2,none,none,none,none,0.0,1.12,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,428.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5964,IRR-KEN-2024-05964,Kenya,2024,1.06,subsistence,False,690.0,19.6,occasional,2,none,none,none,none,0.0,1.06,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,400.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5965,IRR-TAN-2020-05965,Tanzania,2020,1.33,subsistence,True,1276.0,35.0,frequent,5,surface,lake,gravity,government,0.67,0.66,50.3,40.0,11,poor,536.0,66.0,False,0.0,False,582.0,574.0,51.5,300.0,1.13,86.6,80.3,35.8,0.0,20.0,as_needed,calendar,rice,31.4,1.51,1,3895.0,5815.0,False,False,True,0.0,0.0,poor,low,False,False,False,2.6,traditional,high_burden
5966,IRR-MAL-2021-05966,Malawi,2021,2.17,subsistence,False,556.0,31.5,occasional,2,none,none,none,none,0.0,2.17,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,422.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5967,IRR-NIG-2023-05967,Nigeria,2023,0.53,semi-commercial,False,638.0,26.6,occasional,4,none,none,none,none,0.0,0.53,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,626.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5968,IRR-ZAM-2023-05968,Zambia,2023,0.86,semi-commercial,False,920.0,25.8,occasional,7,none,none,none,none,0.0,0.86,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,531.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5969,IRR-BUR-2021-05969,Burkina Faso,2021,2.33,semi-commercial,False,988.0,23.7,occasional,3,none,none,none,none,0.0,2.33,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,463.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5970,IRR-ETH-2021-05970,Ethiopia,2021,1.9,subsistence,False,615.0,25.7,frequent,4,none,none,none,none,0.0,1.9,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,588.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5971,IRR-ZAM-2020-05971,Zambia,2020,1.41,semi-commercial,False,847.0,27.5,occasional,5,none,none,none,none,0.0,1.41,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,507.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5972,IRR-UGA-2022-05972,Uganda,2022,1.14,subsistence,False,1212.0,30.6,rare,2,none,none,none,none,0.0,1.14,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,421.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5973,IRR-TAN-2019-05973,Tanzania,2019,1.25,subsistence,False,1277.0,29.0,frequent,4,none,none,none,none,0.0,1.25,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,422.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5974,IRR-MAL-2020-05974,Malawi,2020,1.59,semi-commercial,True,1354.0,33.0,rare,2,surface,groundwater,wind,individual,0.61,0.98,38.4,21.0,0,good,488.0,27.0,True,232.0,True,631.0,576.0,49.6,313.0,1.4,89.8,62.3,27.8,0.0,18.0,as_needed,calendar,cotton,28.7,1.21,1,3845.0,6306.0,True,False,False,77.0,0.0,good,low,False,False,True,2.1,traditional,high_burden
5975,IRR-BUR-2024-05975,Burkina Faso,2024,0.71,subsistence,False,684.0,22.7,rare,6,none,none,none,none,0.0,0.71,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,543.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5976,IRR-ZAM-2020-05976,Zambia,2020,1.31,semi-commercial,False,995.0,28.2,frequent,6,none,none,none,none,0.0,1.31,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,508.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5977,IRR-NIG-2025-05977,Nigeria,2025,3.18,commercial,False,918.0,31.2,rare,7,none,none,none,none,0.0,3.18,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,678.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5978,IRR-UGA-2023-05978,Uganda,2023,0.87,semi-commercial,False,1212.0,18.1,occasional,4,none,none,none,none,0.0,0.87,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,683.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5979,IRR-UGA-2023-05979,Uganda,2023,1.12,subsistence,False,1014.0,24.9,rare,5,none,none,none,none,0.0,1.12,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,590.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5980,IRR-MAL-2024-05980,Mali,2024,8.28,semi-commercial,False,535.0,28.2,occasional,6,none,none,none,none,0.0,8.28,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,484.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5981,IRR-BUR-2024-05981,Burkina Faso,2024,3.9,semi-commercial,False,1231.0,16.8,rare,6,none,none,none,none,0.0,3.9,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,521.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5982,IRR-NIG-2025-05982,Nigeria,2025,1.3,semi-commercial,False,978.0,32.6,rare,5,none,none,none,none,0.0,1.3,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,648.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5983,IRR-MAL-2020-05983,Mali,2020,3.02,semi-commercial,False,683.0,22.5,occasional,3,none,none,none,none,0.0,3.02,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,630.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5984,IRR-NIG-2019-05984,Nigeria,2019,0.25,semi-commercial,False,1073.0,19.7,occasional,7,none,none,none,none,0.0,0.25,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,546.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5985,IRR-MAL-2025-05985,Malawi,2025,1.25,subsistence,False,958.0,32.1,frequent,4,none,none,none,none,0.0,1.25,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,637.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5986,IRR-MAL-2024-05986,Mali,2024,2.92,subsistence,False,582.0,18.5,rare,2,none,none,none,none,0.0,2.92,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,518.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5987,IRR-UGA-2018-05987,Uganda,2018,0.8,subsistence,False,595.0,26.9,frequent,2,none,none,none,none,0.0,0.8,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,486.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5988,IRR-NIG-2025-05988,Nigeria,2025,1.07,semi-commercial,False,1096.0,20.2,frequent,2,none,none,none,none,0.0,1.07,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,411.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5989,IRR-NIG-2025-05989,Nigeria,2025,3.78,subsistence,False,1302.0,20.1,occasional,3,none,none,none,none,0.0,3.78,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,635.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5990,IRR-BUR-2025-05990,Burkina Faso,2025,0.75,semi-commercial,False,498.0,22.3,frequent,5,none,none,none,none,0.0,0.75,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,430.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5991,IRR-ETH-2018-05991,Ethiopia,2018,2.02,subsistence,False,1149.0,34.3,rare,4,none,none,none,none,0.0,2.02,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,492.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5992,IRR-NIG-2023-05992,Nigeria,2023,0.81,semi-commercial,False,818.0,33.1,occasional,5,none,none,none,none,0.0,0.81,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,556.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5993,IRR-ETH-2022-05993,Ethiopia,2022,2.7,semi-commercial,True,734.0,28.0,rare,7,flood,groundwater,gravity,shared,1.73,0.97,64.0,100.0,18,fair,690.0,44.0,False,0.0,False,634.0,577.0,45.3,287.0,2.5,84.2,64.1,24.5,0.0,69.0,biweekly,soil_moisture,rice,31.7,2.36,2,10945.0,6341.0,False,False,False,42.5,0.0,poor,low,False,False,False,1.6,traditional,high_burden
5994,IRR-GHA-2018-05994,Ghana,2018,0.57,subsistence,False,730.0,29.1,occasional,6,none,none,none,none,0.0,0.57,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,416.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5995,IRR-BUR-2019-05995,Burkina Faso,2019,1.94,semi-commercial,False,741.0,29.2,occasional,2,none,none,none,none,0.0,1.94,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,425.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5996,IRR-MAL-2023-05996,Mali,2023,0.83,semi-commercial,False,741.0,17.4,occasional,6,none,none,none,none,0.0,0.83,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,427.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5997,IRR-KEN-2025-05997,Kenya,2025,1.04,semi-commercial,False,861.0,17.8,frequent,4,none,none,none,none,0.0,1.04,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,664.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden
5998,IRR-KEN-2019-05998,Kenya,2019,0.8,semi-commercial,False,750.0,16.4,occasional,7,none,none,none,none,0.0,0.8,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,432.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
5999,IRR-NIG-2020-05999,Nigeria,2020,1.76,subsistence,False,714.0,31.2,rare,3,none,none,none,none,0.0,1.76,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,549.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,high_burden
6000,IRR-MAL-2019-06000,Mali,2019,3.04,subsistence,False,1152.0,26.9,frequent,4,none,none,none,none,0.0,3.04,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,509.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,high_burden