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-KEN-2024-00001,Kenya,2024,0.65,semi-commercial,False,412.0,34.5,frequent,6,none,none,none,none,0.0,0.65,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,438.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2,IRR-ZAM-2022-00002,Zambia,2022,2.33,semi-commercial,False,1017.0,19.5,occasional,4,none,none,none,none,0.0,2.33,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,419.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3,IRR-NIG-2023-00003,Nigeria,2023,1.19,subsistence,False,861.0,30.6,rare,4,none,none,none,none,0.0,1.19,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,413.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
4,IRR-TAN-2023-00004,Tanzania,2023,6.04,commercial,False,697.0,24.4,rare,6,none,none,none,none,0.0,6.04,0.0,0.0,0,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,low_burden
5,IRR-GHA-2019-00005,Ghana,2019,2.13,subsistence,False,607.0,21.2,frequent,4,none,none,none,none,0.0,2.13,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,516.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
6,IRR-MAL-2019-00006,Mali,2019,1.58,subsistence,True,972.0,28.3,occasional,6,flood,groundwater,solar,individual,0.6,0.98,38.0,30.0,13,fair,240.0,30.0,False,0.0,False,617.0,566.0,44.5,275.0,1.32,70.8,73.1,23.0,0.0,24.0,weekly,calendar,sugarcane,54.1,1.5,1,3705.0,6174.0,False,True,False,46.8,20.0,poor,low,True,False,False,0.6,traditional,low_burden
7,IRR-TAN-2020-00007,Tanzania,2020,1.03,semi-commercial,False,783.0,25.0,rare,2,none,none,none,none,0.0,1.03,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,609.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
8,IRR-UGA-2021-00008,Uganda,2021,1.0,semi-commercial,False,538.0,17.4,frequent,4,none,none,none,none,0.0,1.0,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,610.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
9,IRR-BUR-2024-00009,Burkina Faso,2024,1.05,semi-commercial,False,849.0,16.9,frequent,7,none,none,none,none,0.0,1.05,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,537.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
10,IRR-ZAM-2020-00010,Zambia,2020,1.59,subsistence,False,918.0,29.4,occasional,3,none,none,none,none,0.0,1.59,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,575.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
11,IRR-MAL-2023-00011,Malawi,2023,1.53,subsistence,False,1109.0,17.9,rare,2,none,none,none,none,0.0,1.53,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,576.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
12,IRR-NIG-2025-00012,Nigeria,2025,1.03,subsistence,False,844.0,34.2,occasional,4,none,none,none,none,0.0,1.03,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,425.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
13,IRR-ZAM-2023-00013,Zambia,2023,1.8,semi-commercial,False,967.0,21.6,occasional,4,none,none,none,none,0.0,1.8,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,532.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
14,IRR-GHA-2024-00014,Ghana,2024,1.51,subsistence,False,481.0,28.4,rare,3,none,none,none,none,0.0,1.51,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,618.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
15,IRR-MAL-2020-00015,Malawi,2020,0.95,subsistence,True,719.0,22.4,frequent,2,flood,groundwater,wind,individual,0.63,0.32,66.1,24.0,19,good,251.0,14.0,True,138.0,True,518.0,698.0,48.3,250.0,2.07,92.3,86.8,38.7,0.0,25.0,weekly,visual,vegetables,50.9,2.06,1,3253.0,5175.0,True,False,False,75.3,0.0,good,low,True,True,True,1.0,traditional,low_burden
16,IRR-BUR-2020-00016,Burkina Faso,2020,0.62,subsistence,False,801.0,25.0,rare,5,none,none,none,none,0.0,0.62,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,404.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
17,IRR-NIG-2019-00017,Nigeria,2019,2.12,subsistence,False,689.0,26.6,rare,7,none,none,none,none,0.0,2.12,0.0,0.0,0,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,False,False,0.0,none,low_burden
18,IRR-MAL-2024-00018,Mali,2024,0.96,subsistence,False,1035.0,34.1,rare,2,none,none,none,none,0.0,0.96,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,677.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
19,IRR-ETH-2022-00019,Ethiopia,2022,1.53,subsistence,False,957.0,34.3,occasional,3,none,none,none,none,0.0,1.53,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,641.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
20,IRR-BUR-2023-00020,Burkina Faso,2023,1.68,subsistence,False,736.0,19.7,occasional,6,none,none,none,none,0.0,1.68,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,582.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
21,IRR-ZAM-2022-00021,Zambia,2022,0.93,subsistence,False,876.0,32.3,occasional,5,none,none,none,none,0.0,0.93,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,471.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
22,IRR-NIG-2024-00022,Nigeria,2024,10.31,subsistence,False,985.0,31.5,occasional,6,none,none,none,none,0.0,10.31,0.0,0.0,0,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,low_burden
23,IRR-ETH-2019-00023,Ethiopia,2019,1.04,subsistence,False,840.0,16.1,rare,6,none,none,none,none,0.0,1.04,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,577.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
24,IRR-KEN-2024-00024,Kenya,2024,1.73,semi-commercial,False,720.0,15.9,rare,4,none,none,none,none,0.0,1.73,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,471.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
25,IRR-MAL-2022-00025,Malawi,2022,1.77,subsistence,False,965.0,17.0,frequent,2,none,none,none,none,0.0,1.77,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,677.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
26,IRR-KEN-2024-00026,Kenya,2024,1.86,commercial,False,966.0,27.8,frequent,7,none,none,none,none,0.0,1.86,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,440.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
27,IRR-GHA-2022-00027,Ghana,2022,3.78,subsistence,False,944.0,20.3,rare,4,none,none,none,none,0.0,3.78,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,525.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
28,IRR-TAN-2020-00028,Tanzania,2020,2.47,subsistence,False,637.0,20.9,frequent,4,none,none,none,none,0.0,2.47,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,675.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
29,IRR-ZAM-2020-00029,Zambia,2020,1.84,semi-commercial,False,1107.0,25.7,occasional,2,none,none,none,none,0.0,1.84,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,620.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
30,IRR-NIG-2022-00030,Nigeria,2022,1.18,semi-commercial,True,1355.0,16.7,frequent,6,surface,wetland,gravity,shared,1.0,0.18,84.8,54.0,18,good,801.0,87.0,False,0.0,False,348.0,585.0,49.1,171.0,1.76,84.3,74.0,30.6,0.0,30.0,weekly,soil_moisture,vegetables,52.0,1.84,2,3480.0,3475.0,False,True,True,0.0,0.0,good,low,False,False,False,2.6,traditional,low_burden
31,IRR-BUR-2019-00031,Burkina Faso,2019,2.85,semi-commercial,False,968.0,22.3,occasional,6,none,none,none,none,0.0,2.85,0.0,0.0,0,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,low_burden
32,IRR-KEN-2025-00032,Kenya,2025,0.64,subsistence,False,714.0,33.7,frequent,5,none,none,none,none,0.0,0.64,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,513.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
33,IRR-TAN-2018-00033,Tanzania,2018,2.43,subsistence,False,849.0,17.4,occasional,6,none,none,none,none,0.0,2.43,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,606.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
34,IRR-KEN-2021-00034,Kenya,2021,0.44,subsistence,False,701.0,21.0,frequent,6,none,none,none,none,0.0,0.44,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,433.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
35,IRR-ZAM-2018-00035,Zambia,2018,0.97,semi-commercial,False,935.0,16.8,frequent,7,none,none,none,none,0.0,0.97,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,409.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
36,IRR-TAN-2019-00036,Tanzania,2019,1.55,subsistence,False,1030.0,15.7,rare,2,none,none,none,none,0.0,1.55,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,582.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
37,IRR-KEN-2025-00037,Kenya,2025,0.26,subsistence,False,829.0,30.4,occasional,3,none,none,none,none,0.0,0.26,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,651.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
38,IRR-TAN-2019-00038,Tanzania,2019,3.48,semi-commercial,False,751.0,29.7,rare,2,none,none,none,none,0.0,3.48,0.0,0.0,0,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,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
39,IRR-NIG-2023-00039,Nigeria,2023,1.78,semi-commercial,True,867.0,29.2,rare,5,surface,river,wind,cooperative,1.32,0.45,74.5,62.0,8,poor,1060.0,85.0,False,0.0,False,589.0,610.0,55.7,328.0,2.4,73.7,75.3,30.9,0.0,40.0,weekly,calendar,sugarcane,24.8,1.37,1,7803.0,5890.0,False,False,False,0.0,0.0,poor,low,True,False,False,4.8,traditional,low_burden
40,IRR-UGA-2025-00040,Uganda,2025,0.62,subsistence,False,1384.0,19.5,occasional,5,none,none,none,none,0.0,0.62,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,570.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
41,IRR-ETH-2023-00041,Ethiopia,2023,1.54,subsistence,False,1166.0,23.6,occasional,5,none,none,none,none,0.0,1.54,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,554.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
42,IRR-GHA-2022-00042,Ghana,2022,2.03,semi-commercial,False,705.0,21.3,frequent,7,none,none,none,none,0.0,2.03,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,548.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
43,IRR-KEN-2018-00043,Kenya,2018,2.89,subsistence,False,1013.0,18.5,occasional,2,none,none,none,none,0.0,2.89,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,404.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
44,IRR-ZAM-2023-00044,Zambia,2023,3.51,subsistence,False,524.0,22.3,frequent,7,none,none,none,none,0.0,3.51,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,699.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
45,IRR-TAN-2020-00045,Tanzania,2020,1.87,semi-commercial,False,925.0,15.2,rare,6,none,none,none,none,0.0,1.87,0.0,0.0,0,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,low_burden
46,IRR-ETH-2021-00046,Ethiopia,2021,4.22,semi-commercial,False,1234.0,17.8,occasional,7,none,none,none,none,0.0,4.22,0.0,0.0,0,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,low_burden
47,IRR-MAL-2024-00047,Mali,2024,1.62,subsistence,True,665.0,33.1,rare,5,sprinkler,groundwater,solar,shared,0.58,1.04,35.9,22.0,4,fair,871.0,99.0,False,0.0,True,625.0,601.0,78.1,488.0,0.9,79.2,76.2,47.1,0.0,12.0,weekly,soil_moisture,maize,39.3,2.2,2,3625.0,6246.0,False,False,False,68.8,9.8,poor,medium,False,False,False,2.7,modern,low_burden
48,IRR-BUR-2025-00048,Burkina Faso,2025,1.4,subsistence,False,1085.0,15.5,frequent,6,none,none,none,none,0.0,1.4,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,492.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
49,IRR-TAN-2022-00049,Tanzania,2022,1.62,semi-commercial,False,536.0,27.4,occasional,2,none,none,none,none,0.0,1.62,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,628.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
50,IRR-ETH-2023-00050,Ethiopia,2023,0.6,semi-commercial,False,1079.0,29.6,occasional,5,none,none,none,none,0.0,0.6,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,596.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
51,IRR-ETH-2018-00051,Ethiopia,2018,1.61,semi-commercial,False,794.0,17.5,rare,7,none,none,none,none,0.0,1.61,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,633.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
52,IRR-MAL-2025-00052,Mali,2025,1.6,commercial,False,756.0,16.7,occasional,5,none,none,none,none,0.0,1.6,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,677.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
53,IRR-MAL-2019-00053,Mali,2019,0.41,subsistence,False,959.0,29.3,frequent,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,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,low_burden
54,IRR-GHA-2024-00054,Ghana,2024,1.6,subsistence,False,790.0,15.1,occasional,3,none,none,none,none,0.0,1.6,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,409.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
55,IRR-MAL-2023-00055,Malawi,2023,3.5,subsistence,False,1303.0,32.1,rare,7,none,none,none,none,0.0,3.5,0.0,0.0,0,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,low_burden
56,IRR-UGA-2020-00056,Uganda,2020,1.18,subsistence,False,1031.0,29.4,frequent,5,none,none,none,none,0.0,1.18,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,489.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
57,IRR-BUR-2022-00057,Burkina Faso,2022,2.08,commercial,False,467.0,22.8,frequent,2,none,none,none,none,0.0,2.08,0.0,0.0,0,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,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
58,IRR-UGA-2020-00058,Uganda,2020,0.62,subsistence,True,683.0,27.7,occasional,4,manual,rainwater_harvesting,solar,individual,0.58,0.04,92.8,21.0,8,good,116.0,16.0,False,0.0,False,565.0,623.0,59.9,338.0,1.91,77.5,67.2,31.2,0.0,46.0,weekly,visual,horticulture,55.0,1.57,2,3267.0,5648.0,False,False,False,0.0,13.0,good,low,False,False,False,0.7,traditional,low_burden
59,IRR-NIG-2024-00059,Nigeria,2024,0.97,semi-commercial,True,785.0,34.1,occasional,7,surface,wetland,solar,individual,0.33,0.63,34.6,15.0,8,fair,267.0,22.0,False,0.0,False,325.0,433.0,52.0,169.0,0.9,87.5,66.2,30.1,0.0,10.0,weekly,visual,rice,36.7,1.2,1,1087.0,3255.0,False,True,False,0.0,13.3,poor,low,False,False,False,1.5,traditional,low_burden
60,IRR-ETH-2020-00060,Ethiopia,2020,2.97,subsistence,False,669.0,19.6,occasional,3,none,none,none,none,0.0,2.97,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,415.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
61,IRR-BUR-2024-00061,Burkina Faso,2024,1.41,subsistence,True,970.0,15.2,rare,6,surface,river,solar,individual,0.98,0.42,69.8,47.0,13,excellent,786.0,106.0,False,0.0,True,610.0,449.0,57.4,350.0,2.25,76.4,87.6,38.4,0.0,29.0,weekly,calendar,rice,59.4,1.67,2,5986.0,6096.0,False,False,False,0.0,7.0,good,low,True,False,False,1.9,traditional,low_burden
62,IRR-MAL-2023-00062,Mali,2023,1.43,subsistence,False,1320.0,29.8,occasional,4,none,none,none,none,0.0,1.43,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,667.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
63,IRR-NIG-2019-00063,Nigeria,2019,1.56,semi-commercial,False,915.0,34.8,rare,7,none,none,none,none,0.0,1.56,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,698.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
64,IRR-KEN-2021-00064,Kenya,2021,1.61,semi-commercial,False,629.0,20.5,rare,2,none,none,none,none,0.0,1.61,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,578.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
65,IRR-GHA-2023-00065,Ghana,2023,0.39,subsistence,False,1165.0,32.5,rare,5,none,none,none,none,0.0,0.39,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,566.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
66,IRR-MAL-2024-00066,Malawi,2024,3.32,semi-commercial,False,589.0,23.4,occasional,6,none,none,none,none,0.0,3.32,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,404.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
67,IRR-GHA-2022-00067,Ghana,2022,0.95,subsistence,False,800.0,28.7,rare,4,none,none,none,none,0.0,0.95,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,454.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
68,IRR-BUR-2025-00068,Burkina Faso,2025,1.69,subsistence,False,435.0,32.6,occasional,7,none,none,none,none,0.0,1.69,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,555.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
69,IRR-MAL-2023-00069,Malawi,2023,1.78,semi-commercial,True,805.0,32.3,frequent,5,surface,rainwater_harvesting,diesel,individual,1.43,0.35,80.4,81.0,1,good,1145.0,94.0,False,0.0,True,604.0,574.0,52.4,317.0,1.82,93.4,74.0,36.2,199.0,43.0,weekly,visual,fruits,25.2,1.41,2,8649.0,6044.0,False,False,False,0.0,4.3,good,low,True,True,False,5.1,traditional,low_burden
70,IRR-BUR-2019-00070,Burkina Faso,2019,1.02,subsistence,False,970.0,24.6,frequent,3,none,none,none,none,0.0,1.02,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,549.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
71,IRR-MAL-2019-00071,Malawi,2019,1.16,semi-commercial,False,956.0,34.7,frequent,3,none,none,none,none,0.0,1.16,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,686.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
72,IRR-TAN-2019-00072,Tanzania,2019,3.23,semi-commercial,False,474.0,27.3,occasional,5,none,none,none,none,0.0,3.23,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,476.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
73,IRR-UGA-2018-00073,Uganda,2018,0.84,semi-commercial,False,516.0,23.1,frequent,7,none,none,none,none,0.0,0.84,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,632.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
74,IRR-MAL-2025-00074,Malawi,2025,5.71,semi-commercial,True,917.0,31.9,rare,5,sprinkler,river,gravity,government,3.07,2.64,53.8,141.0,8,good,4604.0,343.0,False,0.0,True,381.0,682.0,80.4,306.0,2.12,82.9,74.7,49.8,0.0,61.0,weekly,calendar,vegetables,37.4,1.37,1,11682.0,3806.0,False,False,False,0.0,0.0,good,medium,True,False,False,4.3,modern,low_burden
75,IRR-MAL-2018-00075,Mali,2018,2.47,commercial,False,1023.0,24.3,occasional,5,none,none,none,none,0.0,2.47,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,456.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
76,IRR-ETH-2019-00076,Ethiopia,2019,0.2,subsistence,False,1019.0,21.8,rare,6,none,none,none,none,0.0,0.2,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,503.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
77,IRR-MAL-2022-00077,Malawi,2022,1.35,semi-commercial,False,933.0,23.8,occasional,6,none,none,none,none,0.0,1.35,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,698.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
78,IRR-KEN-2025-00078,Kenya,2025,2.58,subsistence,True,873.0,22.9,frequent,2,sprinkler,rainwater_harvesting,electric,shared,1.63,0.95,63.1,95.0,10,good,2440.0,287.0,False,0.0,False,723.0,412.0,72.2,522.0,2.32,88.7,89.8,57.5,168.0,33.0,biweekly,visual,cotton,57.9,1.68,2,11761.0,7230.0,False,False,False,0.0,13.7,good,medium,True,True,False,3.3,modern,low_burden
79,IRR-GHA-2023-00079,Ghana,2023,2.1,subsistence,True,1068.0,28.1,occasional,4,surface,groundwater,diesel,government,0.99,1.11,47.3,50.0,3,good,796.0,51.0,False,0.0,False,442.0,602.0,59.3,262.0,1.14,83.6,81.0,40.1,289.0,30.0,biweekly,visual,sugarcane,45.0,1.62,3,4393.0,4418.0,False,False,True,35.0,22.1,good,low,False,False,True,1.7,traditional,low_burden
80,IRR-UGA-2020-00080,Uganda,2020,2.67,subsistence,False,709.0,19.9,frequent,3,none,none,none,none,0.0,2.67,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,677.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
81,IRR-BUR-2025-00081,Burkina Faso,2025,0.57,semi-commercial,False,1511.0,24.1,rare,5,none,none,none,none,0.0,0.57,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,487.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
82,IRR-MAL-2021-00082,Malawi,2021,1.21,subsistence,False,1183.0,18.4,rare,5,none,none,none,none,0.0,1.21,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,501.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
83,IRR-UGA-2024-00083,Uganda,2024,1.28,semi-commercial,True,843.0,35.0,rare,7,sprinkler,reservoir,manual,individual,0.51,0.77,39.7,27.0,3,good,761.0,105.0,False,0.0,False,632.0,434.0,79.4,501.0,1.1,80.6,76.6,49.0,0.0,10.0,weekly,calendar,horticulture,46.1,2.49,3,3204.0,6317.0,False,True,False,0.0,0.0,good,medium,False,False,True,2.6,modern,low_burden
84,IRR-NIG-2018-00084,Nigeria,2018,1.94,subsistence,False,561.0,31.4,occasional,4,none,none,none,none,0.0,1.94,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,625.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
85,IRR-GHA-2019-00085,Ghana,2019,1.14,subsistence,False,1183.0,18.1,occasional,4,none,none,none,none,0.0,1.14,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,420.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
86,IRR-NIG-2018-00086,Nigeria,2018,0.8,semi-commercial,True,832.0,31.5,rare,2,center_pivot,rainwater_harvesting,solar,government,0.29,0.51,36.5,12.0,2,fair,1457.0,110.0,False,0.0,False,676.0,551.0,83.0,561.0,1.59,79.2,66.6,43.8,0.0,3.0,weekly,soil_moisture,vegetables,24.8,1.31,1,1971.0,6762.0,True,False,False,0.0,24.8,poor,high,False,False,False,14.7,traditional,low_burden
87,IRR-UGA-2025-00087,Uganda,2025,3.79,semi-commercial,False,603.0,28.1,rare,3,none,none,none,none,0.0,3.79,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,570.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
88,IRR-ZAM-2021-00088,Zambia,2021,4.76,subsistence,True,613.0,24.7,rare,6,sprinkler,rainwater_harvesting,gravity,shared,2.71,2.05,57.0,103.0,2,good,4072.0,433.0,False,0.0,True,638.0,420.0,63.8,407.0,1.16,92.4,79.4,46.8,0.0,54.0,daily,soil_moisture,vegetables,38.8,1.82,3,17329.0,6383.0,True,True,False,0.0,0.0,good,medium,True,False,False,4.4,modern,low_burden
89,IRR-ETH-2021-00089,Ethiopia,2021,0.96,subsistence,False,737.0,21.4,occasional,3,none,none,none,none,0.0,0.96,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,417.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
90,IRR-GHA-2020-00090,Ghana,2020,2.51,subsistence,False,722.0,17.0,rare,2,none,none,none,none,0.0,2.51,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,586.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
91,IRR-UGA-2019-00091,Uganda,2019,1.31,semi-commercial,False,1096.0,15.9,occasional,7,none,none,none,none,0.0,1.31,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,497.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
92,IRR-KEN-2022-00092,Kenya,2022,2.01,subsistence,False,604.0,24.9,frequent,7,none,none,none,none,0.0,2.01,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,519.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
93,IRR-GHA-2021-00093,Ghana,2021,2.01,subsistence,False,1219.0,26.8,occasional,2,none,none,none,none,0.0,2.01,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,523.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
94,IRR-MAL-2023-00094,Mali,2023,1.01,commercial,False,510.0,24.0,occasional,4,none,none,none,none,0.0,1.01,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,598.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
95,IRR-TAN-2020-00095,Tanzania,2020,2.32,subsistence,False,779.0,29.5,occasional,3,none,none,none,none,0.0,2.32,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,464.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
96,IRR-ZAM-2024-00096,Zambia,2024,1.25,semi-commercial,False,1063.0,28.4,rare,5,none,none,none,none,0.0,1.25,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,518.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
97,IRR-BUR-2025-00097,Burkina Faso,2025,1.37,subsistence,False,991.0,15.5,occasional,5,none,none,none,none,0.0,1.37,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,656.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
98,IRR-NIG-2021-00098,Nigeria,2021,1.41,semi-commercial,False,894.0,22.5,occasional,2,none,none,none,none,0.0,1.41,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,448.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
99,IRR-NIG-2019-00099,Nigeria,2019,1.62,commercial,False,735.0,18.8,occasional,4,none,none,none,none,0.0,1.62,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,663.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
100,IRR-UGA-2018-00100,Uganda,2018,2.08,subsistence,False,400.0,27.1,occasional,7,none,none,none,none,0.0,2.08,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,525.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
101,IRR-GHA-2025-00101,Ghana,2025,0.84,subsistence,False,1359.0,15.5,occasional,6,none,none,none,none,0.0,0.84,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,539.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
102,IRR-ETH-2019-00102,Ethiopia,2019,0.91,subsistence,False,957.0,24.2,occasional,7,none,none,none,none,0.0,0.91,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,442.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
103,IRR-NIG-2021-00103,Nigeria,2021,0.64,commercial,False,1003.0,34.5,rare,4,none,none,none,none,0.0,0.64,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,596.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
104,IRR-MAL-2023-00104,Mali,2023,0.77,subsistence,True,768.0,34.9,frequent,5,flood,groundwater,solar,government,0.68,0.09,88.6,23.0,0,excellent,274.0,37.0,False,0.0,False,378.0,560.0,48.6,183.0,1.76,79.9,73.4,28.5,0.0,27.0,daily,weather_based,horticulture,32.4,1.45,1,2586.0,3779.0,False,True,False,58.1,21.1,good,low,True,True,True,2.2,traditional,low_burden
105,IRR-BUR-2024-00105,Burkina Faso,2024,1.99,semi-commercial,False,1268.0,29.1,occasional,4,none,none,none,none,0.0,1.99,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,516.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
106,IRR-TAN-2019-00106,Tanzania,2019,3.24,subsistence,False,671.0,33.6,occasional,4,none,none,none,none,0.0,3.24,0.0,0.0,0,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,low_burden
107,IRR-MAL-2019-00107,Mali,2019,4.97,subsistence,False,1044.0,34.5,rare,5,none,none,none,none,0.0,4.97,0.0,0.0,0,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,low_burden
108,IRR-KEN-2019-00108,Kenya,2019,2.2,commercial,False,898.0,19.0,frequent,3,none,none,none,none,0.0,2.2,0.0,0.0,0,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,True,False,0.0,none,low_burden
109,IRR-MAL-2025-00109,Malawi,2025,3.52,subsistence,False,1149.0,33.9,occasional,3,none,none,none,none,0.0,3.52,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,562.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
110,IRR-ZAM-2022-00110,Zambia,2022,1.53,semi-commercial,False,1130.0,29.4,rare,3,none,none,none,none,0.0,1.53,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,681.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
111,IRR-MAL-2018-00111,Mali,2018,0.43,semi-commercial,False,790.0,34.9,occasional,5,none,none,none,none,0.0,0.43,0.0,0.0,0,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,low_burden
112,IRR-TAN-2023-00112,Tanzania,2023,3.7,semi-commercial,True,1481.0,24.4,frequent,5,drip,river,gravity,cooperative,2.22,1.48,60.0,109.0,3,fair,5541.0,470.0,False,0.0,True,631.0,602.0,95.0,600.0,1.43,80.6,94.4,72.3,0.0,33.0,weekly,calendar,fruits,38.4,1.48,2,13990.0,6313.0,True,True,False,0.0,0.0,poor,high,True,True,False,7.8,modern,low_burden
113,IRR-MAL-2018-00113,Mali,2018,1.03,subsistence,False,1041.0,32.7,frequent,7,none,none,none,none,0.0,1.03,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,612.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
114,IRR-ZAM-2020-00114,Zambia,2020,0.52,subsistence,False,746.0,17.5,occasional,6,none,none,none,none,0.0,0.52,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,421.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
115,IRR-ZAM-2019-00115,Zambia,2019,0.6,semi-commercial,False,758.0,19.8,occasional,6,none,none,none,none,0.0,0.6,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,453.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
116,IRR-GHA-2021-00116,Ghana,2021,0.31,semi-commercial,False,933.0,17.6,occasional,6,none,none,none,none,0.0,0.31,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,511.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
117,IRR-GHA-2022-00117,Ghana,2022,0.82,subsistence,False,416.0,35.0,occasional,6,none,none,none,none,0.0,0.82,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,667.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
118,IRR-ETH-2024-00118,Ethiopia,2024,2.87,subsistence,True,400.0,24.9,occasional,4,drip,rainwater_harvesting,diesel,cooperative,2.57,0.31,89.3,154.0,11,poor,6417.0,892.0,False,0.0,True,457.0,520.0,82.5,377.0,1.83,93.5,80.3,62.0,543.0,38.0,weekly,visual,vegetables,27.8,1.28,3,11734.0,4572.0,False,False,False,0.0,6.4,poor,high,False,False,False,16.1,modern,low_burden
119,IRR-ZAM-2019-00119,Zambia,2019,0.76,semi-commercial,False,741.0,34.3,rare,2,none,none,none,none,0.0,0.76,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,530.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
120,IRR-TAN-2024-00120,Tanzania,2024,1.71,subsistence,False,584.0,15.1,occasional,6,none,none,none,none,0.0,1.71,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,698.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
121,IRR-NIG-2019-00121,Nigeria,2019,1.21,semi-commercial,False,870.0,29.9,occasional,3,none,none,none,none,0.0,1.21,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,459.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
122,IRR-UGA-2021-00122,Uganda,2021,0.5,semi-commercial,False,994.0,23.2,occasional,4,none,none,none,none,0.0,0.5,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,677.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
123,IRR-BUR-2023-00123,Burkina Faso,2023,1.3,subsistence,False,545.0,18.7,occasional,3,none,none,none,none,0.0,1.3,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,639.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
124,IRR-NIG-2022-00124,Nigeria,2022,1.65,subsistence,False,920.0,33.9,occasional,6,none,none,none,none,0.0,1.65,0.0,0.0,0,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,low_burden
125,IRR-MAL-2021-00125,Malawi,2021,0.79,subsistence,False,1090.0,19.2,frequent,5,none,none,none,none,0.0,0.79,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,655.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
126,IRR-MAL-2022-00126,Mali,2022,2.87,subsistence,False,936.0,17.6,frequent,2,none,none,none,none,0.0,2.87,0.0,0.0,0,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,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,low_burden
127,IRR-BUR-2021-00127,Burkina Faso,2021,1.36,semi-commercial,False,1026.0,30.0,rare,4,none,none,none,none,0.0,1.36,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,472.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
128,IRR-UGA-2023-00128,Uganda,2023,3.06,subsistence,False,773.0,19.9,occasional,5,none,none,none,none,0.0,3.06,0.0,0.0,0,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,low_burden
129,IRR-ZAM-2019-00129,Zambia,2019,1.77,commercial,False,932.0,34.7,occasional,4,none,none,none,none,0.0,1.77,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,542.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
130,IRR-MAL-2019-00130,Malawi,2019,1.58,semi-commercial,False,725.0,22.7,frequent,2,none,none,none,none,0.0,1.58,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,665.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
131,IRR-NIG-2024-00131,Nigeria,2024,0.44,semi-commercial,False,718.0,15.5,rare,7,none,none,none,none,0.0,0.44,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,569.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
132,IRR-ZAM-2021-00132,Zambia,2021,2.11,semi-commercial,True,865.0,33.9,rare,2,flood,river,manual,cooperative,1.94,0.17,92.0,71.0,10,fair,778.0,58.0,True,460.0,False,415.0,408.0,49.0,204.0,2.01,85.9,82.3,34.7,0.0,78.0,weekly,calendar,maize,38.0,2.03,1,8075.0,4154.0,False,False,False,0.0,0.0,poor,low,False,False,False,1.9,traditional,low_burden
133,IRR-ETH-2024-00133,Ethiopia,2024,2.06,subsistence,True,551.0,16.4,frequent,3,surface,river,gravity,cooperative,1.53,0.53,74.2,86.0,6,fair,1224.0,148.0,True,620.0,False,524.0,504.0,53.2,279.0,1.09,89.9,67.8,32.4,0.0,46.0,daily,visual,rice,53.7,1.63,2,8014.0,5237.0,False,True,False,0.0,0.0,poor,low,True,True,False,2.2,traditional,low_burden
134,IRR-MAL-2025-00134,Malawi,2025,2.91,semi-commercial,False,1467.0,27.5,rare,5,none,none,none,none,0.0,2.91,0.0,0.0,0,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,low_burden
135,IRR-ETH-2023-00135,Ethiopia,2023,0.64,subsistence,False,596.0,19.4,occasional,6,none,none,none,none,0.0,0.64,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,471.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
136,IRR-ZAM-2021-00136,Zambia,2021,1.42,subsistence,False,1180.0,33.6,occasional,5,none,none,none,none,0.0,1.42,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,559.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
137,IRR-BUR-2023-00137,Burkina Faso,2023,2.38,semi-commercial,False,654.0,24.9,occasional,7,none,none,none,none,0.0,2.38,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,535.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
138,IRR-BUR-2021-00138,Burkina Faso,2021,0.42,subsistence,False,825.0,29.7,rare,3,none,none,none,none,0.0,0.42,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,571.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
139,IRR-UGA-2025-00139,Uganda,2025,0.99,semi-commercial,False,824.0,23.2,frequent,2,none,none,none,none,0.0,0.99,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,672.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
140,IRR-NIG-2019-00140,Nigeria,2019,2.64,commercial,False,968.0,20.0,rare,6,none,none,none,none,0.0,2.64,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,575.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
141,IRR-KEN-2025-00141,Kenya,2025,1.89,semi-commercial,False,1092.0,19.1,occasional,6,none,none,none,none,0.0,1.89,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,491.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
142,IRR-MAL-2019-00142,Mali,2019,0.73,commercial,False,914.0,21.4,occasional,7,none,none,none,none,0.0,0.73,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,568.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
143,IRR-ETH-2023-00143,Ethiopia,2023,1.13,semi-commercial,False,753.0,17.5,rare,5,none,none,none,none,0.0,1.13,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,534.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
144,IRR-MAL-2018-00144,Mali,2018,0.62,subsistence,False,740.0,28.1,rare,6,none,none,none,none,0.0,0.62,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,419.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
145,IRR-BUR-2022-00145,Burkina Faso,2022,1.2,semi-commercial,False,551.0,23.9,occasional,4,none,none,none,none,0.0,1.2,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,641.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
146,IRR-KEN-2019-00146,Kenya,2019,1.17,commercial,False,959.0,19.1,occasional,2,none,none,none,none,0.0,1.17,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,617.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
147,IRR-BUR-2025-00147,Burkina Faso,2025,0.38,subsistence,False,1256.0,19.5,rare,2,none,none,none,none,0.0,0.38,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,613.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
148,IRR-GHA-2020-00148,Ghana,2020,1.63,semi-commercial,False,510.0,29.2,rare,4,none,none,none,none,0.0,1.63,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,543.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
149,IRR-MAL-2019-00149,Malawi,2019,1.12,subsistence,False,1013.0,18.5,frequent,5,none,none,none,none,0.0,1.12,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,460.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
150,IRR-BUR-2022-00150,Burkina Faso,2022,2.08,commercial,True,937.0,34.4,frequent,2,manual,reservoir,diesel,government,1.52,0.56,73.0,74.0,9,fair,304.0,20.0,False,0.0,False,670.0,423.0,61.9,415.0,2.24,81.8,75.3,38.2,247.0,122.0,as_needed,calendar,cotton,34.8,1.43,1,10177.0,6699.0,False,False,False,0.0,7.0,poor,low,True,True,False,0.8,traditional,low_burden
151,IRR-TAN-2022-00151,Tanzania,2022,0.55,subsistence,False,400.0,18.0,rare,5,none,none,none,none,0.0,0.55,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,602.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
152,IRR-GHA-2018-00152,Ghana,2018,5.48,semi-commercial,False,456.0,31.9,occasional,3,none,none,none,none,0.0,5.48,0.0,0.0,0,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,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
153,IRR-MAL-2020-00153,Mali,2020,0.9,semi-commercial,False,832.0,18.1,occasional,5,none,none,none,none,0.0,0.9,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,414.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
154,IRR-TAN-2019-00154,Tanzania,2019,1.0,subsistence,False,823.0,15.6,occasional,3,none,none,none,none,0.0,1.0,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,595.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
155,IRR-GHA-2021-00155,Ghana,2021,4.07,subsistence,False,760.0,22.6,occasional,2,none,none,none,none,0.0,4.07,0.0,0.0,0,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,low_burden
156,IRR-MAL-2022-00156,Malawi,2022,0.79,subsistence,True,998.0,33.8,rare,7,flood,river,gravity,shared,0.75,0.04,95.0,45.0,12,excellent,300.0,28.0,False,0.0,True,573.0,444.0,42.0,241.0,2.48,70.4,73.6,21.8,0.0,30.0,as_needed,visual,rice,39.2,2.47,1,4300.0,5735.0,True,True,False,0.0,0.0,good,low,False,False,False,1.9,traditional,low_burden
157,IRR-KEN-2025-00157,Kenya,2025,1.36,commercial,False,883.0,32.2,occasional,2,none,none,none,none,0.0,1.36,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,657.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
158,IRR-NIG-2020-00158,Nigeria,2020,3.37,subsistence,False,801.0,22.8,rare,5,none,none,none,none,0.0,3.37,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,604.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
159,IRR-ETH-2023-00159,Ethiopia,2023,1.66,subsistence,False,1379.0,24.3,occasional,2,none,none,none,none,0.0,1.66,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,572.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
160,IRR-MAL-2018-00160,Mali,2018,0.62,subsistence,False,1190.0,19.8,occasional,7,none,none,none,none,0.0,0.62,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,439.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
161,IRR-BUR-2025-00161,Burkina Faso,2025,0.38,semi-commercial,False,538.0,21.8,rare,2,none,none,none,none,0.0,0.38,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,560.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
162,IRR-ETH-2021-00162,Ethiopia,2021,1.32,commercial,False,814.0,17.2,rare,5,none,none,none,none,0.0,1.32,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,482.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
163,IRR-GHA-2020-00163,Ghana,2020,0.55,subsistence,False,400.0,21.6,rare,5,none,none,none,none,0.0,0.55,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,461.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
164,IRR-KEN-2022-00164,Kenya,2022,2.33,semi-commercial,False,743.0,30.5,frequent,7,none,none,none,none,0.0,2.33,0.0,0.0,0,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,low_burden
165,IRR-UGA-2021-00165,Uganda,2021,1.44,semi-commercial,False,699.0,16.9,frequent,4,none,none,none,none,0.0,1.44,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,428.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
166,IRR-ZAM-2019-00166,Zambia,2019,1.11,semi-commercial,False,638.0,17.0,rare,2,none,none,none,none,0.0,1.11,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,524.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
167,IRR-MAL-2021-00167,Malawi,2021,1.55,subsistence,False,916.0,20.4,frequent,7,none,none,none,none,0.0,1.55,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,498.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
168,IRR-TAN-2018-00168,Tanzania,2018,1.42,semi-commercial,False,1452.0,26.3,occasional,4,none,none,none,none,0.0,1.42,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,647.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
169,IRR-MAL-2025-00169,Malawi,2025,1.04,commercial,False,812.0,25.5,rare,3,none,none,none,none,0.0,1.04,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,575.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
170,IRR-MAL-2019-00170,Mali,2019,8.96,semi-commercial,False,726.0,27.0,frequent,7,none,none,none,none,0.0,8.96,0.0,0.0,0,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,low_burden
171,IRR-NIG-2020-00171,Nigeria,2020,2.25,subsistence,False,956.0,18.7,occasional,2,none,none,none,none,0.0,2.25,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,615.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
172,IRR-ETH-2021-00172,Ethiopia,2021,0.7,commercial,False,1225.0,24.6,frequent,2,none,none,none,none,0.0,0.7,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,426.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
173,IRR-ETH-2025-00173,Ethiopia,2025,0.81,subsistence,False,631.0,23.3,rare,5,none,none,none,none,0.0,0.81,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,476.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
174,IRR-MAL-2022-00174,Mali,2022,2.06,semi-commercial,False,959.0,16.9,frequent,2,none,none,none,none,0.0,2.06,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,625.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
175,IRR-TAN-2019-00175,Tanzania,2019,0.97,subsistence,False,1082.0,16.2,occasional,5,none,none,none,none,0.0,0.97,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,516.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
176,IRR-NIG-2023-00176,Nigeria,2023,1.36,subsistence,False,765.0,30.4,occasional,3,none,none,none,none,0.0,1.36,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,576.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
177,IRR-NIG-2022-00177,Nigeria,2022,0.98,semi-commercial,True,791.0,29.0,frequent,6,surface,reservoir,diesel,cooperative,0.64,0.34,65.5,33.0,9,poor,514.0,58.0,True,199.0,False,606.0,626.0,58.3,354.0,2.28,70.9,76.7,31.7,92.0,19.0,as_needed,calendar,fruits,36.8,1.44,1,3897.0,6062.0,False,True,True,0.0,22.4,poor,low,False,False,False,2.8,traditional,low_burden
178,IRR-ETH-2022-00178,Ethiopia,2022,2.61,subsistence,True,504.0,15.9,rare,7,manual,rainwater_harvesting,electric,shared,1.58,1.03,60.5,63.0,14,fair,316.0,29.0,False,0.0,True,599.0,669.0,65.9,395.0,0.93,79.6,65.4,34.3,135.0,126.0,weekly,visual,rice,50.6,1.85,3,9469.0,5991.0,True,True,False,0.0,3.8,poor,low,True,False,False,0.5,traditional,low_burden
179,IRR-UGA-2022-00179,Uganda,2022,0.34,semi-commercial,False,1176.0,17.8,occasional,2,none,none,none,none,0.0,0.34,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,660.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
180,IRR-MAL-2022-00180,Malawi,2022,0.45,subsistence,True,1201.0,20.8,occasional,5,surface,lake,gravity,individual,0.14,0.31,31.7,4.0,10,good,113.0,12.0,False,0.0,False,513.0,639.0,53.5,274.0,1.65,94.7,64.5,32.7,0.0,4.0,as_needed,visual,rice,39.1,2.35,2,725.0,5131.0,False,True,False,0.0,0.0,good,low,True,False,False,1.3,traditional,low_burden
181,IRR-MAL-2023-00181,Mali,2023,1.36,subsistence,False,400.0,27.0,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,low_burden
182,IRR-KEN-2019-00182,Kenya,2019,1.62,subsistence,True,921.0,34.7,rare,4,surface,reservoir,gravity,individual,0.5,1.12,30.8,24.0,14,poor,399.0,30.0,False,0.0,False,395.0,437.0,54.4,215.0,1.81,89.8,82.6,40.3,0.0,15.0,as_needed,soil_moisture,horticulture,29.9,1.92,1,1968.0,3947.0,False,False,False,0.0,0.0,poor,low,False,False,False,1.6,traditional,low_burden
183,IRR-GHA-2018-00183,Ghana,2018,2.96,semi-commercial,False,1097.0,17.5,rare,6,none,none,none,none,0.0,2.96,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,429.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
184,IRR-ZAM-2025-00184,Zambia,2025,1.92,semi-commercial,False,878.0,31.6,occasional,6,none,none,none,none,0.0,1.92,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,576.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
185,IRR-BUR-2023-00185,Burkina Faso,2023,0.88,semi-commercial,False,1181.0,30.1,frequent,4,none,none,none,none,0.0,0.88,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,461.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
186,IRR-UGA-2020-00186,Uganda,2020,0.6,subsistence,False,739.0,26.7,occasional,4,none,none,none,none,0.0,0.6,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,616.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
187,IRR-NIG-2024-00187,Nigeria,2024,0.74,subsistence,False,811.0,32.5,occasional,3,none,none,none,none,0.0,0.74,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,578.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
188,IRR-KEN-2018-00188,Kenya,2018,2.94,semi-commercial,False,742.0,23.9,frequent,6,none,none,none,none,0.0,2.94,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,617.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
189,IRR-NIG-2020-00189,Nigeria,2020,1.0,subsistence,False,1427.0,33.9,occasional,7,none,none,none,none,0.0,1.0,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,432.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
190,IRR-NIG-2018-00190,Nigeria,2018,1.45,semi-commercial,False,654.0,23.0,rare,6,none,none,none,none,0.0,1.45,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,677.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
191,IRR-MAL-2022-00191,Malawi,2022,0.68,subsistence,False,1551.0,15.7,occasional,6,none,none,none,none,0.0,0.68,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,649.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
192,IRR-BUR-2024-00192,Burkina Faso,2024,1.97,commercial,False,922.0,24.3,occasional,2,none,none,none,none,0.0,1.97,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,436.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
193,IRR-ZAM-2019-00193,Zambia,2019,0.54,subsistence,False,724.0,19.3,rare,4,none,none,none,none,0.0,0.54,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,510.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
194,IRR-ETH-2020-00194,Ethiopia,2020,1.0,commercial,False,673.0,27.6,occasional,7,none,none,none,none,0.0,1.0,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,592.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
195,IRR-ETH-2018-00195,Ethiopia,2018,4.81,semi-commercial,False,891.0,15.2,occasional,3,none,none,none,none,0.0,4.81,0.0,0.0,0,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,low_burden
196,IRR-ETH-2024-00196,Ethiopia,2024,1.59,subsistence,False,725.0,21.4,rare,3,none,none,none,none,0.0,1.59,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,563.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
197,IRR-UGA-2023-00197,Uganda,2023,0.29,subsistence,False,1038.0,20.2,occasional,7,none,none,none,none,0.0,0.29,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,585.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
198,IRR-KEN-2018-00198,Kenya,2018,1.74,semi-commercial,False,750.0,17.0,occasional,6,none,none,none,none,0.0,1.74,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,699.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
199,IRR-MAL-2022-00199,Malawi,2022,1.36,semi-commercial,False,472.0,28.9,frequent,7,none,none,none,none,0.0,1.36,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,678.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
200,IRR-UGA-2020-00200,Uganda,2020,5.08,subsistence,True,807.0,21.7,rare,7,drip,groundwater,gravity,government,3.84,1.24,75.7,130.0,16,poor,9610.0,566.0,False,0.0,True,503.0,683.0,95.0,478.0,1.5,86.7,83.7,68.9,0.0,58.0,biweekly,visual,maize,25.8,2.0,1,19351.0,5034.0,False,False,False,66.4,0.0,poor,high,False,False,False,14.7,modern,low_burden
201,IRR-NIG-2020-00201,Nigeria,2020,3.69,semi-commercial,False,912.0,34.2,rare,3,none,none,none,none,0.0,3.69,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,680.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
202,IRR-UGA-2021-00202,Uganda,2021,1.84,subsistence,False,1468.0,16.6,occasional,6,none,none,none,none,0.0,1.84,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,589.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
203,IRR-MAL-2019-00203,Mali,2019,0.69,subsistence,False,652.0,29.3,frequent,4,none,none,none,none,0.0,0.69,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,572.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
204,IRR-NIG-2020-00204,Nigeria,2020,1.43,semi-commercial,False,1056.0,31.9,frequent,3,none,none,none,none,0.0,1.43,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,644.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
205,IRR-TAN-2018-00205,Tanzania,2018,3.21,subsistence,False,1160.0,19.5,frequent,4,none,none,none,none,0.0,3.21,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,519.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
206,IRR-ETH-2019-00206,Ethiopia,2019,0.72,semi-commercial,False,1107.0,26.5,occasional,3,none,none,none,none,0.0,0.72,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,534.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
207,IRR-MAL-2021-00207,Malawi,2021,0.84,semi-commercial,False,707.0,29.9,occasional,4,none,none,none,none,0.0,0.84,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,640.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
208,IRR-NIG-2019-00208,Nigeria,2019,0.92,subsistence,False,1267.0,28.4,rare,4,none,none,none,none,0.0,0.92,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,685.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
209,IRR-ETH-2018-00209,Ethiopia,2018,3.0,semi-commercial,False,1202.0,15.6,occasional,7,none,none,none,none,0.0,3.0,0.0,0.0,0,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,low_burden
210,IRR-MAL-2022-00210,Malawi,2022,1.27,semi-commercial,False,1262.0,32.8,rare,4,none,none,none,none,0.0,1.27,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,593.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
211,IRR-UGA-2018-00211,Uganda,2018,0.36,semi-commercial,False,895.0,34.8,rare,3,none,none,none,none,0.0,0.36,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,567.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
212,IRR-BUR-2024-00212,Burkina Faso,2024,0.67,subsistence,False,543.0,30.7,rare,2,none,none,none,none,0.0,0.67,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,668.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
213,IRR-GHA-2023-00213,Ghana,2023,2.19,subsistence,False,1021.0,18.6,occasional,3,none,none,none,none,0.0,2.19,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,612.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
214,IRR-BUR-2018-00214,Burkina Faso,2018,1.85,subsistence,False,1149.0,30.7,rare,6,none,none,none,none,0.0,1.85,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,549.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
215,IRR-UGA-2025-00215,Uganda,2025,0.35,semi-commercial,True,884.0,31.0,frequent,3,flood,reservoir,solar,cooperative,0.33,0.02,94.3,11.0,11,excellent,134.0,19.0,False,0.0,False,523.0,603.0,47.7,249.0,2.48,74.0,84.0,29.7,0.0,13.0,as_needed,visual,vegetables,50.2,1.66,2,1748.0,5226.0,False,True,True,0.0,4.7,good,low,True,False,True,1.5,traditional,low_burden
216,IRR-GHA-2024-00216,Ghana,2024,0.9,semi-commercial,False,858.0,31.7,rare,6,none,none,none,none,0.0,0.9,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,622.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
217,IRR-MAL-2024-00217,Mali,2024,0.98,semi-commercial,False,664.0,30.4,frequent,2,none,none,none,none,0.0,0.98,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,418.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
218,IRR-TAN-2022-00218,Tanzania,2022,0.39,subsistence,False,1162.0,18.3,rare,2,none,none,none,none,0.0,0.39,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,662.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
219,IRR-TAN-2018-00219,Tanzania,2018,1.02,semi-commercial,False,1170.0,23.7,frequent,6,none,none,none,none,0.0,1.02,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,604.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
220,IRR-NIG-2025-00220,Nigeria,2025,0.44,semi-commercial,False,764.0,31.3,occasional,7,none,none,none,none,0.0,0.44,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,467.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
221,IRR-ETH-2021-00221,Ethiopia,2021,2.66,semi-commercial,False,859.0,20.4,occasional,5,none,none,none,none,0.0,2.66,0.0,0.0,0,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,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
222,IRR-KEN-2022-00222,Kenya,2022,3.87,subsistence,False,1166.0,16.3,frequent,4,none,none,none,none,0.0,3.87,0.0,0.0,0,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,low_burden
223,IRR-NIG-2021-00223,Nigeria,2021,0.99,subsistence,False,704.0,28.2,occasional,3,none,none,none,none,0.0,0.99,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,537.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
224,IRR-ZAM-2023-00224,Zambia,2023,2.02,subsistence,False,1142.0,23.2,occasional,5,none,none,none,none,0.0,2.02,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,679.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
225,IRR-ZAM-2022-00225,Zambia,2022,0.35,subsistence,False,758.0,19.3,rare,2,none,none,none,none,0.0,0.35,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,559.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
226,IRR-TAN-2018-00226,Tanzania,2018,0.48,semi-commercial,False,1111.0,19.4,rare,2,none,none,none,none,0.0,0.48,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,682.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
227,IRR-ZAM-2019-00227,Zambia,2019,1.24,commercial,False,484.0,34.7,rare,4,none,none,none,none,0.0,1.24,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,461.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
228,IRR-BUR-2022-00228,Burkina Faso,2022,1.25,commercial,True,1199.0,22.6,occasional,4,manual,river,manual,shared,0.99,0.26,79.3,34.0,10,fair,199.0,19.0,False,0.0,True,377.0,473.0,63.8,241.0,0.86,87.7,90.0,50.4,0.0,79.0,daily,visual,sugarcane,47.0,1.28,2,3748.0,3775.0,False,False,False,0.0,0.0,poor,low,False,False,False,0.7,traditional,low_burden
229,IRR-ETH-2023-00229,Ethiopia,2023,2.01,subsistence,False,632.0,19.9,rare,7,none,none,none,none,0.0,2.01,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,696.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
230,IRR-UGA-2024-00230,Uganda,2024,0.75,subsistence,False,1123.0,31.0,frequent,5,none,none,none,none,0.0,0.75,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,446.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
231,IRR-MAL-2019-00231,Mali,2019,1.02,semi-commercial,False,1005.0,15.2,rare,2,none,none,none,none,0.0,1.02,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,674.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
232,IRR-MAL-2025-00232,Malawi,2025,0.58,semi-commercial,False,684.0,21.4,rare,2,none,none,none,none,0.0,0.58,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,455.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
233,IRR-ETH-2019-00233,Ethiopia,2019,1.39,commercial,False,600.0,28.1,occasional,5,none,none,none,none,0.0,1.39,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,615.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
234,IRR-UGA-2022-00234,Uganda,2022,1.73,subsistence,False,1358.0,19.8,rare,7,none,none,none,none,0.0,1.73,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,448.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
235,IRR-ETH-2022-00235,Ethiopia,2022,0.84,subsistence,False,969.0,24.5,occasional,6,none,none,none,none,0.0,0.84,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,463.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
236,IRR-ZAM-2018-00236,Zambia,2018,2.83,semi-commercial,False,458.0,16.7,frequent,5,none,none,none,none,0.0,2.83,0.0,0.0,0,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,True,False,0.0,none,low_burden
237,IRR-ETH-2024-00237,Ethiopia,2024,1.1,semi-commercial,False,1300.0,20.6,occasional,6,none,none,none,none,0.0,1.1,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,684.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
238,IRR-ETH-2020-00238,Ethiopia,2020,1.1,semi-commercial,False,645.0,21.3,rare,4,none,none,none,none,0.0,1.1,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,658.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
239,IRR-NIG-2023-00239,Nigeria,2023,1.67,subsistence,False,500.0,34.7,occasional,4,none,none,none,none,0.0,1.67,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,585.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
240,IRR-GHA-2019-00240,Ghana,2019,1.3,subsistence,False,930.0,23.9,occasional,3,none,none,none,none,0.0,1.3,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,538.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
241,IRR-BUR-2023-00241,Burkina Faso,2023,6.75,semi-commercial,True,851.0,30.7,occasional,7,drip,reservoir,diesel,individual,4.85,1.9,71.8,210.0,2,poor,12126.0,1060.0,False,0.0,False,523.0,523.0,80.6,422.0,2.04,81.2,70.5,46.1,1420.0,73.0,as_needed,calendar,vegetables,54.8,2.38,1,25369.0,5230.0,False,False,False,0.0,7.1,poor,high,False,False,False,6.6,modern,low_burden
242,IRR-NIG-2022-00242,Nigeria,2022,0.91,subsistence,False,995.0,32.5,frequent,3,none,none,none,none,0.0,0.91,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,655.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
243,IRR-UGA-2021-00243,Uganda,2021,1.79,subsistence,False,903.0,34.1,rare,2,none,none,none,none,0.0,1.79,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,628.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
244,IRR-BUR-2018-00244,Burkina Faso,2018,0.57,semi-commercial,False,1022.0,21.0,rare,6,none,none,none,none,0.0,0.57,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,613.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
245,IRR-KEN-2021-00245,Kenya,2021,1.24,subsistence,False,950.0,20.5,rare,7,none,none,none,none,0.0,1.24,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,499.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
246,IRR-GHA-2018-00246,Ghana,2018,0.7,semi-commercial,False,787.0,33.9,occasional,3,none,none,none,none,0.0,0.7,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,670.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
247,IRR-MAL-2018-00247,Malawi,2018,3.08,semi-commercial,False,943.0,30.5,occasional,2,none,none,none,none,0.0,3.08,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,452.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
248,IRR-GHA-2018-00248,Ghana,2018,2.46,semi-commercial,False,1093.0,32.2,rare,2,none,none,none,none,0.0,2.46,0.0,0.0,0,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,low_burden
249,IRR-GHA-2020-00249,Ghana,2020,2.81,subsistence,False,957.0,16.1,frequent,4,none,none,none,none,0.0,2.81,0.0,0.0,0,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,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,low_burden
250,IRR-GHA-2025-00250,Ghana,2025,2.66,semi-commercial,False,1134.0,18.8,rare,2,none,none,none,none,0.0,2.66,0.0,0.0,0,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,low_burden
251,IRR-MAL-2023-00251,Malawi,2023,5.52,commercial,False,769.0,32.3,occasional,6,none,none,none,none,0.0,5.52,0.0,0.0,0,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,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
252,IRR-KEN-2024-00252,Kenya,2024,0.55,subsistence,True,1204.0,29.5,frequent,3,surface,river,solar,shared,0.43,0.11,79.0,21.0,15,fair,345.0,20.0,True,181.0,False,377.0,680.0,57.2,216.0,2.37,92.9,79.5,42.3,0.0,13.0,as_needed,calendar,maize,20.1,1.28,1,1626.0,3772.0,True,False,False,0.0,20.2,poor,low,True,True,False,6.3,traditional,low_burden
253,IRR-GHA-2024-00253,Ghana,2024,1.02,subsistence,False,872.0,28.9,rare,3,none,none,none,none,0.0,1.02,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,642.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
254,IRR-TAN-2019-00254,Tanzania,2019,1.23,subsistence,False,1568.0,25.4,rare,5,none,none,none,none,0.0,1.23,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,440.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
255,IRR-UGA-2019-00255,Uganda,2019,2.17,subsistence,False,681.0,33.4,rare,3,none,none,none,none,0.0,2.17,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,434.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
256,IRR-NIG-2020-00256,Nigeria,2020,2.67,semi-commercial,False,460.0,26.1,rare,7,none,none,none,none,0.0,2.67,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,411.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
257,IRR-TAN-2018-00257,Tanzania,2018,0.82,semi-commercial,False,558.0,28.9,rare,2,none,none,none,none,0.0,0.82,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,543.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
258,IRR-KEN-2019-00258,Kenya,2019,0.76,semi-commercial,False,871.0,34.2,occasional,3,none,none,none,none,0.0,0.76,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,613.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
259,IRR-MAL-2022-00259,Malawi,2022,3.05,semi-commercial,False,1007.0,28.3,rare,6,none,none,none,none,0.0,3.05,0.0,0.0,0,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,low_burden
260,IRR-UGA-2019-00260,Uganda,2019,1.39,semi-commercial,False,644.0,23.7,occasional,5,none,none,none,none,0.0,1.39,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,574.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
261,IRR-ZAM-2019-00261,Zambia,2019,3.67,semi-commercial,False,439.0,15.5,frequent,4,none,none,none,none,0.0,3.67,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,496.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
262,IRR-MAL-2025-00262,Mali,2025,0.54,subsistence,True,788.0,27.0,rare,2,manual,groundwater,solar,individual,0.19,0.36,34.5,10.0,18,excellent,38.0,2.0,False,0.0,False,456.0,404.0,57.5,262.0,2.0,90.0,78.1,40.5,0.0,15.0,as_needed,calendar,rice,54.0,1.86,1,855.0,4556.0,False,True,True,23.2,10.4,good,low,True,False,True,0.3,traditional,low_burden
263,IRR-BUR-2022-00263,Burkina Faso,2022,4.17,semi-commercial,False,400.0,25.1,occasional,6,none,none,none,none,0.0,4.17,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,577.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
264,IRR-ZAM-2020-00264,Zambia,2020,1.04,subsistence,True,1140.0,24.9,occasional,4,drip,groundwater,gravity,cooperative,0.54,0.49,52.3,22.0,5,fair,1354.0,110.0,False,0.0,False,465.0,608.0,91.1,424.0,1.03,81.0,95.0,70.1,0.0,8.0,daily,soil_moisture,rice,26.5,1.86,1,2520.0,4652.0,True,False,False,76.6,0.0,poor,high,False,False,False,9.9,modern,low_burden
265,IRR-ETH-2022-00265,Ethiopia,2022,0.67,semi-commercial,False,1062.0,20.4,rare,3,none,none,none,none,0.0,0.67,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,610.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
266,IRR-MAL-2018-00266,Malawi,2018,0.84,commercial,True,498.0,28.8,occasional,7,flood,groundwater,manual,government,0.73,0.11,86.9,33.0,1,good,293.0,30.0,False,0.0,True,350.0,598.0,39.8,139.0,1.67,71.4,69.0,19.6,0.0,29.0,weekly,calendar,vegetables,51.5,1.27,2,2571.0,3504.0,False,False,False,35.2,0.0,good,low,False,False,True,1.4,traditional,low_burden
267,IRR-MAL-2025-00267,Malawi,2025,2.41,semi-commercial,False,400.0,20.0,rare,2,none,none,none,none,0.0,2.41,0.0,0.0,0,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,low_burden
268,IRR-ETH-2021-00268,Ethiopia,2021,0.28,subsistence,False,1021.0,22.3,frequent,2,none,none,none,none,0.0,0.28,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,501.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
269,IRR-MAL-2024-00269,Malawi,2024,1.13,semi-commercial,False,754.0,15.0,rare,2,none,none,none,none,0.0,1.13,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,635.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
270,IRR-BUR-2019-00270,Burkina Faso,2019,1.58,semi-commercial,False,733.0,15.1,rare,7,none,none,none,none,0.0,1.58,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,625.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
271,IRR-KEN-2022-00271,Kenya,2022,0.94,subsistence,False,701.0,23.9,occasional,4,none,none,none,none,0.0,0.94,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,566.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
272,IRR-TAN-2024-00272,Tanzania,2024,0.96,commercial,False,722.0,29.1,frequent,6,none,none,none,none,0.0,0.96,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,569.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
273,IRR-UGA-2023-00273,Uganda,2023,1.04,semi-commercial,False,890.0,32.1,occasional,4,none,none,none,none,0.0,1.04,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,645.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
274,IRR-UGA-2023-00274,Uganda,2023,1.46,semi-commercial,False,1207.0,15.0,occasional,6,none,none,none,none,0.0,1.46,0.0,0.0,0,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,low_burden
275,IRR-ZAM-2021-00275,Zambia,2021,1.76,semi-commercial,False,1369.0,29.1,frequent,3,none,none,none,none,0.0,1.76,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,676.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
276,IRR-BUR-2025-00276,Burkina Faso,2025,1.95,semi-commercial,False,829.0,32.4,rare,5,none,none,none,none,0.0,1.95,0.0,0.0,0,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,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
277,IRR-BUR-2021-00277,Burkina Faso,2021,2.93,subsistence,False,1145.0,16.0,rare,2,none,none,none,none,0.0,2.93,0.0,0.0,0,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,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
278,IRR-TAN-2020-00278,Tanzania,2020,3.76,semi-commercial,False,664.0,32.8,occasional,6,none,none,none,none,0.0,3.76,0.0,0.0,0,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,low_burden
279,IRR-UGA-2020-00279,Uganda,2020,0.51,subsistence,False,1241.0,32.0,frequent,5,none,none,none,none,0.0,0.51,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,503.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
280,IRR-ETH-2020-00280,Ethiopia,2020,1.98,subsistence,False,400.0,25.3,occasional,3,none,none,none,none,0.0,1.98,0.0,0.0,0,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,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
281,IRR-MAL-2019-00281,Mali,2019,2.67,semi-commercial,False,1170.0,31.7,occasional,3,none,none,none,none,0.0,2.67,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,442.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
282,IRR-ZAM-2025-00282,Zambia,2025,1.11,subsistence,False,890.0,29.9,rare,4,none,none,none,none,0.0,1.11,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,630.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
283,IRR-MAL-2021-00283,Malawi,2021,3.41,commercial,False,940.0,24.7,frequent,4,none,none,none,none,0.0,3.41,0.0,0.0,0,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,True,False,0.0,none,low_burden
284,IRR-NIG-2019-00284,Nigeria,2019,0.51,subsistence,False,989.0,23.8,rare,6,none,none,none,none,0.0,0.51,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,439.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
285,IRR-BUR-2019-00285,Burkina Faso,2019,0.81,subsistence,False,504.0,19.0,rare,4,none,none,none,none,0.0,0.81,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,498.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
286,IRR-MAL-2018-00286,Malawi,2018,4.03,semi-commercial,False,988.0,21.4,frequent,7,none,none,none,none,0.0,4.03,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,587.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
287,IRR-ZAM-2021-00287,Zambia,2021,0.76,semi-commercial,False,861.0,28.4,occasional,2,none,none,none,none,0.0,0.76,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,432.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
288,IRR-UGA-2022-00288,Uganda,2022,2.01,semi-commercial,True,1158.0,19.3,frequent,5,drip,river,diesel,government,0.85,1.16,42.4,27.0,13,good,2128.0,189.0,False,0.0,True,424.0,658.0,83.2,352.0,1.16,77.7,76.1,49.2,139.0,13.0,daily,visual,vegetables,36.7,2.34,1,3605.0,4235.0,True,False,False,0.0,17.6,good,high,True,True,False,5.8,modern,low_burden
289,IRR-ZAM-2025-00289,Zambia,2025,1.68,subsistence,False,951.0,21.9,frequent,4,none,none,none,none,0.0,1.68,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,663.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
290,IRR-BUR-2022-00290,Burkina Faso,2022,1.85,subsistence,False,793.0,23.5,occasional,2,none,none,none,none,0.0,1.85,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,428.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
291,IRR-UGA-2020-00291,Uganda,2020,3.75,subsistence,True,488.0,16.8,occasional,7,flood,groundwater,diesel,individual,1.19,2.56,31.7,51.0,14,good,476.0,51.0,False,0.0,False,642.0,418.0,40.0,257.0,1.36,86.8,73.2,25.4,293.0,48.0,as_needed,soil_moisture,sugarcane,59.7,2.18,2,7634.0,6422.0,False,False,False,75.1,12.9,good,low,False,False,True,0.4,traditional,low_burden
292,IRR-MAL-2023-00292,Mali,2023,1.59,commercial,False,1316.0,30.1,frequent,6,none,none,none,none,0.0,1.59,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,672.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
293,IRR-MAL-2022-00293,Malawi,2022,1.03,commercial,False,1257.0,30.9,occasional,5,none,none,none,none,0.0,1.03,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,457.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
294,IRR-NIG-2024-00294,Nigeria,2024,5.16,semi-commercial,False,904.0,21.2,rare,5,none,none,none,none,0.0,5.16,0.0,0.0,0,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,low_burden
295,IRR-ZAM-2021-00295,Zambia,2021,1.36,subsistence,False,934.0,20.6,frequent,3,none,none,none,none,0.0,1.36,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,696.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
296,IRR-UGA-2021-00296,Uganda,2021,0.65,subsistence,False,920.0,21.7,occasional,2,none,none,none,none,0.0,0.65,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,589.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
297,IRR-GHA-2025-00297,Ghana,2025,1.63,semi-commercial,False,1557.0,29.1,rare,6,none,none,none,none,0.0,1.63,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,689.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
298,IRR-ZAM-2021-00298,Zambia,2021,0.78,subsistence,False,634.0,34.2,rare,7,none,none,none,none,0.0,0.78,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,505.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
299,IRR-KEN-2019-00299,Kenya,2019,1.95,subsistence,False,1049.0,28.1,occasional,4,none,none,none,none,0.0,1.95,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,525.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
300,IRR-ZAM-2019-00300,Zambia,2019,0.78,subsistence,False,1011.0,18.1,occasional,2,none,none,none,none,0.0,0.78,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,589.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
301,IRR-NIG-2024-00301,Nigeria,2024,2.55,subsistence,False,957.0,23.6,occasional,7,none,none,none,none,0.0,2.55,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,484.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
302,IRR-TAN-2024-00302,Tanzania,2024,1.04,semi-commercial,False,778.0,29.5,occasional,7,none,none,none,none,0.0,1.04,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,481.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
303,IRR-MAL-2025-00303,Mali,2025,0.41,subsistence,False,808.0,24.4,rare,2,none,none,none,none,0.0,0.41,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,606.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
304,IRR-TAN-2024-00304,Tanzania,2024,1.19,semi-commercial,False,776.0,27.2,frequent,6,none,none,none,none,0.0,1.19,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,553.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
305,IRR-MAL-2023-00305,Malawi,2023,0.39,subsistence,False,976.0,22.3,occasional,4,none,none,none,none,0.0,0.39,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,466.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
306,IRR-MAL-2019-00306,Malawi,2019,2.28,subsistence,False,1005.0,28.5,occasional,4,none,none,none,none,0.0,2.28,0.0,0.0,0,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,False,False,0.0,none,low_burden
307,IRR-NIG-2022-00307,Nigeria,2022,1.28,semi-commercial,False,437.0,19.1,rare,6,none,none,none,none,0.0,1.28,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,700.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
308,IRR-UGA-2019-00308,Uganda,2019,4.7,subsistence,False,1287.0,33.3,occasional,2,none,none,none,none,0.0,4.7,0.0,0.0,0,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,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
309,IRR-NIG-2018-00309,Nigeria,2018,0.42,semi-commercial,False,888.0,17.8,occasional,4,none,none,none,none,0.0,0.42,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,557.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
310,IRR-ETH-2025-00310,Ethiopia,2025,0.75,subsistence,True,1001.0,17.9,frequent,5,flood,groundwater,electric,government,0.69,0.06,91.7,32.0,13,fair,277.0,27.0,False,0.0,False,733.0,516.0,42.7,313.0,1.32,83.0,76.3,27.0,80.0,28.0,weekly,visual,cotton,54.7,1.65,3,5066.0,7327.0,True,False,False,67.1,5.2,poor,low,False,True,False,1.3,traditional,low_burden
311,IRR-MAL-2023-00311,Mali,2023,4.93,subsistence,False,877.0,25.0,rare,2,none,none,none,none,0.0,4.93,0.0,0.0,0,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,low_burden
312,IRR-MAL-2019-00312,Mali,2019,0.52,subsistence,False,432.0,16.8,frequent,7,none,none,none,none,0.0,0.52,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,528.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
313,IRR-NIG-2023-00313,Nigeria,2023,0.59,subsistence,False,627.0,33.9,rare,7,none,none,none,none,0.0,0.59,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,519.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
314,IRR-ETH-2019-00314,Ethiopia,2019,0.66,subsistence,False,580.0,25.0,rare,3,none,none,none,none,0.0,0.66,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,443.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
315,IRR-TAN-2022-00315,Tanzania,2022,0.96,subsistence,True,1209.0,16.1,rare,2,drip,reservoir,diesel,individual,0.68,0.28,70.7,25.0,0,excellent,1694.0,122.0,False,0.0,True,533.0,697.0,95.0,507.0,2.47,80.6,72.4,55.4,112.0,10.0,weekly,visual,vegetables,23.8,1.79,1,3615.0,5334.0,True,False,False,0.0,21.6,good,high,False,False,True,14.8,modern,low_burden
316,IRR-GHA-2024-00316,Ghana,2024,1.08,semi-commercial,False,999.0,33.6,rare,2,none,none,none,none,0.0,1.08,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,570.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
317,IRR-MAL-2020-00317,Malawi,2020,2.51,subsistence,False,541.0,18.9,occasional,4,none,none,none,none,0.0,2.51,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,639.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
318,IRR-BUR-2021-00318,Burkina Faso,2021,1.56,subsistence,False,917.0,22.1,occasional,5,none,none,none,none,0.0,1.56,0.0,0.0,0,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,low_burden
319,IRR-KEN-2021-00319,Kenya,2021,2.21,semi-commercial,False,1227.0,23.8,frequent,6,none,none,none,none,0.0,2.21,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,677.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
320,IRR-UGA-2022-00320,Uganda,2022,1.01,subsistence,False,400.0,34.0,occasional,3,none,none,none,none,0.0,1.01,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,564.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
321,IRR-MAL-2024-00321,Malawi,2024,3.45,subsistence,False,840.0,31.0,frequent,6,none,none,none,none,0.0,3.45,0.0,0.0,0,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,True,False,0.0,none,low_burden
322,IRR-ZAM-2019-00322,Zambia,2019,1.57,subsistence,False,733.0,18.6,occasional,2,none,none,none,none,0.0,1.57,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,594.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
323,IRR-BUR-2019-00323,Burkina Faso,2019,1.7,subsistence,False,558.0,18.1,occasional,3,none,none,none,none,0.0,1.7,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,482.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
324,IRR-GHA-2018-00324,Ghana,2018,1.65,commercial,False,727.0,16.5,rare,3,none,none,none,none,0.0,1.65,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,430.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
325,IRR-ETH-2024-00325,Ethiopia,2024,0.56,subsistence,False,968.0,27.4,occasional,5,none,none,none,none,0.0,0.56,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,489.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
326,IRR-BUR-2021-00326,Burkina Faso,2021,3.05,commercial,True,1072.0,29.6,frequent,5,drip,groundwater,gravity,cooperative,1.99,1.07,65.0,105.0,6,fair,4964.0,678.0,False,0.0,True,459.0,545.0,95.0,436.0,2.16,92.2,81.6,71.4,0.0,30.0,as_needed,visual,maize,40.8,1.82,2,9114.0,4590.0,False,False,False,37.1,0.0,poor,high,False,True,False,8.0,modern,low_burden
327,IRR-NIG-2018-00327,Nigeria,2018,0.69,semi-commercial,False,758.0,15.7,occasional,7,none,none,none,none,0.0,0.69,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,542.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
328,IRR-KEN-2018-00328,Kenya,2018,0.92,subsistence,False,1116.0,24.5,occasional,2,none,none,none,none,0.0,0.92,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,672.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
329,IRR-KEN-2023-00329,Kenya,2023,0.87,semi-commercial,False,694.0,22.9,occasional,4,none,none,none,none,0.0,0.87,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,475.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
330,IRR-BUR-2021-00330,Burkina Faso,2021,1.21,subsistence,False,694.0,34.9,rare,6,none,none,none,none,0.0,1.21,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,567.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
331,IRR-ZAM-2022-00331,Zambia,2022,1.43,semi-commercial,False,895.0,29.0,occasional,7,none,none,none,none,0.0,1.43,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,676.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
332,IRR-MAL-2018-00332,Malawi,2018,1.41,subsistence,False,1038.0,29.5,occasional,5,none,none,none,none,0.0,1.41,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,484.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
333,IRR-MAL-2025-00333,Mali,2025,1.52,subsistence,True,812.0,31.1,rare,2,flood,rainwater_harvesting,solar,individual,0.93,0.59,61.4,34.0,15,good,374.0,35.0,False,0.0,False,357.0,570.0,40.3,144.0,1.95,71.8,89.3,25.8,0.0,37.0,biweekly,visual,maize,20.6,1.63,1,3333.0,3567.0,True,False,False,0.0,6.1,good,low,True,False,False,2.4,traditional,low_burden
334,IRR-MAL-2021-00334,Malawi,2021,1.55,subsistence,False,863.0,32.4,occasional,6,none,none,none,none,0.0,1.55,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,597.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
335,IRR-BUR-2024-00335,Burkina Faso,2024,0.37,semi-commercial,False,871.0,32.1,rare,7,none,none,none,none,0.0,0.37,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,640.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
336,IRR-UGA-2020-00336,Uganda,2020,0.91,semi-commercial,False,1163.0,15.6,occasional,2,none,none,none,none,0.0,0.91,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,687.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
337,IRR-ETH-2025-00337,Ethiopia,2025,1.15,subsistence,False,644.0,25.2,occasional,4,none,none,none,none,0.0,1.15,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,638.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
338,IRR-MAL-2022-00338,Mali,2022,0.73,semi-commercial,False,772.0,15.8,occasional,7,none,none,none,none,0.0,0.73,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,657.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
339,IRR-ETH-2023-00339,Ethiopia,2023,1.43,subsistence,False,893.0,32.9,rare,7,none,none,none,none,0.0,1.43,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,465.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
340,IRR-BUR-2025-00340,Burkina Faso,2025,2.4,subsistence,True,1219.0,31.2,occasional,5,sprinkler,reservoir,solar,cooperative,1.51,0.89,63.0,78.0,3,good,2269.0,116.0,False,0.0,False,363.0,566.0,70.2,255.0,2.4,85.7,75.6,45.5,0.0,30.0,biweekly,visual,fruits,52.8,1.2,2,5487.0,3628.0,False,False,False,0.0,11.1,good,medium,True,False,True,3.6,modern,low_burden
341,IRR-BUR-2024-00341,Burkina Faso,2024,1.81,subsistence,False,733.0,33.4,rare,3,none,none,none,none,0.0,1.81,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,682.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
342,IRR-MAL-2021-00342,Mali,2021,3.19,subsistence,True,957.0,25.2,frequent,7,surface,reservoir,diesel,cooperative,3.08,0.11,96.5,163.0,2,poor,2463.0,251.0,False,0.0,False,716.0,455.0,47.7,342.0,1.92,71.3,86.8,29.5,734.0,92.0,as_needed,visual,vegetables,39.4,2.16,1,22051.0,7162.0,False,False,False,0.0,19.1,poor,low,True,True,False,3.9,traditional,low_burden
343,IRR-ZAM-2021-00343,Zambia,2021,1.72,subsistence,False,582.0,26.8,rare,4,none,none,none,none,0.0,1.72,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,459.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
344,IRR-ZAM-2019-00344,Zambia,2019,1.14,subsistence,False,1252.0,31.8,frequent,2,none,none,none,none,0.0,1.14,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,491.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
345,IRR-MAL-2023-00345,Mali,2023,0.82,subsistence,False,1003.0,28.1,occasional,5,none,none,none,none,0.0,0.82,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,454.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
346,IRR-TAN-2020-00346,Tanzania,2020,1.12,semi-commercial,False,853.0,20.5,occasional,2,none,none,none,none,0.0,1.12,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,579.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
347,IRR-TAN-2021-00347,Tanzania,2021,1.35,subsistence,False,984.0,29.8,rare,5,none,none,none,none,0.0,1.35,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,633.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
348,IRR-NIG-2025-00348,Nigeria,2025,1.32,semi-commercial,False,764.0,27.3,rare,2,none,none,none,none,0.0,1.32,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,578.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
349,IRR-ETH-2019-00349,Ethiopia,2019,1.46,subsistence,True,1161.0,33.0,frequent,2,drip,reservoir,gravity,individual,0.74,0.72,50.7,29.0,7,excellent,1858.0,151.0,False,0.0,True,739.0,674.0,79.0,584.0,1.58,79.5,84.7,53.2,0.0,11.0,biweekly,visual,vegetables,53.7,2.47,2,5492.0,7390.0,False,False,False,0.0,0.0,good,high,False,True,True,4.7,modern,low_burden
350,IRR-ZAM-2021-00350,Zambia,2021,1.05,subsistence,False,988.0,18.0,rare,4,none,none,none,none,0.0,1.05,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,698.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
351,IRR-MAL-2018-00351,Malawi,2018,1.19,semi-commercial,True,511.0,28.1,occasional,7,surface,rainwater_harvesting,wind,shared,0.89,0.3,74.5,48.0,14,poor,710.0,55.0,False,0.0,False,688.0,434.0,50.7,349.0,1.71,83.1,85.5,36.0,0.0,27.0,as_needed,visual,vegetables,30.9,1.66,1,6104.0,6879.0,False,False,False,0.0,0.0,poor,low,False,False,False,3.9,traditional,low_burden
352,IRR-NIG-2018-00352,Nigeria,2018,0.97,subsistence,False,879.0,21.4,occasional,2,none,none,none,none,0.0,0.97,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,555.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
353,IRR-BUR-2018-00353,Burkina Faso,2018,3.67,subsistence,False,712.0,30.3,rare,6,none,none,none,none,0.0,3.67,0.0,0.0,0,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,low_burden
354,IRR-KEN-2025-00354,Kenya,2025,3.03,semi-commercial,False,726.0,19.7,occasional,7,none,none,none,none,0.0,3.03,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,631.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
355,IRR-MAL-2023-00355,Malawi,2023,0.47,semi-commercial,True,1032.0,32.3,rare,2,surface,river,wind,individual,0.23,0.24,49.2,14.0,7,good,187.0,23.0,True,93.0,False,442.0,421.0,56.1,248.0,0.8,86.9,67.5,32.9,0.0,7.0,biweekly,soil_moisture,fruits,49.0,1.23,2,1032.0,4419.0,False,True,False,0.0,0.0,good,low,True,False,False,1.6,traditional,low_burden
356,IRR-MAL-2022-00356,Malawi,2022,2.69,subsistence,False,821.0,22.3,frequent,7,none,none,none,none,0.0,2.69,0.0,0.0,0,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,low_burden
357,IRR-UGA-2024-00357,Uganda,2024,0.84,semi-commercial,False,771.0,34.6,occasional,4,none,none,none,none,0.0,0.84,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,631.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
358,IRR-TAN-2025-00358,Tanzania,2025,1.58,semi-commercial,False,1323.0,29.6,rare,4,none,none,none,none,0.0,1.58,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,693.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
359,IRR-NIG-2019-00359,Nigeria,2019,0.68,subsistence,False,780.0,34.7,occasional,3,none,none,none,none,0.0,0.68,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,610.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
360,IRR-BUR-2024-00360,Burkina Faso,2024,0.54,subsistence,False,1300.0,21.1,occasional,6,none,none,none,none,0.0,0.54,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,497.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
361,IRR-TAN-2022-00361,Tanzania,2022,3.29,subsistence,False,1139.0,33.8,occasional,2,none,none,none,none,0.0,3.29,0.0,0.0,0,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,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
362,IRR-MAL-2022-00362,Malawi,2022,2.34,subsistence,False,866.0,20.5,occasional,5,none,none,none,none,0.0,2.34,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,481.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
363,IRR-GHA-2025-00363,Ghana,2025,3.68,semi-commercial,True,1349.0,19.0,rare,2,drip,river,diesel,government,1.66,2.02,45.1,65.0,16,fair,4141.0,539.0,False,0.0,True,363.0,437.0,85.9,312.0,2.28,92.1,73.2,57.9,356.0,25.0,daily,calendar,cotton,56.7,1.79,1,6015.0,3631.0,False,False,False,0.0,9.8,poor,high,True,False,False,4.0,modern,low_burden
364,IRR-TAN-2025-00364,Tanzania,2025,1.15,semi-commercial,True,400.0,17.6,rare,2,center_pivot,lake,diesel,cooperative,1.15,0.0,99.8,46.0,0,good,5743.0,779.0,True,2460.0,True,664.0,541.0,72.9,484.0,2.04,91.4,72.0,47.9,268.0,11.0,weekly,calendar,rice,41.0,2.21,3,7631.0,6643.0,False,False,False,0.0,5.1,good,high,True,False,False,24.3,traditional,low_burden
365,IRR-NIG-2021-00365,Nigeria,2021,2.29,semi-commercial,False,983.0,18.9,occasional,6,none,none,none,none,0.0,2.29,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,577.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
366,IRR-GHA-2019-00366,Ghana,2019,1.99,semi-commercial,False,636.0,16.4,occasional,6,none,none,none,none,0.0,1.99,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,478.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
367,IRR-MAL-2024-00367,Mali,2024,0.85,commercial,False,400.0,33.2,occasional,4,none,none,none,none,0.0,0.85,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,605.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
368,IRR-GHA-2019-00368,Ghana,2019,1.42,subsistence,False,997.0,20.7,rare,3,none,none,none,none,0.0,1.42,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,533.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
369,IRR-KEN-2021-00369,Kenya,2021,0.72,subsistence,False,600.0,24.7,frequent,7,none,none,none,none,0.0,0.72,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,563.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
370,IRR-MAL-2025-00370,Malawi,2025,0.88,commercial,False,889.0,33.4,occasional,2,none,none,none,none,0.0,0.88,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,482.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
371,IRR-TAN-2018-00371,Tanzania,2018,2.7,semi-commercial,False,936.0,15.1,occasional,5,none,none,none,none,0.0,2.7,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,402.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
372,IRR-TAN-2021-00372,Tanzania,2021,0.43,subsistence,False,726.0,35.0,frequent,3,none,none,none,none,0.0,0.43,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,690.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
373,IRR-ETH-2019-00373,Ethiopia,2019,0.22,semi-commercial,False,938.0,20.5,frequent,3,none,none,none,none,0.0,0.22,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,495.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
374,IRR-BUR-2019-00374,Burkina Faso,2019,0.63,semi-commercial,False,744.0,19.2,rare,3,none,none,none,none,0.0,0.63,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,644.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
375,IRR-TAN-2018-00375,Tanzania,2018,0.89,subsistence,False,966.0,28.6,occasional,4,none,none,none,none,0.0,0.89,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,682.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
376,IRR-KEN-2018-00376,Kenya,2018,2.87,semi-commercial,False,778.0,29.3,rare,4,none,none,none,none,0.0,2.87,0.0,0.0,0,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,low_burden
377,IRR-MAL-2020-00377,Malawi,2020,0.77,subsistence,False,760.0,26.9,rare,4,none,none,none,none,0.0,0.77,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,605.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
378,IRR-UGA-2020-00378,Uganda,2020,1.05,subsistence,True,400.0,18.1,frequent,4,sprinkler,groundwater,electric,individual,0.42,0.63,39.7,21.0,8,excellent,625.0,80.0,False,0.0,False,401.0,619.0,78.9,316.0,1.01,72.2,88.5,50.4,40.0,8.0,biweekly,visual,vegetables,31.1,1.86,2,1670.0,4008.0,False,False,False,13.6,8.7,good,medium,False,True,True,3.8,modern,low_burden
379,IRR-ETH-2019-00379,Ethiopia,2019,4.71,semi-commercial,False,1114.0,19.4,occasional,3,none,none,none,none,0.0,4.71,0.0,0.0,0,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,low_burden
380,IRR-GHA-2025-00380,Ghana,2025,3.14,subsistence,False,1165.0,17.2,occasional,5,none,none,none,none,0.0,3.14,0.0,0.0,0,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,False,False,0.0,none,low_burden
381,IRR-GHA-2019-00381,Ghana,2019,1.06,subsistence,False,1079.0,24.6,rare,7,none,none,none,none,0.0,1.06,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,667.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
382,IRR-ETH-2023-00382,Ethiopia,2023,0.74,subsistence,False,511.0,26.4,frequent,4,none,none,none,none,0.0,0.74,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,437.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
383,IRR-TAN-2019-00383,Tanzania,2019,0.2,subsistence,False,1185.0,21.5,frequent,4,none,none,none,none,0.0,0.2,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,600.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
384,IRR-ZAM-2018-00384,Zambia,2018,1.37,subsistence,False,1143.0,21.8,rare,4,none,none,none,none,0.0,1.37,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,545.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
385,IRR-GHA-2020-00385,Ghana,2020,1.29,semi-commercial,False,896.0,27.6,rare,6,none,none,none,none,0.0,1.29,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,617.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
386,IRR-GHA-2022-00386,Ghana,2022,0.51,subsistence,False,1267.0,25.6,frequent,3,none,none,none,none,0.0,0.51,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,579.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
387,IRR-MAL-2023-00387,Mali,2023,3.32,subsistence,False,413.0,34.6,rare,7,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,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
388,IRR-NIG-2018-00388,Nigeria,2018,3.13,subsistence,False,649.0,19.9,rare,4,none,none,none,none,0.0,3.13,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,403.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
389,IRR-KEN-2020-00389,Kenya,2020,2.1,semi-commercial,False,820.0,21.3,frequent,7,none,none,none,none,0.0,2.1,0.0,0.0,0,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,low_burden
390,IRR-ETH-2022-00390,Ethiopia,2022,0.86,commercial,False,501.0,21.2,rare,3,none,none,none,none,0.0,0.86,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,492.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
391,IRR-MAL-2023-00391,Malawi,2023,0.72,commercial,True,924.0,32.1,occasional,4,drip,river,diesel,individual,0.53,0.19,73.1,19.0,7,fair,1314.0,166.0,False,0.0,False,383.0,413.0,86.4,331.0,2.12,86.3,91.1,67.9,95.0,8.0,weekly,calendar,rice,28.2,2.14,1,2014.0,3833.0,False,False,False,0.0,15.8,poor,high,False,False,False,13.0,modern,low_burden
392,IRR-TAN-2023-00392,Tanzania,2023,1.53,semi-commercial,False,1096.0,26.8,rare,2,none,none,none,none,0.0,1.53,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,655.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
393,IRR-KEN-2024-00393,Kenya,2024,0.63,subsistence,False,468.0,32.7,frequent,5,none,none,none,none,0.0,0.63,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,472.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
394,IRR-UGA-2020-00394,Uganda,2020,1.54,subsistence,False,1181.0,31.6,rare,5,none,none,none,none,0.0,1.54,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,468.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
395,IRR-BUR-2021-00395,Burkina Faso,2021,4.54,semi-commercial,False,733.0,26.0,occasional,5,none,none,none,none,0.0,4.54,0.0,0.0,0,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,low_burden
396,IRR-ZAM-2019-00396,Zambia,2019,0.94,subsistence,False,860.0,27.5,occasional,4,none,none,none,none,0.0,0.94,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,551.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
397,IRR-NIG-2021-00397,Nigeria,2021,0.76,semi-commercial,False,1181.0,24.8,rare,4,none,none,none,none,0.0,0.76,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,505.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
398,IRR-MAL-2019-00398,Mali,2019,0.85,subsistence,True,778.0,23.3,frequent,7,manual,river,electric,cooperative,0.46,0.39,54.1,19.0,8,poor,92.0,10.0,False,0.0,True,645.0,593.0,63.4,409.0,2.27,84.1,68.8,36.7,24.0,37.0,biweekly,soil_moisture,fruits,38.0,1.41,1,2957.0,6447.0,False,False,True,0.0,16.1,poor,low,False,False,False,0.6,traditional,low_burden
399,IRR-UGA-2022-00399,Uganda,2022,1.06,subsistence,False,677.0,21.1,occasional,3,none,none,none,none,0.0,1.06,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,566.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
400,IRR-ETH-2023-00400,Ethiopia,2023,0.42,commercial,False,976.0,18.5,rare,4,none,none,none,none,0.0,0.42,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,543.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
401,IRR-BUR-2022-00401,Burkina Faso,2022,1.73,subsistence,False,772.0,27.4,occasional,5,none,none,none,none,0.0,1.73,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,679.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
402,IRR-GHA-2020-00402,Ghana,2020,1.0,subsistence,False,857.0,28.2,rare,7,none,none,none,none,0.0,1.0,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,542.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
403,IRR-UGA-2018-00403,Uganda,2018,1.3,subsistence,False,1078.0,21.0,frequent,4,none,none,none,none,0.0,1.3,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,438.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
404,IRR-BUR-2022-00404,Burkina Faso,2022,0.38,subsistence,False,1126.0,29.3,occasional,5,none,none,none,none,0.0,0.38,0.0,0.0,0,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,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
405,IRR-ZAM-2019-00405,Zambia,2019,2.91,subsistence,True,896.0,25.6,occasional,5,surface,reservoir,diesel,government,0.92,1.99,31.6,42.0,7,poor,734.0,79.0,False,0.0,True,604.0,604.0,48.4,293.0,1.95,92.0,89.2,39.8,173.0,28.0,weekly,soil_moisture,vegetables,41.7,1.53,1,5545.0,6042.0,True,False,True,0.0,2.5,poor,low,True,False,False,1.2,traditional,low_burden
406,IRR-MAL-2021-00406,Mali,2021,0.49,commercial,False,1020.0,24.0,occasional,5,none,none,none,none,0.0,0.49,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,488.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
407,IRR-KEN-2021-00407,Kenya,2021,0.7,subsistence,False,1302.0,23.8,rare,2,none,none,none,none,0.0,0.7,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,401.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
408,IRR-KEN-2019-00408,Kenya,2019,1.03,commercial,False,853.0,29.2,occasional,6,none,none,none,none,0.0,1.03,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,432.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
409,IRR-UGA-2023-00409,Uganda,2023,1.17,subsistence,False,943.0,24.2,occasional,5,none,none,none,none,0.0,1.17,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,553.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
410,IRR-ETH-2018-00410,Ethiopia,2018,1.89,subsistence,False,920.0,31.1,frequent,5,none,none,none,none,0.0,1.89,0.0,0.0,0,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,True,False,0.0,none,low_burden
411,IRR-MAL-2024-00411,Mali,2024,1.8,semi-commercial,False,1017.0,32.7,occasional,4,none,none,none,none,0.0,1.8,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,415.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
412,IRR-MAL-2024-00412,Mali,2024,1.46,subsistence,False,901.0,31.5,frequent,4,none,none,none,none,0.0,1.46,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,627.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
413,IRR-GHA-2025-00413,Ghana,2025,0.73,semi-commercial,False,744.0,34.7,occasional,6,none,none,none,none,0.0,0.73,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,460.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
414,IRR-UGA-2024-00414,Uganda,2024,0.72,subsistence,False,625.0,24.0,frequent,4,none,none,none,none,0.0,0.72,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,629.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
415,IRR-MAL-2020-00415,Malawi,2020,5.71,subsistence,False,1248.0,27.3,occasional,7,none,none,none,none,0.0,5.71,0.0,0.0,0,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,low_burden
416,IRR-GHA-2023-00416,Ghana,2023,10.99,subsistence,False,1054.0,20.0,occasional,3,none,none,none,none,0.0,10.99,0.0,0.0,0,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,low_burden
417,IRR-MAL-2022-00417,Malawi,2022,1.7,subsistence,False,1134.0,27.7,frequent,2,none,none,none,none,0.0,1.7,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,412.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
418,IRR-ETH-2019-00418,Ethiopia,2019,0.97,commercial,False,487.0,30.3,occasional,3,none,none,none,none,0.0,0.97,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,448.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
419,IRR-NIG-2020-00419,Nigeria,2020,2.27,semi-commercial,False,1034.0,21.8,rare,6,none,none,none,none,0.0,2.27,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,661.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
420,IRR-MAL-2020-00420,Mali,2020,2.58,semi-commercial,False,998.0,19.1,frequent,4,none,none,none,none,0.0,2.58,0.0,0.0,0,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,True,False,0.0,none,low_burden
421,IRR-ZAM-2024-00421,Zambia,2024,2.48,semi-commercial,False,1411.0,31.4,occasional,7,none,none,none,none,0.0,2.48,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,423.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
422,IRR-ZAM-2025-00422,Zambia,2025,1.19,commercial,False,1097.0,31.6,occasional,5,none,none,none,none,0.0,1.19,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,699.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
423,IRR-UGA-2022-00423,Uganda,2022,1.69,semi-commercial,False,1257.0,19.3,frequent,5,none,none,none,none,0.0,1.69,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,466.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
424,IRR-BUR-2024-00424,Burkina Faso,2024,0.57,subsistence,False,1031.0,18.8,occasional,3,none,none,none,none,0.0,0.57,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,569.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
425,IRR-BUR-2024-00425,Burkina Faso,2024,0.33,subsistence,False,1118.0,21.5,occasional,7,none,none,none,none,0.0,0.33,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,412.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
426,IRR-NIG-2019-00426,Nigeria,2019,1.47,subsistence,False,1394.0,22.1,rare,6,none,none,none,none,0.0,1.47,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,645.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
427,IRR-NIG-2018-00427,Nigeria,2018,0.7,subsistence,False,1343.0,15.6,frequent,6,none,none,none,none,0.0,0.7,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,444.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
428,IRR-BUR-2021-00428,Burkina Faso,2021,3.76,semi-commercial,True,1055.0,27.9,frequent,3,manual,reservoir,electric,individual,2.86,0.9,76.1,122.0,16,fair,571.0,34.0,True,331.0,False,715.0,461.0,65.2,466.0,1.06,73.2,84.4,40.3,377.0,229.0,biweekly,weather_based,fruits,30.8,2.27,1,20425.0,7150.0,False,False,True,0.0,15.2,poor,low,True,False,False,1.0,traditional,low_burden
429,IRR-KEN-2023-00429,Kenya,2023,1.67,subsistence,False,635.0,17.1,occasional,3,none,none,none,none,0.0,1.67,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,643.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
430,IRR-KEN-2021-00430,Kenya,2021,1.47,subsistence,False,733.0,33.9,rare,2,none,none,none,none,0.0,1.47,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,605.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
431,IRR-BUR-2019-00431,Burkina Faso,2019,1.66,semi-commercial,False,850.0,15.0,occasional,7,none,none,none,none,0.0,1.66,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,665.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
432,IRR-GHA-2024-00432,Ghana,2024,0.95,subsistence,False,819.0,28.3,rare,7,none,none,none,none,0.0,0.95,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,497.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
433,IRR-GHA-2020-00433,Ghana,2020,4.7,subsistence,True,884.0,18.4,occasional,5,flood,lake,electric,individual,2.73,1.97,58.0,146.0,2,fair,1090.0,66.0,False,0.0,False,569.0,540.0,41.9,238.0,0.99,94.5,65.3,25.9,189.0,109.0,daily,calendar,vegetables,37.7,1.52,1,15497.0,5686.0,False,True,False,0.0,9.0,poor,low,True,False,False,1.2,traditional,low_burden
434,IRR-TAN-2024-00434,Tanzania,2024,1.08,subsistence,False,901.0,21.0,occasional,4,none,none,none,none,0.0,1.08,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,400.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
435,IRR-GHA-2023-00435,Ghana,2023,2.33,semi-commercial,False,1132.0,34.4,occasional,5,none,none,none,none,0.0,2.33,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,601.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
436,IRR-MAL-2020-00436,Mali,2020,0.58,subsistence,False,855.0,32.6,occasional,5,none,none,none,none,0.0,0.58,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,601.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
437,IRR-GHA-2020-00437,Ghana,2020,6.69,subsistence,False,628.0,19.9,occasional,7,none,none,none,none,0.0,6.69,0.0,0.0,0,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,low_burden
438,IRR-ETH-2025-00438,Ethiopia,2025,1.69,subsistence,False,568.0,21.5,rare,2,none,none,none,none,0.0,1.69,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,603.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
439,IRR-BUR-2023-00439,Burkina Faso,2023,3.34,subsistence,False,682.0,29.3,frequent,6,none,none,none,none,0.0,3.34,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,571.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
440,IRR-ETH-2021-00440,Ethiopia,2021,3.29,subsistence,False,1040.0,15.2,occasional,3,none,none,none,none,0.0,3.29,0.0,0.0,0,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,low_burden
441,IRR-MAL-2019-00441,Malawi,2019,3.8,semi-commercial,True,826.0,33.2,occasional,5,drip,river,solar,individual,3.02,0.77,79.6,95.0,9,good,7556.0,870.0,False,0.0,True,614.0,468.0,86.4,530.0,2.22,85.1,72.1,53.0,0.0,45.0,weekly,visual,rice,45.7,2.0,1,18544.0,6136.0,False,False,False,0.0,3.4,good,high,False,False,False,8.7,modern,low_burden
442,IRR-ZAM-2019-00442,Zambia,2019,0.63,semi-commercial,False,664.0,16.0,occasional,2,none,none,none,none,0.0,0.63,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,517.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
443,IRR-MAL-2024-00443,Malawi,2024,1.36,semi-commercial,False,515.0,16.6,occasional,3,none,none,none,none,0.0,1.36,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,665.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
444,IRR-UGA-2023-00444,Uganda,2023,0.68,subsistence,False,698.0,31.0,rare,5,none,none,none,none,0.0,0.68,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,624.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
445,IRR-ETH-2018-00445,Ethiopia,2018,1.15,subsistence,False,1053.0,20.1,frequent,4,none,none,none,none,0.0,1.15,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,650.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
446,IRR-MAL-2022-00446,Malawi,2022,2.0,semi-commercial,False,993.0,18.3,occasional,7,none,none,none,none,0.0,2.0,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,626.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
447,IRR-MAL-2024-00447,Mali,2024,2.69,subsistence,False,1080.0,15.3,rare,5,none,none,none,none,0.0,2.69,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,631.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
448,IRR-UGA-2020-00448,Uganda,2020,1.91,semi-commercial,False,1306.0,17.5,frequent,5,none,none,none,none,0.0,1.91,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,656.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
449,IRR-GHA-2024-00449,Ghana,2024,3.45,subsistence,False,949.0,23.3,frequent,4,none,none,none,none,0.0,3.45,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,417.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
450,IRR-MAL-2022-00450,Mali,2022,1.79,commercial,False,1157.0,19.0,frequent,6,none,none,none,none,0.0,1.79,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,699.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
451,IRR-BUR-2018-00451,Burkina Faso,2018,1.51,subsistence,False,853.0,31.0,frequent,6,none,none,none,none,0.0,1.51,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,497.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
452,IRR-MAL-2020-00452,Malawi,2020,1.69,semi-commercial,False,972.0,18.1,frequent,3,none,none,none,none,0.0,1.69,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,584.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
453,IRR-KEN-2025-00453,Kenya,2025,1.27,semi-commercial,False,925.0,32.9,occasional,5,none,none,none,none,0.0,1.27,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,455.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
454,IRR-KEN-2021-00454,Kenya,2021,2.32,subsistence,False,874.0,30.1,rare,7,none,none,none,none,0.0,2.32,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,583.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
455,IRR-ZAM-2021-00455,Zambia,2021,0.41,subsistence,True,1001.0,29.9,frequent,6,sprinkler,groundwater,solar,individual,0.34,0.07,82.2,18.0,9,poor,511.0,38.0,False,0.0,False,564.0,467.0,64.5,363.0,2.0,83.7,81.7,44.1,0.0,7.0,daily,weather_based,maize,59.8,1.8,2,1921.0,5635.0,True,False,False,66.1,20.7,poor,medium,True,True,False,4.1,modern,low_burden
456,IRR-UGA-2018-00456,Uganda,2018,1.07,semi-commercial,False,995.0,28.2,occasional,7,none,none,none,none,0.0,1.07,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,582.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
457,IRR-TAN-2023-00457,Tanzania,2023,1.18,semi-commercial,False,761.0,16.3,frequent,5,none,none,none,none,0.0,1.18,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,554.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
458,IRR-MAL-2023-00458,Malawi,2023,0.43,semi-commercial,False,1112.0,19.0,occasional,3,none,none,none,none,0.0,0.43,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,609.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
459,IRR-TAN-2021-00459,Tanzania,2021,3.95,subsistence,False,676.0,20.0,occasional,6,none,none,none,none,0.0,3.95,0.0,0.0,0,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,low_burden
460,IRR-MAL-2020-00460,Mali,2020,6.3,semi-commercial,False,747.0,32.5,occasional,7,none,none,none,none,0.0,6.3,0.0,0.0,0,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,low_burden
461,IRR-TAN-2025-00461,Tanzania,2025,1.58,semi-commercial,False,942.0,33.8,rare,3,none,none,none,none,0.0,1.58,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,430.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
462,IRR-MAL-2025-00462,Malawi,2025,0.47,subsistence,False,784.0,31.4,occasional,5,none,none,none,none,0.0,0.47,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,566.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
463,IRR-ETH-2021-00463,Ethiopia,2021,1.5,semi-commercial,False,764.0,21.6,frequent,5,none,none,none,none,0.0,1.5,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,615.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
464,IRR-NIG-2019-00464,Nigeria,2019,1.39,subsistence,False,1013.0,18.3,occasional,5,none,none,none,none,0.0,1.39,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,453.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
465,IRR-MAL-2025-00465,Malawi,2025,2.13,subsistence,False,445.0,24.8,rare,3,none,none,none,none,0.0,2.13,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,478.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
466,IRR-ZAM-2024-00466,Zambia,2024,2.95,commercial,False,960.0,31.9,rare,6,none,none,none,none,0.0,2.95,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,435.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
467,IRR-ZAM-2021-00467,Zambia,2021,0.89,semi-commercial,True,933.0,31.0,occasional,5,center_pivot,reservoir,solar,individual,0.35,0.54,39.4,21.0,11,fair,1751.0,135.0,False,0.0,True,432.0,578.0,84.0,363.0,2.12,91.7,68.8,53.0,0.0,4.0,weekly,visual,vegetables,49.9,1.59,2,1513.0,4321.0,True,False,False,0.0,22.2,poor,high,True,False,False,7.9,traditional,low_burden
468,IRR-UGA-2022-00468,Uganda,2022,1.13,semi-commercial,False,1003.0,28.1,frequent,3,none,none,none,none,0.0,1.13,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,608.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
469,IRR-ZAM-2019-00469,Zambia,2019,1.04,subsistence,False,759.0,28.3,occasional,6,none,none,none,none,0.0,1.04,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,504.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
470,IRR-MAL-2022-00470,Malawi,2022,1.01,subsistence,False,1010.0,16.5,occasional,4,none,none,none,none,0.0,1.01,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,493.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
471,IRR-KEN-2019-00471,Kenya,2019,0.36,subsistence,False,1532.0,30.5,rare,4,none,none,none,none,0.0,0.36,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,640.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
472,IRR-MAL-2021-00472,Malawi,2021,1.19,commercial,False,707.0,30.1,occasional,2,none,none,none,none,0.0,1.19,0.0,0.0,0,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,low_burden
473,IRR-BUR-2022-00473,Burkina Faso,2022,1.89,semi-commercial,False,1141.0,22.3,rare,4,none,none,none,none,0.0,1.89,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,685.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
474,IRR-GHA-2023-00474,Ghana,2023,0.49,commercial,False,1095.0,22.5,occasional,2,none,none,none,none,0.0,0.49,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,645.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
475,IRR-GHA-2024-00475,Ghana,2024,0.65,subsistence,False,1021.0,16.2,occasional,5,none,none,none,none,0.0,0.65,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,656.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
476,IRR-MAL-2018-00476,Malawi,2018,1.53,semi-commercial,True,906.0,17.4,rare,7,surface,rainwater_harvesting,gravity,government,1.51,0.02,98.5,86.0,14,poor,1205.0,161.0,False,0.0,True,736.0,446.0,48.4,356.0,2.37,74.3,71.1,25.5,0.0,45.0,weekly,visual,rice,20.8,2.49,2,11075.0,7355.0,False,True,False,0.0,0.0,poor,low,False,False,False,7.6,traditional,low_burden
477,IRR-UGA-2024-00477,Uganda,2024,0.92,subsistence,False,1330.0,20.3,occasional,7,none,none,none,none,0.0,0.92,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,530.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
478,IRR-KEN-2024-00478,Kenya,2024,4.21,subsistence,True,862.0,26.4,frequent,2,flood,groundwater,diesel,individual,3.83,0.38,90.9,171.0,17,good,1530.0,121.0,True,619.0,False,368.0,676.0,38.8,143.0,0.82,74.6,84.3,24.4,783.0,153.0,biweekly,visual,maize,22.7,2.31,1,14088.0,3682.0,True,False,True,12.2,20.4,good,low,True,False,True,3.2,traditional,low_burden
479,IRR-KEN-2018-00479,Kenya,2018,12.75,semi-commercial,False,448.0,25.8,occasional,4,none,none,none,none,0.0,12.75,0.0,0.0,0,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,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
480,IRR-UGA-2022-00480,Uganda,2022,3.22,subsistence,False,1299.0,17.6,occasional,7,none,none,none,none,0.0,3.22,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,580.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
481,IRR-ETH-2021-00481,Ethiopia,2021,1.47,commercial,False,944.0,22.7,rare,5,none,none,none,none,0.0,1.47,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,400.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
482,IRR-MAL-2022-00482,Mali,2022,0.92,subsistence,True,1275.0,19.9,rare,4,drip,river,diesel,shared,0.74,0.18,80.8,28.0,5,good,1850.0,269.0,False,0.0,True,395.0,455.0,86.5,342.0,1.12,73.9,72.9,46.6,169.0,11.0,biweekly,calendar,rice,50.9,1.62,3,2924.0,3953.0,False,False,False,0.0,10.2,good,high,False,False,False,7.9,modern,low_burden
483,IRR-GHA-2022-00483,Ghana,2022,1.39,commercial,False,1156.0,21.8,occasional,2,none,none,none,none,0.0,1.39,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,667.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
484,IRR-MAL-2022-00484,Malawi,2022,1.22,semi-commercial,False,1025.0,22.8,occasional,6,none,none,none,none,0.0,1.22,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,697.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
485,IRR-TAN-2022-00485,Tanzania,2022,3.7,subsistence,True,741.0,31.2,occasional,4,surface,rainwater_harvesting,gravity,individual,2.72,0.98,73.6,132.0,0,excellent,2178.0,151.0,True,1206.0,True,543.0,413.0,52.5,285.0,2.14,73.7,73.8,28.5,0.0,82.0,as_needed,calendar,rice,39.9,1.93,1,14781.0,5430.0,True,False,False,0.0,0.0,good,low,False,False,False,2.9,traditional,low_burden
486,IRR-MAL-2020-00486,Mali,2020,1.91,subsistence,False,1061.0,28.9,rare,4,none,none,none,none,0.0,1.91,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,531.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
487,IRR-BUR-2019-00487,Burkina Faso,2019,2.36,subsistence,False,400.0,24.7,occasional,3,none,none,none,none,0.0,2.36,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,530.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
488,IRR-TAN-2025-00488,Tanzania,2025,1.74,subsistence,False,557.0,23.4,occasional,4,none,none,none,none,0.0,1.74,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,651.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
489,IRR-BUR-2023-00489,Burkina Faso,2023,0.55,subsistence,False,1016.0,16.8,frequent,5,none,none,none,none,0.0,0.55,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,585.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
490,IRR-BUR-2019-00490,Burkina Faso,2019,0.82,subsistence,False,977.0,33.4,occasional,6,none,none,none,none,0.0,0.82,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,433.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
491,IRR-ZAM-2019-00491,Zambia,2019,1.11,subsistence,True,725.0,24.1,frequent,3,flood,river,diesel,shared,0.51,0.61,45.5,24.0,1,excellent,203.0,11.0,False,0.0,False,664.0,463.0,45.6,303.0,2.07,71.5,83.1,27.1,78.0,20.0,weekly,visual,cotton,53.5,1.93,2,3364.0,6636.0,False,False,False,0.0,18.6,good,low,True,True,False,0.7,traditional,low_burden
492,IRR-UGA-2024-00492,Uganda,2024,0.98,semi-commercial,False,400.0,19.1,occasional,7,none,none,none,none,0.0,0.98,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,449.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
493,IRR-ETH-2024-00493,Ethiopia,2024,1.17,semi-commercial,False,485.0,18.1,frequent,2,none,none,none,none,0.0,1.17,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,686.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
494,IRR-UGA-2023-00494,Uganda,2023,1.42,semi-commercial,False,1037.0,27.0,rare,3,none,none,none,none,0.0,1.42,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,660.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
495,IRR-GHA-2022-00495,Ghana,2022,1.08,semi-commercial,False,961.0,20.0,occasional,5,none,none,none,none,0.0,1.08,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,687.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
496,IRR-TAN-2021-00496,Tanzania,2021,0.63,subsistence,False,415.0,18.0,occasional,5,none,none,none,none,0.0,0.63,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,672.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
497,IRR-MAL-2020-00497,Mali,2020,1.15,semi-commercial,False,568.0,24.9,occasional,4,none,none,none,none,0.0,1.15,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,632.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
498,IRR-UGA-2024-00498,Uganda,2024,2.44,subsistence,False,654.0,33.9,occasional,7,none,none,none,none,0.0,2.44,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,504.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
499,IRR-TAN-2025-00499,Tanzania,2025,1.29,semi-commercial,False,706.0,19.1,occasional,5,none,none,none,none,0.0,1.29,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,611.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
500,IRR-NIG-2018-00500,Nigeria,2018,3.16,semi-commercial,False,1090.0,20.9,frequent,3,none,none,none,none,0.0,3.16,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,539.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
501,IRR-NIG-2019-00501,Nigeria,2019,1.08,semi-commercial,False,906.0,20.5,rare,7,none,none,none,none,0.0,1.08,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,693.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
502,IRR-TAN-2019-00502,Tanzania,2019,1.36,subsistence,False,1352.0,30.2,frequent,4,none,none,none,none,0.0,1.36,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,567.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
503,IRR-UGA-2025-00503,Uganda,2025,2.99,subsistence,False,1207.0,29.5,frequent,2,none,none,none,none,0.0,2.99,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,463.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
504,IRR-UGA-2019-00504,Uganda,2019,1.6,semi-commercial,False,1152.0,25.7,rare,2,none,none,none,none,0.0,1.6,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,461.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
505,IRR-TAN-2022-00505,Tanzania,2022,0.68,semi-commercial,False,819.0,16.6,rare,6,none,none,none,none,0.0,0.68,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,434.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
506,IRR-UGA-2021-00506,Uganda,2021,1.28,subsistence,False,400.0,33.3,occasional,5,none,none,none,none,0.0,1.28,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,552.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
507,IRR-GHA-2024-00507,Ghana,2024,2.67,subsistence,False,1543.0,31.3,rare,7,none,none,none,none,0.0,2.67,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,446.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
508,IRR-ETH-2021-00508,Ethiopia,2021,0.69,semi-commercial,False,763.0,24.8,rare,3,none,none,none,none,0.0,0.69,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,624.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
509,IRR-MAL-2018-00509,Malawi,2018,1.46,semi-commercial,False,1293.0,29.3,rare,6,none,none,none,none,0.0,1.46,0.0,0.0,0,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,low_burden
510,IRR-GHA-2019-00510,Ghana,2019,0.43,commercial,False,813.0,27.1,frequent,6,none,none,none,none,0.0,0.43,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,435.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
511,IRR-ETH-2025-00511,Ethiopia,2025,1.98,subsistence,False,885.0,24.3,frequent,6,none,none,none,none,0.0,1.98,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,620.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
512,IRR-ZAM-2025-00512,Zambia,2025,1.45,semi-commercial,True,1541.0,20.2,occasional,3,surface,rainwater_harvesting,diesel,shared,0.81,0.64,56.2,39.0,16,poor,652.0,54.0,False,0.0,False,590.0,663.0,57.4,338.0,0.87,93.6,61.4,33.0,177.0,24.0,biweekly,soil_moisture,vegetables,25.9,1.43,2,4805.0,5896.0,True,False,False,0.0,17.0,poor,low,False,False,False,3.5,traditional,low_burden
513,IRR-GHA-2018-00513,Ghana,2018,0.75,subsistence,False,987.0,15.5,occasional,3,none,none,none,none,0.0,0.75,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,482.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
514,IRR-KEN-2020-00514,Kenya,2020,0.7,subsistence,False,1430.0,26.7,occasional,6,none,none,none,none,0.0,0.7,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,623.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
515,IRR-UGA-2019-00515,Uganda,2019,2.18,semi-commercial,False,802.0,15.7,occasional,2,none,none,none,none,0.0,2.18,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,484.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
516,IRR-ZAM-2020-00516,Zambia,2020,0.47,subsistence,False,882.0,32.1,rare,3,none,none,none,none,0.0,0.47,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,663.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
517,IRR-UGA-2021-00517,Uganda,2021,3.06,subsistence,False,1080.0,28.8,occasional,6,none,none,none,none,0.0,3.06,0.0,0.0,0,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,low_burden
518,IRR-ETH-2020-00518,Ethiopia,2020,1.0,semi-commercial,False,738.0,27.5,occasional,6,none,none,none,none,0.0,1.0,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,627.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
519,IRR-KEN-2025-00519,Kenya,2025,0.44,semi-commercial,False,864.0,24.6,rare,5,none,none,none,none,0.0,0.44,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,690.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
520,IRR-KEN-2020-00520,Kenya,2020,1.3,semi-commercial,False,617.0,35.0,occasional,5,none,none,none,none,0.0,1.3,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,473.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
521,IRR-TAN-2018-00521,Tanzania,2018,1.55,subsistence,False,985.0,18.2,occasional,2,none,none,none,none,0.0,1.55,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,660.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
522,IRR-UGA-2022-00522,Uganda,2022,1.52,semi-commercial,False,908.0,17.2,frequent,2,none,none,none,none,0.0,1.52,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,438.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
523,IRR-UGA-2024-00523,Uganda,2024,2.36,subsistence,False,983.0,15.1,occasional,5,none,none,none,none,0.0,2.36,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,673.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
524,IRR-KEN-2022-00524,Kenya,2022,3.33,semi-commercial,False,1089.0,32.6,occasional,5,none,none,none,none,0.0,3.33,0.0,0.0,0,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,low_burden
525,IRR-TAN-2018-00525,Tanzania,2018,3.74,semi-commercial,False,941.0,31.4,rare,6,none,none,none,none,0.0,3.74,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,588.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
526,IRR-GHA-2018-00526,Ghana,2018,1.14,commercial,False,815.0,34.8,occasional,2,none,none,none,none,0.0,1.14,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,558.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
527,IRR-BUR-2021-00527,Burkina Faso,2021,0.79,commercial,False,795.0,21.6,frequent,3,none,none,none,none,0.0,0.79,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,655.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
528,IRR-UGA-2023-00528,Uganda,2023,1.85,subsistence,False,1262.0,22.4,occasional,6,none,none,none,none,0.0,1.85,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,553.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
529,IRR-MAL-2023-00529,Malawi,2023,1.46,subsistence,False,737.0,24.1,occasional,2,none,none,none,none,0.0,1.46,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,578.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
530,IRR-MAL-2022-00530,Mali,2022,0.73,commercial,False,1166.0,24.5,occasional,3,none,none,none,none,0.0,0.73,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,418.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
531,IRR-MAL-2024-00531,Mali,2024,2.57,subsistence,False,400.0,29.4,occasional,7,none,none,none,none,0.0,2.57,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,587.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
532,IRR-NIG-2018-00532,Nigeria,2018,0.59,subsistence,False,820.0,27.1,rare,2,none,none,none,none,0.0,0.59,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,446.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
533,IRR-MAL-2020-00533,Mali,2020,1.31,semi-commercial,False,400.0,31.8,occasional,4,none,none,none,none,0.0,1.31,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,518.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
534,IRR-TAN-2021-00534,Tanzania,2021,1.41,subsistence,False,787.0,20.5,frequent,4,none,none,none,none,0.0,1.41,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,573.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
535,IRR-ETH-2022-00535,Ethiopia,2022,3.26,semi-commercial,True,647.0,15.3,occasional,3,sprinkler,reservoir,electric,individual,1.0,2.27,30.6,33.0,15,excellent,1498.0,166.0,False,0.0,False,563.0,537.0,76.7,432.0,0.83,76.8,83.3,49.1,141.0,20.0,weekly,visual,sugarcane,51.9,2.35,1,5622.0,5629.0,True,True,False,0.0,22.9,good,medium,False,False,True,1.8,modern,low_burden
536,IRR-GHA-2021-00536,Ghana,2021,2.51,subsistence,False,956.0,24.3,frequent,2,none,none,none,none,0.0,2.51,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,516.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
537,IRR-ETH-2018-00537,Ethiopia,2018,0.23,semi-commercial,False,916.0,27.3,rare,5,none,none,none,none,0.0,0.23,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,597.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
538,IRR-KEN-2021-00538,Kenya,2021,0.89,semi-commercial,False,1255.0,29.3,occasional,2,none,none,none,none,0.0,0.89,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,567.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
539,IRR-MAL-2025-00539,Malawi,2025,0.85,subsistence,False,787.0,24.9,occasional,3,none,none,none,none,0.0,0.85,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,665.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
540,IRR-ZAM-2022-00540,Zambia,2022,2.28,subsistence,False,840.0,20.7,occasional,2,none,none,none,none,0.0,2.28,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,551.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
541,IRR-UGA-2024-00541,Uganda,2024,0.69,subsistence,False,781.0,33.7,occasional,5,none,none,none,none,0.0,0.69,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,410.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
542,IRR-GHA-2022-00542,Ghana,2022,1.16,semi-commercial,False,1392.0,24.9,occasional,2,none,none,none,none,0.0,1.16,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,692.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
543,IRR-NIG-2025-00543,Nigeria,2025,2.38,semi-commercial,False,857.0,29.0,frequent,2,none,none,none,none,0.0,2.38,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,617.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
544,IRR-NIG-2022-00544,Nigeria,2022,1.23,subsistence,False,1343.0,34.9,occasional,5,none,none,none,none,0.0,1.23,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,522.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
545,IRR-ZAM-2018-00545,Zambia,2018,2.4,subsistence,False,1355.0,19.3,frequent,4,none,none,none,none,0.0,2.4,0.0,0.0,0,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,low_burden
546,IRR-TAN-2022-00546,Tanzania,2022,0.63,semi-commercial,True,819.0,26.3,occasional,4,sprinkler,groundwater,diesel,shared,0.2,0.43,31.8,8.0,11,fair,301.0,18.0,False,0.0,False,331.0,596.0,71.2,236.0,2.16,93.4,88.7,59.0,37.0,4.0,weekly,calendar,vegetables,45.1,2.01,1,665.0,3314.0,True,True,True,14.3,23.3,poor,medium,False,False,False,2.1,modern,low_burden
547,IRR-ZAM-2022-00547,Zambia,2022,1.07,subsistence,False,1069.0,29.9,frequent,6,none,none,none,none,0.0,1.07,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,511.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
548,IRR-BUR-2019-00548,Burkina Faso,2019,0.78,semi-commercial,False,869.0,22.0,occasional,5,none,none,none,none,0.0,0.78,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,484.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
549,IRR-MAL-2024-00549,Malawi,2024,1.04,subsistence,False,700.0,18.4,rare,5,none,none,none,none,0.0,1.04,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,493.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
550,IRR-BUR-2023-00550,Burkina Faso,2023,3.99,semi-commercial,False,825.0,29.1,frequent,3,none,none,none,none,0.0,3.99,0.0,0.0,0,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,True,False,0.0,none,low_burden
551,IRR-MAL-2020-00551,Mali,2020,4.65,subsistence,False,1418.0,22.7,frequent,7,none,none,none,none,0.0,4.65,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,614.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
552,IRR-ZAM-2024-00552,Zambia,2024,0.57,commercial,True,892.0,29.3,occasional,7,sprinkler,reservoir,electric,individual,0.24,0.33,42.3,11.0,8,excellent,361.0,38.0,False,0.0,False,569.0,452.0,75.0,426.0,1.76,89.3,70.8,47.4,18.0,5.0,as_needed,calendar,rice,21.1,2.27,1,1369.0,5689.0,False,False,False,0.0,24.2,good,medium,False,False,True,6.0,modern,low_burden
553,IRR-GHA-2019-00553,Ghana,2019,1.61,subsistence,True,886.0,20.2,frequent,5,drip,rainwater_harvesting,gravity,cooperative,0.92,0.68,57.4,52.0,10,fair,2303.0,323.0,True,710.0,False,599.0,559.0,95.0,569.0,1.57,90.3,71.6,61.4,0.0,14.0,daily,calendar,rice,22.9,2.47,1,5522.0,5993.0,False,True,False,0.0,0.0,poor,high,False,True,False,12.5,modern,low_burden
554,IRR-ZAM-2022-00554,Zambia,2022,3.29,subsistence,True,824.0,27.0,rare,7,flood,lake,diesel,individual,1.47,1.82,44.7,50.0,10,fair,588.0,35.0,True,244.0,False,669.0,666.0,48.7,326.0,1.92,74.9,62.6,22.8,215.0,59.0,as_needed,weather_based,rice,35.3,1.62,2,9839.0,6693.0,False,False,False,0.0,10.5,poor,low,True,False,False,1.0,traditional,low_burden
555,IRR-UGA-2025-00555,Uganda,2025,1.04,subsistence,True,869.0,16.2,occasional,5,flood,rainwater_harvesting,manual,cooperative,0.79,0.24,76.6,29.0,12,fair,317.0,41.0,False,0.0,False,531.0,468.0,49.4,262.0,1.0,93.9,84.3,39.1,0.0,32.0,as_needed,soil_moisture,rice,28.3,2.02,2,4211.0,5309.0,False,True,True,0.0,0.0,poor,low,False,False,False,2.2,traditional,low_burden
556,IRR-GHA-2021-00556,Ghana,2021,1.01,subsistence,False,1251.0,19.7,rare,6,none,none,none,none,0.0,1.01,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,502.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
557,IRR-MAL-2022-00557,Mali,2022,0.53,subsistence,True,951.0,26.4,occasional,4,manual,reservoir,gravity,shared,0.45,0.07,86.5,26.0,2,good,91.0,11.0,False,0.0,False,415.0,596.0,57.0,236.0,0.81,93.9,86.1,46.0,0.0,36.0,weekly,weather_based,vegetables,32.7,1.8,2,1884.0,4149.0,False,False,False,0.0,0.0,good,low,False,False,True,1.1,traditional,low_burden
558,IRR-ETH-2019-00558,Ethiopia,2019,0.26,semi-commercial,False,1014.0,29.3,frequent,4,none,none,none,none,0.0,0.26,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,656.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
559,IRR-KEN-2019-00559,Kenya,2019,1.56,semi-commercial,False,828.0,29.7,frequent,4,none,none,none,none,0.0,1.56,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,574.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
560,IRR-UGA-2023-00560,Uganda,2023,0.45,commercial,False,788.0,26.7,occasional,3,none,none,none,none,0.0,0.45,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,639.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
561,IRR-ETH-2018-00561,Ethiopia,2018,0.58,subsistence,False,831.0,25.1,occasional,4,none,none,none,none,0.0,0.58,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,621.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
562,IRR-MAL-2020-00562,Mali,2020,1.42,subsistence,False,677.0,21.5,rare,7,none,none,none,none,0.0,1.42,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,607.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
563,IRR-TAN-2019-00563,Tanzania,2019,1.07,subsistence,False,748.0,28.2,occasional,2,none,none,none,none,0.0,1.07,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,481.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
564,IRR-KEN-2021-00564,Kenya,2021,1.9,commercial,True,931.0,29.1,occasional,2,sprinkler,river,wind,shared,1.1,0.79,58.2,51.0,7,excellent,1657.0,112.0,False,0.0,True,612.0,554.0,78.5,480.0,1.92,85.0,84.5,56.4,0.0,22.0,daily,calendar,vegetables,48.6,1.56,1,6759.0,6117.0,True,True,False,0.0,0.0,good,medium,True,False,False,3.6,modern,low_burden
565,IRR-NIG-2020-00565,Nigeria,2020,1.94,commercial,False,1391.0,18.9,occasional,6,none,none,none,none,0.0,1.94,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,635.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
566,IRR-MAL-2022-00566,Malawi,2022,2.84,semi-commercial,False,837.0,29.1,frequent,5,none,none,none,none,0.0,2.84,0.0,0.0,0,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,low_burden
567,IRR-UGA-2025-00567,Uganda,2025,1.8,semi-commercial,False,809.0,25.3,frequent,4,none,none,none,none,0.0,1.8,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,561.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
568,IRR-MAL-2020-00568,Malawi,2020,1.71,semi-commercial,True,866.0,31.5,occasional,4,surface,reservoir,diesel,individual,1.26,0.44,74.0,73.0,13,poor,1012.0,143.0,True,415.0,True,311.0,472.0,56.5,175.0,2.09,79.8,79.7,35.9,281.0,38.0,biweekly,calendar,maize,23.4,1.41,1,3927.0,3105.0,False,False,False,0.0,4.7,poor,low,False,False,False,5.1,traditional,low_burden
569,IRR-GHA-2024-00569,Ghana,2024,1.55,commercial,False,548.0,33.2,occasional,2,none,none,none,none,0.0,1.55,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,537.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
570,IRR-UGA-2025-00570,Uganda,2025,1.94,semi-commercial,False,707.0,30.7,rare,3,none,none,none,none,0.0,1.94,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,516.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
571,IRR-GHA-2018-00571,Ghana,2018,7.81,subsistence,False,1723.0,34.4,occasional,4,none,none,none,none,0.0,7.81,0.0,0.0,0,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,low_burden
572,IRR-ZAM-2018-00572,Zambia,2018,1.16,commercial,False,1042.0,34.4,occasional,2,none,none,none,none,0.0,1.16,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,528.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
573,IRR-NIG-2018-00573,Nigeria,2018,4.76,semi-commercial,False,963.0,27.8,occasional,7,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,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
574,IRR-UGA-2022-00574,Uganda,2022,1.71,semi-commercial,True,1066.0,25.7,occasional,6,sprinkler,river,diesel,individual,1.65,0.06,96.7,78.0,9,good,2480.0,219.0,False,0.0,False,654.0,442.0,68.9,451.0,1.92,82.0,83.1,47.0,462.0,33.0,as_needed,visual,maize,23.7,1.42,2,10817.0,6542.0,False,False,False,0.0,21.3,good,medium,True,False,False,12.3,modern,low_burden
575,IRR-KEN-2018-00575,Kenya,2018,2.42,subsistence,False,1034.0,22.6,frequent,3,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,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,low_burden
576,IRR-KEN-2021-00576,Kenya,2021,1.39,subsistence,False,944.0,15.3,rare,5,none,none,none,none,0.0,1.39,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,621.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
577,IRR-BUR-2025-00577,Burkina Faso,2025,1.27,subsistence,False,931.0,25.7,rare,3,none,none,none,none,0.0,1.27,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,555.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
578,IRR-GHA-2024-00578,Ghana,2024,0.56,semi-commercial,False,1130.0,30.3,occasional,2,none,none,none,none,0.0,0.56,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,429.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
579,IRR-MAL-2023-00579,Malawi,2023,3.06,subsistence,False,1359.0,16.9,rare,5,none,none,none,none,0.0,3.06,0.0,0.0,0,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,low_burden
580,IRR-UGA-2019-00580,Uganda,2019,1.87,commercial,False,1127.0,33.6,frequent,6,none,none,none,none,0.0,1.87,0.0,0.0,0,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,low_burden
581,IRR-MAL-2019-00581,Malawi,2019,1.45,subsistence,False,720.0,19.5,frequent,4,none,none,none,none,0.0,1.45,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,646.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
582,IRR-MAL-2023-00582,Mali,2023,1.99,semi-commercial,False,1054.0,19.8,occasional,2,none,none,none,none,0.0,1.99,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,526.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
583,IRR-ZAM-2025-00583,Zambia,2025,1.86,semi-commercial,False,1440.0,28.1,occasional,3,none,none,none,none,0.0,1.86,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,412.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
584,IRR-ETH-2022-00584,Ethiopia,2022,1.39,subsistence,False,801.0,27.0,rare,7,none,none,none,none,0.0,1.39,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,644.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
585,IRR-MAL-2021-00585,Mali,2021,1.18,semi-commercial,False,968.0,23.5,frequent,5,none,none,none,none,0.0,1.18,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,675.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
586,IRR-ETH-2019-00586,Ethiopia,2019,0.89,semi-commercial,False,889.0,18.2,rare,6,none,none,none,none,0.0,0.89,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,684.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
587,IRR-NIG-2024-00587,Nigeria,2024,0.81,semi-commercial,False,1307.0,25.0,occasional,4,none,none,none,none,0.0,0.81,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,550.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
588,IRR-KEN-2022-00588,Kenya,2022,0.7,semi-commercial,False,618.0,32.0,occasional,3,none,none,none,none,0.0,0.7,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,575.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
589,IRR-ZAM-2022-00589,Zambia,2022,0.98,semi-commercial,False,916.0,32.4,occasional,7,none,none,none,none,0.0,0.98,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,406.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
590,IRR-GHA-2022-00590,Ghana,2022,0.66,subsistence,False,593.0,30.6,frequent,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,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
591,IRR-MAL-2018-00591,Malawi,2018,3.32,subsistence,False,1055.0,34.2,occasional,4,none,none,none,none,0.0,3.32,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,439.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
592,IRR-MAL-2021-00592,Mali,2021,1.5,semi-commercial,False,1068.0,21.1,occasional,7,none,none,none,none,0.0,1.5,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,416.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
593,IRR-MAL-2018-00593,Malawi,2018,1.43,semi-commercial,False,1237.0,28.7,frequent,2,none,none,none,none,0.0,1.43,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,496.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
594,IRR-NIG-2020-00594,Nigeria,2020,0.81,subsistence,False,563.0,20.9,frequent,7,none,none,none,none,0.0,0.81,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,411.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
595,IRR-UGA-2025-00595,Uganda,2025,2.9,semi-commercial,False,951.0,22.2,rare,7,none,none,none,none,0.0,2.9,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,671.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
596,IRR-BUR-2023-00596,Burkina Faso,2023,0.53,subsistence,False,1043.0,30.8,occasional,2,none,none,none,none,0.0,0.53,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,513.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
597,IRR-MAL-2025-00597,Malawi,2025,0.48,subsistence,False,832.0,31.4,frequent,3,none,none,none,none,0.0,0.48,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,666.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
598,IRR-MAL-2022-00598,Malawi,2022,0.97,semi-commercial,False,570.0,25.3,occasional,6,none,none,none,none,0.0,0.97,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,669.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
599,IRR-MAL-2024-00599,Malawi,2024,1.22,subsistence,False,952.0,29.8,occasional,4,none,none,none,none,0.0,1.22,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,521.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
600,IRR-TAN-2020-00600,Tanzania,2020,3.48,semi-commercial,False,655.0,29.8,rare,3,none,none,none,none,0.0,3.48,0.0,0.0,0,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,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
601,IRR-GHA-2018-00601,Ghana,2018,0.74,commercial,True,622.0,25.2,occasional,7,drip,river,diesel,shared,0.71,0.03,96.4,34.0,17,good,1781.0,95.0,True,829.0,False,757.0,498.0,92.4,700.0,1.98,76.3,71.9,50.7,126.0,11.0,weekly,calendar,fruits,52.8,1.49,2,5395.0,7575.0,True,True,False,0.0,20.2,good,high,False,False,False,9.1,modern,low_burden
602,IRR-BUR-2023-00602,Burkina Faso,2023,0.66,subsistence,False,757.0,22.4,occasional,5,none,none,none,none,0.0,0.66,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,698.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
603,IRR-ETH-2024-00603,Ethiopia,2024,1.87,subsistence,False,859.0,34.3,frequent,7,none,none,none,none,0.0,1.87,0.0,0.0,0,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,low_burden
604,IRR-MAL-2023-00604,Malawi,2023,3.88,semi-commercial,True,772.0,24.9,occasional,5,sprinkler,river,electric,individual,1.84,2.04,47.3,87.0,7,good,2754.0,366.0,True,1272.0,False,356.0,573.0,66.8,237.0,1.7,83.8,79.3,44.3,170.0,37.0,weekly,visual,rice,38.5,1.68,2,6531.0,3557.0,False,False,False,0.0,7.4,good,medium,False,False,False,3.7,modern,low_burden
605,IRR-TAN-2021-00605,Tanzania,2021,0.47,semi-commercial,True,1013.0,32.1,occasional,7,sprinkler,reservoir,diesel,cooperative,0.29,0.19,60.7,11.0,2,good,430.0,57.0,False,0.0,False,498.0,622.0,72.0,359.0,0.96,81.0,75.2,43.9,55.0,6.0,as_needed,weather_based,rice,51.5,1.96,2,1430.0,4983.0,False,True,False,0.0,21.7,good,medium,False,False,True,3.5,modern,low_burden
606,IRR-KEN-2025-00606,Kenya,2025,3.27,subsistence,False,1060.0,22.0,frequent,6,none,none,none,none,0.0,3.27,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,484.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
607,IRR-NIG-2020-00607,Nigeria,2020,3.46,subsistence,False,1135.0,16.0,rare,2,none,none,none,none,0.0,3.46,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,426.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
608,IRR-GHA-2023-00608,Ghana,2023,0.68,subsistence,False,661.0,29.1,frequent,3,none,none,none,none,0.0,0.68,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,551.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
609,IRR-NIG-2020-00609,Nigeria,2020,0.63,semi-commercial,False,964.0,19.8,occasional,4,none,none,none,none,0.0,0.63,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,550.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
610,IRR-MAL-2021-00610,Mali,2021,1.2,semi-commercial,False,896.0,22.6,rare,7,none,none,none,none,0.0,1.2,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,641.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
611,IRR-UGA-2023-00611,Uganda,2023,3.42,semi-commercial,False,1243.0,33.9,rare,4,none,none,none,none,0.0,3.42,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,440.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
612,IRR-MAL-2023-00612,Malawi,2023,1.35,semi-commercial,False,853.0,28.2,frequent,6,none,none,none,none,0.0,1.35,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,594.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
613,IRR-TAN-2025-00613,Tanzania,2025,1.31,commercial,True,797.0,17.9,frequent,3,surface,wetland,solar,cooperative,0.95,0.36,72.3,38.0,5,fair,757.0,94.0,False,0.0,True,464.0,663.0,50.4,234.0,0.92,85.0,63.2,27.1,0.0,28.0,weekly,calendar,rice,31.5,1.48,2,4386.0,4636.0,False,False,False,0.0,13.1,poor,low,True,True,False,3.7,traditional,low_burden
614,IRR-NIG-2023-00614,Nigeria,2023,3.2,semi-commercial,True,907.0,25.0,occasional,7,drip,river,diesel,cooperative,1.04,2.17,32.3,32.0,19,excellent,2589.0,270.0,True,893.0,False,362.0,594.0,94.0,340.0,2.45,93.7,78.2,68.9,110.0,16.0,weekly,calendar,cotton,22.4,1.67,1,3747.0,3619.0,True,False,False,0.0,14.3,good,high,False,False,False,7.2,modern,low_burden
615,IRR-NIG-2021-00615,Nigeria,2021,0.6,commercial,False,759.0,27.5,frequent,5,none,none,none,none,0.0,0.6,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,599.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
616,IRR-GHA-2019-00616,Ghana,2019,3.37,semi-commercial,False,551.0,34.7,rare,6,none,none,none,none,0.0,3.37,0.0,0.0,0,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,False,False,0.0,none,low_burden
617,IRR-TAN-2024-00617,Tanzania,2024,1.16,subsistence,False,629.0,28.0,occasional,7,none,none,none,none,0.0,1.16,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,644.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
618,IRR-KEN-2024-00618,Kenya,2024,0.68,subsistence,False,894.0,28.9,rare,2,none,none,none,none,0.0,0.68,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,421.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
619,IRR-ETH-2020-00619,Ethiopia,2020,1.15,subsistence,False,575.0,27.5,rare,5,none,none,none,none,0.0,1.15,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,509.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
620,IRR-NIG-2022-00620,Nigeria,2022,0.33,subsistence,False,829.0,20.7,frequent,7,none,none,none,none,0.0,0.33,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,584.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
621,IRR-MAL-2018-00621,Malawi,2018,0.9,semi-commercial,False,890.0,17.1,frequent,2,none,none,none,none,0.0,0.9,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,443.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
622,IRR-NIG-2023-00622,Nigeria,2023,0.92,subsistence,False,877.0,32.0,rare,4,none,none,none,none,0.0,0.92,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,591.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
623,IRR-KEN-2021-00623,Kenya,2021,1.18,semi-commercial,False,621.0,34.2,frequent,5,none,none,none,none,0.0,1.18,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,533.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
624,IRR-UGA-2025-00624,Uganda,2025,0.98,commercial,False,798.0,33.9,frequent,7,none,none,none,none,0.0,0.98,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,657.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
625,IRR-MAL-2024-00625,Malawi,2024,3.71,semi-commercial,True,1143.0,17.7,occasional,7,surface,wetland,solar,government,1.83,1.87,49.5,56.0,16,fair,1466.0,153.0,False,0.0,True,708.0,652.0,54.8,388.0,2.44,88.0,80.3,38.7,0.0,55.0,weekly,visual,horticulture,29.6,2.19,2,12970.0,7077.0,False,False,True,0.0,8.1,poor,low,False,False,False,2.7,traditional,low_burden
626,IRR-ZAM-2023-00626,Zambia,2023,1.99,commercial,False,572.0,22.3,occasional,4,none,none,none,none,0.0,1.99,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,496.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
627,IRR-ZAM-2024-00627,Zambia,2024,1.18,subsistence,True,1149.0,18.4,occasional,5,drip,lake,diesel,private_company,0.81,0.37,68.5,41.0,16,good,2022.0,253.0,False,0.0,False,754.0,611.0,95.0,717.0,1.8,84.4,79.1,63.5,196.0,12.0,as_needed,calendar,vegetables,29.3,1.91,2,6102.0,7544.0,False,True,True,0.0,11.5,good,high,False,False,False,11.7,modern,low_burden
628,IRR-BUR-2019-00628,Burkina Faso,2019,2.3,commercial,False,915.0,19.9,frequent,5,none,none,none,none,0.0,2.3,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,463.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
629,IRR-BUR-2020-00629,Burkina Faso,2020,2.09,subsistence,False,803.0,18.5,occasional,2,none,none,none,none,0.0,2.09,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,431.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
630,IRR-ZAM-2018-00630,Zambia,2018,1.16,commercial,True,1111.0,16.5,occasional,4,manual,river,diesel,cooperative,0.94,0.22,80.8,48.0,9,excellent,188.0,14.0,False,0.0,False,720.0,580.0,60.0,432.0,1.3,76.5,88.4,40.6,230.0,75.0,daily,weather_based,vegetables,43.3,1.63,1,6752.0,7199.0,False,False,False,0.0,18.3,good,low,False,False,False,0.7,traditional,low_burden
631,IRR-ZAM-2023-00631,Zambia,2023,2.9,subsistence,False,986.0,31.0,frequent,6,none,none,none,none,0.0,2.9,0.0,0.0,0,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,low_burden
632,IRR-NIG-2018-00632,Nigeria,2018,1.22,subsistence,False,911.0,20.7,occasional,2,none,none,none,none,0.0,1.22,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,581.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
633,IRR-BUR-2020-00633,Burkina Faso,2020,1.69,semi-commercial,False,865.0,25.4,occasional,5,none,none,none,none,0.0,1.69,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,587.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
634,IRR-MAL-2020-00634,Mali,2020,0.63,subsistence,False,854.0,26.1,rare,7,none,none,none,none,0.0,0.63,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,467.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
635,IRR-TAN-2023-00635,Tanzania,2023,1.12,commercial,False,867.0,34.3,occasional,3,none,none,none,none,0.0,1.12,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,562.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
636,IRR-ETH-2025-00636,Ethiopia,2025,1.36,semi-commercial,False,937.0,20.1,frequent,7,none,none,none,none,0.0,1.36,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,553.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
637,IRR-ETH-2021-00637,Ethiopia,2021,0.86,subsistence,False,548.0,31.0,occasional,7,none,none,none,none,0.0,0.86,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,434.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
638,IRR-MAL-2024-00638,Mali,2024,1.7,semi-commercial,False,1204.0,19.1,rare,7,none,none,none,none,0.0,1.7,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,694.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
639,IRR-ZAM-2022-00639,Zambia,2022,1.18,subsistence,False,476.0,27.7,frequent,6,none,none,none,none,0.0,1.18,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,692.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
640,IRR-TAN-2024-00640,Tanzania,2024,4.02,subsistence,False,534.0,23.3,frequent,5,none,none,none,none,0.0,4.02,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,493.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
641,IRR-GHA-2020-00641,Ghana,2020,2.56,subsistence,False,1032.0,18.3,frequent,4,none,none,none,none,0.0,2.56,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,469.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
642,IRR-MAL-2022-00642,Malawi,2022,0.51,semi-commercial,True,781.0,25.4,occasional,7,sprinkler,river,wind,private_company,0.28,0.23,55.5,17.0,7,good,427.0,24.0,False,0.0,False,496.0,416.0,71.1,353.0,1.04,88.3,85.0,53.4,0.0,6.0,biweekly,visual,fruits,50.7,1.52,2,1410.0,4956.0,False,False,True,0.0,0.0,good,medium,False,False,False,3.3,modern,low_burden
643,IRR-UGA-2022-00643,Uganda,2022,3.54,semi-commercial,False,554.0,18.1,frequent,7,none,none,none,none,0.0,3.54,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,618.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
644,IRR-MAL-2020-00644,Malawi,2020,2.08,semi-commercial,False,653.0,24.5,occasional,4,none,none,none,none,0.0,2.08,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,551.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
645,IRR-GHA-2023-00645,Ghana,2023,1.86,commercial,False,1906.0,24.2,rare,3,none,none,none,none,0.0,1.86,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,606.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
646,IRR-MAL-2023-00646,Mali,2023,0.93,subsistence,False,1212.0,22.9,rare,5,none,none,none,none,0.0,0.93,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,626.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
647,IRR-TAN-2021-00647,Tanzania,2021,2.77,subsistence,False,872.0,21.3,rare,6,none,none,none,none,0.0,2.77,0.0,0.0,0,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,low_burden
648,IRR-ETH-2022-00648,Ethiopia,2022,1.97,semi-commercial,False,1089.0,15.7,occasional,7,none,none,none,none,0.0,1.97,0.0,0.0,0,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,low_burden
649,IRR-KEN-2024-00649,Kenya,2024,3.24,semi-commercial,False,728.0,18.8,occasional,3,none,none,none,none,0.0,3.24,0.0,0.0,0,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,low_burden
650,IRR-UGA-2019-00650,Uganda,2019,2.13,semi-commercial,False,1014.0,29.7,rare,3,none,none,none,none,0.0,2.13,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,602.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
651,IRR-ETH-2022-00651,Ethiopia,2022,1.24,semi-commercial,True,1011.0,16.0,frequent,6,center_pivot,rainwater_harvesting,diesel,shared,1.06,0.18,85.7,53.0,16,poor,5313.0,351.0,False,0.0,False,386.0,670.0,77.7,300.0,1.43,83.8,89.4,58.3,132.0,11.0,biweekly,visual,fruits,24.7,1.75,2,4101.0,3859.0,True,False,False,0.0,15.3,poor,high,False,True,False,34.7,traditional,low_burden
652,IRR-UGA-2023-00652,Uganda,2023,1.59,subsistence,False,1036.0,22.7,frequent,4,none,none,none,none,0.0,1.59,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,575.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
653,IRR-ETH-2022-00653,Ethiopia,2022,1.55,subsistence,False,1040.0,16.2,occasional,5,none,none,none,none,0.0,1.55,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,627.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
654,IRR-ETH-2025-00654,Ethiopia,2025,1.4,subsistence,False,1024.0,33.6,frequent,6,none,none,none,none,0.0,1.4,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,457.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
655,IRR-MAL-2025-00655,Mali,2025,0.71,semi-commercial,False,862.0,20.9,rare,3,none,none,none,none,0.0,0.71,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,683.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
656,IRR-MAL-2019-00656,Mali,2019,2.42,subsistence,False,745.0,34.3,occasional,4,none,none,none,none,0.0,2.42,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,565.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
657,IRR-ETH-2019-00657,Ethiopia,2019,0.52,semi-commercial,True,1013.0,32.6,occasional,7,flood,groundwater,gravity,government,0.22,0.3,42.1,12.0,15,good,88.0,7.0,False,0.0,False,506.0,659.0,38.5,195.0,1.54,87.0,63.3,21.2,0.0,9.0,biweekly,weather_based,sugarcane,23.6,1.4,3,1112.0,5064.0,True,True,False,71.9,0.0,good,low,False,False,True,1.4,traditional,low_burden
658,IRR-ETH-2023-00658,Ethiopia,2023,0.45,semi-commercial,False,932.0,25.1,occasional,6,none,none,none,none,0.0,0.45,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,534.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
659,IRR-GHA-2024-00659,Ghana,2024,1.89,subsistence,False,1054.0,24.0,rare,4,none,none,none,none,0.0,1.89,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,643.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
660,IRR-MAL-2019-00660,Mali,2019,1.79,semi-commercial,False,807.0,33.8,rare,3,none,none,none,none,0.0,1.79,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,613.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
661,IRR-ZAM-2022-00661,Zambia,2022,1.87,semi-commercial,False,795.0,18.2,frequent,7,none,none,none,none,0.0,1.87,0.0,0.0,0,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,True,False,0.0,none,low_burden
662,IRR-BUR-2018-00662,Burkina Faso,2018,0.94,subsistence,False,750.0,20.6,occasional,5,none,none,none,none,0.0,0.94,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,684.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
663,IRR-NIG-2020-00663,Nigeria,2020,0.95,semi-commercial,False,931.0,26.2,frequent,3,none,none,none,none,0.0,0.95,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,449.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
664,IRR-KEN-2018-00664,Kenya,2018,0.25,subsistence,False,1074.0,17.7,frequent,2,none,none,none,none,0.0,0.25,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,608.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
665,IRR-MAL-2023-00665,Mali,2023,1.16,subsistence,False,1116.0,29.8,rare,3,none,none,none,none,0.0,1.16,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,433.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
666,IRR-ZAM-2018-00666,Zambia,2018,1.27,subsistence,True,512.0,34.5,occasional,5,flood,reservoir,gravity,cooperative,0.92,0.35,72.6,46.0,10,fair,369.0,45.0,False,0.0,False,696.0,444.0,45.9,319.0,2.05,77.5,86.2,30.7,0.0,37.0,weekly,visual,sugarcane,54.7,1.52,1,6428.0,6959.0,False,False,False,0.0,0.0,poor,low,False,False,False,1.1,traditional,low_burden
667,IRR-BUR-2024-00667,Burkina Faso,2024,1.66,commercial,False,782.0,20.2,occasional,2,none,none,none,none,0.0,1.66,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,575.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
668,IRR-UGA-2020-00668,Uganda,2020,1.38,semi-commercial,False,876.0,23.8,occasional,5,none,none,none,none,0.0,1.38,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,591.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
669,IRR-ETH-2018-00669,Ethiopia,2018,4.04,subsistence,False,810.0,28.2,occasional,5,none,none,none,none,0.0,4.04,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,523.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
670,IRR-TAN-2024-00670,Tanzania,2024,1.91,commercial,False,780.0,19.4,occasional,2,none,none,none,none,0.0,1.91,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,478.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
671,IRR-NIG-2019-00671,Nigeria,2019,2.27,semi-commercial,True,1152.0,27.7,occasional,4,surface,rainwater_harvesting,manual,shared,0.99,1.28,43.7,50.0,13,good,795.0,44.0,False,0.0,True,451.0,672.0,52.4,236.0,2.27,82.7,75.5,32.7,0.0,30.0,daily,calendar,rice,24.3,1.82,1,4483.0,4512.0,False,False,True,0.0,0.0,good,low,True,False,False,2.9,traditional,low_burden
672,IRR-NIG-2020-00672,Nigeria,2020,1.27,semi-commercial,False,1266.0,27.9,occasional,5,none,none,none,none,0.0,1.27,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,694.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
673,IRR-BUR-2019-00673,Burkina Faso,2019,5.51,subsistence,False,643.0,23.5,rare,4,none,none,none,none,0.0,5.51,0.0,0.0,0,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,low_burden
674,IRR-GHA-2025-00674,Ghana,2025,0.62,semi-commercial,False,937.0,26.9,frequent,2,none,none,none,none,0.0,0.62,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,505.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
675,IRR-KEN-2021-00675,Kenya,2021,1.36,semi-commercial,False,772.0,30.5,occasional,3,none,none,none,none,0.0,1.36,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,441.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
676,IRR-MAL-2024-00676,Malawi,2024,5.64,subsistence,True,843.0,20.1,rare,2,drip,groundwater,solar,cooperative,3.63,2.02,64.3,125.0,16,good,9071.0,604.0,True,2874.0,False,356.0,483.0,88.9,317.0,1.16,78.6,84.3,58.9,0.0,54.0,weekly,visual,vegetables,21.6,1.25,1,12934.0,3564.0,False,True,False,58.7,2.1,good,high,True,False,True,14.9,modern,low_burden
677,IRR-TAN-2024-00677,Tanzania,2024,0.36,semi-commercial,False,924.0,33.5,frequent,6,none,none,none,none,0.0,0.36,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,438.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
678,IRR-GHA-2018-00678,Ghana,2018,1.08,subsistence,False,851.0,20.5,occasional,3,none,none,none,none,0.0,1.08,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,501.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
679,IRR-ZAM-2023-00679,Zambia,2023,1.45,semi-commercial,True,1407.0,26.3,occasional,6,center_pivot,rainwater_harvesting,solar,cooperative,0.85,0.59,59.0,46.0,13,fair,4270.0,272.0,False,0.0,False,419.0,481.0,71.3,299.0,1.47,74.8,77.9,41.6,0.0,9.0,daily,visual,vegetables,46.6,1.72,1,3578.0,4190.0,False,False,False,0.0,3.8,poor,high,False,False,False,12.6,traditional,low_burden
680,IRR-KEN-2023-00680,Kenya,2023,0.82,subsistence,False,408.0,19.7,occasional,4,none,none,none,none,0.0,0.82,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,687.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
681,IRR-UGA-2021-00681,Uganda,2021,4.36,semi-commercial,False,653.0,31.4,frequent,6,none,none,none,none,0.0,4.36,0.0,0.0,0,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,low_burden
682,IRR-ETH-2023-00682,Ethiopia,2023,2.21,semi-commercial,False,694.0,17.7,occasional,2,none,none,none,none,0.0,2.21,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,484.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
683,IRR-UGA-2025-00683,Uganda,2025,1.5,semi-commercial,True,1107.0,33.2,frequent,3,flood,wetland,solar,private_company,1.44,0.05,96.4,57.0,10,fair,578.0,74.0,True,286.0,False,748.0,515.0,42.8,320.0,1.89,88.4,86.4,32.7,0.0,58.0,as_needed,calendar,rice,58.3,1.43,3,10810.0,7481.0,True,False,True,0.0,15.1,poor,low,True,False,False,1.3,traditional,low_burden
684,IRR-MAL-2022-00684,Mali,2022,0.86,subsistence,False,1065.0,30.6,occasional,6,none,none,none,none,0.0,0.86,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,643.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
685,IRR-ZAM-2024-00685,Zambia,2024,0.37,subsistence,True,867.0,26.9,occasional,5,center_pivot,wetland,diesel,individual,0.21,0.16,57.1,12.0,3,fair,1067.0,61.0,False,0.0,True,536.0,427.0,76.1,408.0,1.49,86.2,76.5,50.2,59.0,2.0,daily,soil_moisture,horticulture,20.9,1.6,2,1145.0,5365.0,False,True,False,0.0,18.6,poor,high,False,False,False,27.3,traditional,low_burden
686,IRR-ZAM-2019-00686,Zambia,2019,1.07,semi-commercial,False,938.0,30.7,occasional,6,none,none,none,none,0.0,1.07,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,473.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
687,IRR-ZAM-2022-00687,Zambia,2022,0.91,subsistence,False,663.0,18.8,frequent,2,none,none,none,none,0.0,0.91,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,635.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
688,IRR-GHA-2025-00688,Ghana,2025,3.05,subsistence,False,559.0,19.7,occasional,3,none,none,none,none,0.0,3.05,0.0,0.0,0,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,low_burden
689,IRR-ETH-2024-00689,Ethiopia,2024,1.16,semi-commercial,False,767.0,29.9,occasional,4,none,none,none,none,0.0,1.16,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,624.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
690,IRR-KEN-2020-00690,Kenya,2020,3.21,subsistence,False,1251.0,22.6,occasional,7,none,none,none,none,0.0,3.21,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,484.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
691,IRR-MAL-2022-00691,Malawi,2022,2.21,commercial,False,980.0,23.7,frequent,7,none,none,none,none,0.0,2.21,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,441.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
692,IRR-GHA-2018-00692,Ghana,2018,1.22,semi-commercial,False,1098.0,29.5,occasional,4,none,none,none,none,0.0,1.22,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,489.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
693,IRR-UGA-2021-00693,Uganda,2021,0.54,subsistence,False,1252.0,28.0,rare,3,none,none,none,none,0.0,0.54,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,586.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
694,IRR-BUR-2021-00694,Burkina Faso,2021,5.36,semi-commercial,False,780.0,25.1,occasional,6,none,none,none,none,0.0,5.36,0.0,0.0,0,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,low_burden
695,IRR-BUR-2024-00695,Burkina Faso,2024,2.9,subsistence,False,968.0,15.6,frequent,4,none,none,none,none,0.0,2.9,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,615.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
696,IRR-ZAM-2022-00696,Zambia,2022,2.64,semi-commercial,False,480.0,30.0,rare,7,none,none,none,none,0.0,2.64,0.0,0.0,0,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,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
697,IRR-BUR-2019-00697,Burkina Faso,2019,1.83,subsistence,False,819.0,33.7,frequent,7,none,none,none,none,0.0,1.83,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,539.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
698,IRR-ZAM-2023-00698,Zambia,2023,0.45,subsistence,False,988.0,15.2,occasional,6,none,none,none,none,0.0,0.45,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,564.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
699,IRR-UGA-2023-00699,Uganda,2023,2.31,semi-commercial,False,812.0,34.5,frequent,2,none,none,none,none,0.0,2.31,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,595.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
700,IRR-MAL-2023-00700,Malawi,2023,1.9,subsistence,False,1006.0,24.7,occasional,3,none,none,none,none,0.0,1.9,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,628.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
701,IRR-ETH-2025-00701,Ethiopia,2025,0.48,subsistence,False,831.0,32.8,occasional,2,none,none,none,none,0.0,0.48,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,487.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
702,IRR-GHA-2022-00702,Ghana,2022,0.39,subsistence,True,871.0,22.3,occasional,2,surface,river,electric,private_company,0.22,0.16,57.5,7.0,6,fair,178.0,25.0,True,71.0,False,693.0,651.0,59.5,413.0,1.88,94.9,61.0,34.4,30.0,7.0,as_needed,weather_based,rice,39.1,2.22,1,1546.0,6933.0,False,False,False,0.0,17.5,poor,low,False,False,False,2.4,traditional,low_burden
703,IRR-UGA-2023-00703,Uganda,2023,1.33,semi-commercial,False,770.0,21.7,occasional,5,none,none,none,none,0.0,1.33,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,435.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
704,IRR-GHA-2025-00704,Ghana,2025,0.65,subsistence,False,783.0,23.5,occasional,2,none,none,none,none,0.0,0.65,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,562.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
705,IRR-BUR-2019-00705,Burkina Faso,2019,4.06,semi-commercial,False,860.0,26.1,frequent,4,none,none,none,none,0.0,4.06,0.0,0.0,0,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,True,False,0.0,none,low_burden
706,IRR-GHA-2020-00706,Ghana,2020,2.22,semi-commercial,False,1123.0,31.2,occasional,6,none,none,none,none,0.0,2.22,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,695.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
707,IRR-ZAM-2021-00707,Zambia,2021,0.5,subsistence,False,947.0,26.4,occasional,6,none,none,none,none,0.0,0.5,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,583.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
708,IRR-MAL-2024-00708,Mali,2024,0.55,semi-commercial,False,860.0,27.2,rare,7,none,none,none,none,0.0,0.55,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,595.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
709,IRR-KEN-2023-00709,Kenya,2023,2.07,semi-commercial,True,608.0,24.9,occasional,6,surface,groundwater,manual,cooperative,0.69,1.38,33.5,36.0,6,good,555.0,53.0,False,0.0,False,484.0,434.0,51.5,249.0,1.4,83.1,89.2,38.1,0.0,21.0,weekly,weather_based,maize,38.5,1.34,1,3360.0,4839.0,False,False,False,55.9,0.0,good,low,False,False,True,1.4,traditional,low_burden
710,IRR-TAN-2018-00710,Tanzania,2018,0.88,subsistence,False,579.0,15.5,rare,4,none,none,none,none,0.0,0.88,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,699.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
711,IRR-BUR-2018-00711,Burkina Faso,2018,1.07,subsistence,False,618.0,23.0,frequent,4,none,none,none,none,0.0,1.07,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,626.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
712,IRR-TAN-2023-00712,Tanzania,2023,4.27,semi-commercial,False,400.0,20.9,occasional,5,none,none,none,none,0.0,4.27,0.0,0.0,0,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,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
713,IRR-NIG-2021-00713,Nigeria,2021,3.32,subsistence,False,651.0,34.2,occasional,5,none,none,none,none,0.0,3.32,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,506.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
714,IRR-ZAM-2024-00714,Zambia,2024,1.36,subsistence,False,500.0,33.9,occasional,6,none,none,none,none,0.0,1.36,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,433.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
715,IRR-UGA-2024-00715,Uganda,2024,3.1,commercial,False,741.0,34.6,occasional,6,none,none,none,none,0.0,3.1,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,500.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
716,IRR-GHA-2018-00716,Ghana,2018,2.14,commercial,False,799.0,22.8,rare,5,none,none,none,none,0.0,2.14,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,579.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
717,IRR-ZAM-2024-00717,Zambia,2024,1.84,subsistence,False,1031.0,34.2,rare,2,none,none,none,none,0.0,1.84,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,548.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
718,IRR-ZAM-2020-00718,Zambia,2020,7.28,semi-commercial,False,1091.0,27.5,frequent,3,none,none,none,none,0.0,7.28,0.0,0.0,0,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,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,low_burden
719,IRR-NIG-2025-00719,Nigeria,2025,3.2,subsistence,False,924.0,22.8,occasional,6,none,none,none,none,0.0,3.2,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,695.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
720,IRR-ZAM-2023-00720,Zambia,2023,0.54,subsistence,False,1017.0,32.1,frequent,3,none,none,none,none,0.0,0.54,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,419.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
721,IRR-MAL-2025-00721,Mali,2025,2.52,semi-commercial,True,1163.0,15.9,occasional,7,manual,lake,wind,individual,1.62,0.9,64.2,53.0,12,fair,323.0,29.0,True,142.0,False,340.0,522.0,64.0,217.0,2.0,72.1,64.8,29.9,0.0,129.0,weekly,visual,maize,57.4,2.05,1,5494.0,3398.0,False,False,False,0.0,0.0,poor,low,False,False,False,0.4,traditional,low_burden
722,IRR-MAL-2022-00722,Mali,2022,1.12,subsistence,False,888.0,26.4,rare,4,none,none,none,none,0.0,1.12,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,682.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
723,IRR-MAL-2020-00723,Mali,2020,1.81,subsistence,False,944.0,17.7,occasional,7,none,none,none,none,0.0,1.81,0.0,0.0,0,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,low_burden
724,IRR-TAN-2025-00724,Tanzania,2025,0.73,semi-commercial,False,1003.0,22.6,occasional,2,none,none,none,none,0.0,0.73,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,597.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
725,IRR-TAN-2021-00725,Tanzania,2021,1.88,semi-commercial,False,761.0,15.1,frequent,4,none,none,none,none,0.0,1.88,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,589.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
726,IRR-NIG-2018-00726,Nigeria,2018,2.11,semi-commercial,True,804.0,25.1,occasional,4,flood,reservoir,electric,private_company,1.59,0.52,75.4,77.0,15,good,636.0,60.0,True,279.0,False,615.0,554.0,46.8,288.0,1.25,87.6,84.5,34.6,201.0,64.0,biweekly,soil_moisture,rice,23.4,2.11,3,9782.0,6153.0,False,True,False,0.0,6.0,good,low,False,False,True,2.6,traditional,low_burden
727,IRR-KEN-2021-00727,Kenya,2021,0.64,semi-commercial,False,773.0,19.8,rare,7,none,none,none,none,0.0,0.64,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,589.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
728,IRR-NIG-2022-00728,Nigeria,2022,2.73,semi-commercial,False,1162.0,32.3,frequent,7,none,none,none,none,0.0,2.73,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,599.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
729,IRR-MAL-2021-00729,Malawi,2021,2.49,semi-commercial,False,575.0,17.5,occasional,5,none,none,none,none,0.0,2.49,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,594.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
730,IRR-ZAM-2020-00730,Zambia,2020,6.14,commercial,False,635.0,23.0,occasional,5,none,none,none,none,0.0,6.14,0.0,0.0,0,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,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
731,IRR-ETH-2021-00731,Ethiopia,2021,0.7,subsistence,False,789.0,17.8,occasional,2,none,none,none,none,0.0,0.7,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,607.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
732,IRR-NIG-2021-00732,Nigeria,2021,5.84,semi-commercial,False,937.0,26.1,rare,5,none,none,none,none,0.0,5.84,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,555.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
733,IRR-ZAM-2019-00733,Zambia,2019,0.79,semi-commercial,False,613.0,20.7,occasional,5,none,none,none,none,0.0,0.79,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,558.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
734,IRR-GHA-2020-00734,Ghana,2020,1.87,subsistence,False,1079.0,25.7,rare,5,none,none,none,none,0.0,1.87,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,454.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
735,IRR-NIG-2021-00735,Nigeria,2021,1.33,subsistence,False,860.0,34.5,rare,7,none,none,none,none,0.0,1.33,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,460.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
736,IRR-BUR-2022-00736,Burkina Faso,2022,2.16,semi-commercial,True,884.0,16.6,occasional,3,drip,rainwater_harvesting,electric,cooperative,2.11,0.05,97.6,86.0,19,poor,5279.0,601.0,False,0.0,False,674.0,476.0,91.0,613.0,1.67,93.9,95.0,81.2,189.0,32.0,as_needed,soil_moisture,sugarcane,43.6,1.31,1,14237.0,6743.0,True,True,False,0.0,6.9,poor,high,True,False,False,11.2,modern,low_burden
737,IRR-BUR-2022-00737,Burkina Faso,2022,1.35,semi-commercial,False,479.0,16.5,occasional,3,none,none,none,none,0.0,1.35,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,475.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
738,IRR-TAN-2021-00738,Tanzania,2021,2.02,semi-commercial,False,996.0,17.7,frequent,3,none,none,none,none,0.0,2.02,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,588.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
739,IRR-MAL-2022-00739,Mali,2022,1.01,semi-commercial,False,699.0,31.3,rare,4,none,none,none,none,0.0,1.01,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,592.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
740,IRR-ETH-2020-00740,Ethiopia,2020,2.11,subsistence,False,431.0,29.1,rare,4,none,none,none,none,0.0,2.11,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,696.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
741,IRR-NIG-2021-00741,Nigeria,2021,1.73,semi-commercial,False,763.0,29.0,occasional,5,none,none,none,none,0.0,1.73,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,676.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
742,IRR-UGA-2019-00742,Uganda,2019,0.73,subsistence,True,621.0,27.8,occasional,5,flood,reservoir,diesel,individual,0.54,0.19,73.8,27.0,19,good,215.0,28.0,False,0.0,False,338.0,590.0,39.6,134.0,1.91,80.4,81.5,26.0,59.0,22.0,biweekly,visual,fruits,47.3,1.36,1,1818.0,3378.0,False,True,False,0.0,21.0,good,low,False,False,True,1.2,traditional,low_burden
743,IRR-ETH-2025-00743,Ethiopia,2025,1.53,semi-commercial,True,731.0,27.7,occasional,6,drip,river,electric,shared,1.03,0.5,67.1,37.0,4,good,2568.0,175.0,False,0.0,False,772.0,552.0,88.4,682.0,2.47,79.2,95.0,66.5,123.0,15.0,biweekly,visual,fruits,22.1,1.77,1,7929.0,7719.0,True,False,False,0.0,5.9,good,high,False,False,False,15.2,modern,low_burden
744,IRR-MAL-2019-00744,Malawi,2019,3.91,subsistence,False,1003.0,30.8,frequent,6,none,none,none,none,0.0,3.91,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,469.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
745,IRR-GHA-2023-00745,Ghana,2023,1.17,semi-commercial,False,1078.0,20.9,occasional,3,none,none,none,none,0.0,1.17,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,668.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
746,IRR-UGA-2025-00746,Uganda,2025,5.54,subsistence,False,610.0,24.2,frequent,7,none,none,none,none,0.0,5.54,0.0,0.0,0,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,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
747,IRR-ETH-2023-00747,Ethiopia,2023,0.59,semi-commercial,False,704.0,33.6,occasional,5,none,none,none,none,0.0,0.59,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,628.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
748,IRR-GHA-2021-00748,Ghana,2021,0.61,semi-commercial,False,1033.0,32.4,rare,7,none,none,none,none,0.0,0.61,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,690.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
749,IRR-ETH-2022-00749,Ethiopia,2022,1.1,subsistence,False,1227.0,23.1,occasional,5,none,none,none,none,0.0,1.1,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,408.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
750,IRR-ETH-2025-00750,Ethiopia,2025,1.62,subsistence,False,542.0,16.9,rare,3,none,none,none,none,0.0,1.62,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,534.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
751,IRR-TAN-2023-00751,Tanzania,2023,2.13,semi-commercial,False,1184.0,23.5,rare,3,none,none,none,none,0.0,2.13,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,419.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
752,IRR-NIG-2019-00752,Nigeria,2019,1.12,subsistence,False,933.0,33.5,frequent,7,none,none,none,none,0.0,1.12,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,584.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
753,IRR-ETH-2021-00753,Ethiopia,2021,0.6,semi-commercial,True,443.0,20.3,rare,5,surface,rainwater_harvesting,wind,shared,0.33,0.26,56.0,16.0,16,fair,267.0,20.0,False,0.0,False,425.0,582.0,59.7,254.0,1.31,79.4,89.8,42.6,0.0,10.0,daily,visual,rice,43.6,1.23,1,1419.0,4254.0,False,False,False,0.0,0.0,poor,low,False,False,False,2.1,traditional,low_burden
754,IRR-KEN-2024-00754,Kenya,2024,2.11,semi-commercial,False,880.0,34.1,frequent,4,none,none,none,none,0.0,2.11,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,406.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
755,IRR-GHA-2023-00755,Ghana,2023,0.33,subsistence,False,871.0,15.8,occasional,4,none,none,none,none,0.0,0.33,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,488.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
756,IRR-KEN-2022-00756,Kenya,2022,1.35,semi-commercial,False,1146.0,22.5,occasional,2,none,none,none,none,0.0,1.35,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,563.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
757,IRR-ZAM-2019-00757,Zambia,2019,8.95,semi-commercial,False,1047.0,18.6,occasional,2,none,none,none,none,0.0,8.95,0.0,0.0,0,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,low_burden
758,IRR-UGA-2022-00758,Uganda,2022,1.19,subsistence,False,586.0,33.1,rare,7,none,none,none,none,0.0,1.19,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,411.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
759,IRR-UGA-2022-00759,Uganda,2022,0.34,subsistence,False,1139.0,23.1,rare,3,none,none,none,none,0.0,0.34,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,582.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
760,IRR-KEN-2023-00760,Kenya,2023,0.65,semi-commercial,False,524.0,23.8,frequent,6,none,none,none,none,0.0,0.65,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,514.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
761,IRR-GHA-2023-00761,Ghana,2023,0.85,subsistence,True,893.0,23.0,frequent,2,flood,lake,solar,individual,0.48,0.36,57.0,15.0,16,good,194.0,18.0,False,0.0,False,558.0,638.0,40.8,227.0,2.01,87.8,85.5,30.6,0.0,19.0,daily,visual,vegetables,38.8,2.31,3,2698.0,5576.0,False,True,True,0.0,16.7,good,low,False,False,False,1.2,traditional,low_burden
762,IRR-BUR-2021-00762,Burkina Faso,2021,1.88,subsistence,False,400.0,18.2,rare,4,none,none,none,none,0.0,1.88,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,429.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
763,IRR-NIG-2022-00763,Nigeria,2022,1.52,semi-commercial,False,899.0,16.2,frequent,6,none,none,none,none,0.0,1.52,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,527.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
764,IRR-KEN-2020-00764,Kenya,2020,0.91,semi-commercial,False,617.0,22.2,frequent,6,none,none,none,none,0.0,0.91,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,659.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
765,IRR-NIG-2020-00765,Nigeria,2020,4.19,subsistence,False,1084.0,19.5,frequent,3,none,none,none,none,0.0,4.19,0.0,0.0,0,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,True,False,0.0,none,low_burden
766,IRR-ZAM-2018-00766,Zambia,2018,3.22,semi-commercial,True,831.0,25.9,frequent,7,flood,rainwater_harvesting,gravity,government,1.47,1.74,45.8,53.0,11,fair,589.0,65.0,True,271.0,False,654.0,564.0,47.1,308.0,1.34,91.5,63.2,27.2,0.0,59.0,biweekly,soil_moisture,cotton,30.1,1.62,1,9631.0,6543.0,False,False,True,0.0,0.0,poor,low,True,False,False,1.2,traditional,low_burden
767,IRR-ZAM-2018-00767,Zambia,2018,0.89,semi-commercial,True,1139.0,25.2,rare,2,flood,groundwater,diesel,government,0.45,0.44,50.4,17.0,0,fair,180.0,22.0,False,0.0,False,752.0,469.0,47.1,354.0,1.77,77.7,61.1,22.4,119.0,18.0,weekly,calendar,vegetables,42.0,1.21,3,3387.0,7516.0,False,False,False,40.7,19.1,poor,low,False,False,False,1.0,traditional,low_burden
768,IRR-NIG-2024-00768,Nigeria,2024,1.43,commercial,True,867.0,22.5,occasional,4,surface,groundwater,solar,private_company,0.77,0.67,53.6,38.0,18,fair,615.0,82.0,False,0.0,False,353.0,438.0,50.6,178.0,0.82,94.7,78.0,37.3,0.0,23.0,biweekly,weather_based,rice,53.3,2.26,1,2710.0,3526.0,False,True,False,32.7,5.2,poor,low,True,False,False,1.6,traditional,low_burden
769,IRR-UGA-2019-00769,Uganda,2019,1.8,semi-commercial,False,1196.0,15.7,occasional,4,none,none,none,none,0.0,1.8,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,447.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
770,IRR-NIG-2025-00770,Nigeria,2025,2.09,subsistence,False,870.0,15.9,rare,4,none,none,none,none,0.0,2.09,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,431.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
771,IRR-BUR-2022-00771,Burkina Faso,2022,1.55,semi-commercial,False,1011.0,21.2,frequent,6,none,none,none,none,0.0,1.55,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,464.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
772,IRR-UGA-2025-00772,Uganda,2025,2.03,semi-commercial,False,589.0,30.0,occasional,7,none,none,none,none,0.0,2.03,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,700.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
773,IRR-UGA-2020-00773,Uganda,2020,0.48,semi-commercial,False,957.0,25.0,occasional,7,none,none,none,none,0.0,0.48,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,598.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
774,IRR-MAL-2021-00774,Malawi,2021,1.47,subsistence,False,1051.0,15.0,rare,3,none,none,none,none,0.0,1.47,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,524.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
775,IRR-MAL-2021-00775,Malawi,2021,1.44,subsistence,False,564.0,32.7,occasional,3,none,none,none,none,0.0,1.44,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,644.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
776,IRR-NIG-2022-00776,Nigeria,2022,0.99,subsistence,False,550.0,17.1,occasional,5,none,none,none,none,0.0,0.99,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,493.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
777,IRR-BUR-2022-00777,Burkina Faso,2022,0.4,semi-commercial,False,1087.0,29.3,occasional,3,none,none,none,none,0.0,0.4,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,468.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
778,IRR-KEN-2025-00778,Kenya,2025,1.08,semi-commercial,False,1024.0,18.2,occasional,5,none,none,none,none,0.0,1.08,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,431.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
779,IRR-MAL-2022-00779,Malawi,2022,0.36,semi-commercial,True,1059.0,17.8,rare,5,manual,rainwater_harvesting,manual,government,0.27,0.09,75.6,10.0,15,poor,54.0,7.0,True,21.0,True,480.0,512.0,55.5,266.0,1.35,91.5,60.3,30.6,0.0,22.0,weekly,weather_based,vegetables,41.7,1.79,1,1305.0,4797.0,True,True,True,0.0,0.0,poor,low,False,False,False,0.7,traditional,low_burden
780,IRR-GHA-2023-00780,Ghana,2023,1.24,semi-commercial,True,763.0,31.9,occasional,2,surface,rainwater_harvesting,gravity,individual,0.38,0.86,30.6,21.0,13,excellent,302.0,31.0,True,141.0,False,760.0,403.0,47.5,361.0,1.51,86.9,74.3,30.7,0.0,11.0,as_needed,visual,fruits,33.6,1.66,1,2871.0,7604.0,False,False,False,0.0,0.0,good,low,False,False,False,1.5,traditional,low_burden
781,IRR-GHA-2018-00781,Ghana,2018,2.12,commercial,False,959.0,17.9,occasional,2,none,none,none,none,0.0,2.12,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,495.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
782,IRR-BUR-2019-00782,Burkina Faso,2019,2.01,semi-commercial,False,644.0,20.4,occasional,5,none,none,none,none,0.0,2.01,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,583.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
783,IRR-MAL-2020-00783,Mali,2020,1.2,subsistence,False,1155.0,19.9,rare,2,none,none,none,none,0.0,1.2,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,685.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
784,IRR-MAL-2020-00784,Malawi,2020,0.39,subsistence,False,1063.0,28.6,occasional,2,none,none,none,none,0.0,0.39,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,595.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
785,IRR-MAL-2019-00785,Mali,2019,2.79,semi-commercial,False,858.0,19.1,rare,4,none,none,none,none,0.0,2.79,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,508.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
786,IRR-TAN-2021-00786,Tanzania,2021,1.33,semi-commercial,False,1206.0,28.9,rare,3,none,none,none,none,0.0,1.33,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,610.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
787,IRR-KEN-2020-00787,Kenya,2020,2.24,semi-commercial,False,441.0,29.8,rare,6,none,none,none,none,0.0,2.24,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,419.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
788,IRR-TAN-2022-00788,Tanzania,2022,1.43,subsistence,False,944.0,20.0,frequent,2,none,none,none,none,0.0,1.43,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,508.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
789,IRR-UGA-2025-00789,Uganda,2025,1.41,subsistence,False,477.0,30.7,rare,3,none,none,none,none,0.0,1.41,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,517.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
790,IRR-MAL-2025-00790,Malawi,2025,0.76,commercial,False,1126.0,28.8,occasional,2,none,none,none,none,0.0,0.76,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,523.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
791,IRR-MAL-2024-00791,Mali,2024,3.23,commercial,True,502.0,21.0,occasional,7,drip,river,gravity,cooperative,2.9,0.34,89.6,139.0,5,good,7248.0,460.0,False,0.0,False,672.0,541.0,77.5,521.0,2.47,86.8,95.0,63.9,0.0,43.0,weekly,weather_based,rice,28.0,1.44,2,19485.0,6721.0,False,False,True,0.0,0.0,good,high,True,False,False,16.0,modern,low_burden
792,IRR-GHA-2024-00792,Ghana,2024,1.78,semi-commercial,False,700.0,34.7,rare,2,none,none,none,none,0.0,1.78,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,572.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
793,IRR-BUR-2022-00793,Burkina Faso,2022,0.8,semi-commercial,False,1489.0,29.1,rare,2,none,none,none,none,0.0,0.8,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,547.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
794,IRR-KEN-2022-00794,Kenya,2022,4.53,semi-commercial,False,934.0,34.5,occasional,7,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,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
795,IRR-MAL-2019-00795,Mali,2019,0.39,subsistence,True,461.0,18.9,occasional,3,sprinkler,rainwater_harvesting,solar,individual,0.17,0.22,43.2,10.0,17,fair,256.0,37.0,False,0.0,False,455.0,615.0,78.2,356.0,2.46,70.5,88.6,48.8,0.0,3.0,weekly,soil_moisture,fruits,41.8,1.93,1,775.0,4551.0,False,True,False,0.0,14.9,poor,medium,False,False,False,3.1,modern,low_burden
796,IRR-GHA-2023-00796,Ghana,2023,0.67,semi-commercial,False,808.0,18.9,occasional,5,none,none,none,none,0.0,0.67,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,466.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
797,IRR-KEN-2020-00797,Kenya,2020,3.2,commercial,False,879.0,17.2,rare,4,none,none,none,none,0.0,3.2,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,618.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
798,IRR-ZAM-2022-00798,Zambia,2022,1.29,semi-commercial,True,1134.0,27.3,rare,7,flood,groundwater,solar,shared,0.52,0.77,40.0,18.0,16,fair,206.0,30.0,False,0.0,False,588.0,570.0,45.5,268.0,1.55,71.4,71.9,23.4,0.0,21.0,as_needed,soil_moisture,sugarcane,57.1,1.4,2,3035.0,5881.0,False,True,False,63.7,17.5,poor,low,True,False,False,0.6,traditional,low_burden
799,IRR-UGA-2019-00799,Uganda,2019,1.29,subsistence,False,1170.0,16.7,rare,4,none,none,none,none,0.0,1.29,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,451.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
800,IRR-ZAM-2018-00800,Zambia,2018,1.26,semi-commercial,False,604.0,30.7,occasional,4,none,none,none,none,0.0,1.26,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,583.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
801,IRR-MAL-2023-00801,Mali,2023,1.03,subsistence,False,1012.0,33.3,frequent,7,none,none,none,none,0.0,1.03,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,491.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
802,IRR-TAN-2018-00802,Tanzania,2018,0.61,semi-commercial,True,400.0,16.7,rare,7,sprinkler,groundwater,manual,cooperative,0.27,0.34,43.8,11.0,11,fair,398.0,27.0,False,0.0,True,498.0,588.0,82.0,408.0,1.93,70.4,81.2,46.8,0.0,5.0,weekly,soil_moisture,fruits,35.4,1.46,1,1323.0,4980.0,False,True,False,62.6,0.0,poor,medium,False,False,False,3.7,modern,low_burden
803,IRR-ZAM-2021-00803,Zambia,2021,0.76,semi-commercial,False,1032.0,30.9,occasional,4,none,none,none,none,0.0,0.76,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,478.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
804,IRR-UGA-2019-00804,Uganda,2019,3.06,commercial,False,880.0,24.0,frequent,5,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,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,low_burden
805,IRR-TAN-2020-00805,Tanzania,2020,2.02,semi-commercial,False,1400.0,16.0,rare,4,none,none,none,none,0.0,2.02,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,585.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
806,IRR-ETH-2024-00806,Ethiopia,2024,0.5,subsistence,True,1033.0,26.0,frequent,3,sprinkler,lake,solar,cooperative,0.36,0.14,71.6,21.0,3,poor,533.0,67.0,False,0.0,False,310.0,544.0,80.6,249.0,1.54,94.1,79.6,60.3,0.0,7.0,daily,calendar,fruits,47.8,1.28,1,1101.0,3096.0,False,True,False,0.0,17.9,poor,medium,False,True,False,4.5,modern,low_burden
807,IRR-NIG-2021-00807,Nigeria,2021,0.77,semi-commercial,False,1215.0,26.7,occasional,2,none,none,none,none,0.0,0.77,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,560.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
808,IRR-ETH-2019-00808,Ethiopia,2019,0.5,subsistence,False,736.0,22.9,rare,3,none,none,none,none,0.0,0.5,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,641.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
809,IRR-TAN-2020-00809,Tanzania,2020,1.42,semi-commercial,False,891.0,23.6,rare,6,none,none,none,none,0.0,1.42,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,497.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
810,IRR-MAL-2021-00810,Mali,2021,1.05,subsistence,False,1108.0,28.6,frequent,5,none,none,none,none,0.0,1.05,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,526.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
811,IRR-ZAM-2018-00811,Zambia,2018,0.82,subsistence,False,556.0,23.6,occasional,2,none,none,none,none,0.0,0.82,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,692.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
812,IRR-MAL-2025-00812,Malawi,2025,0.68,semi-commercial,False,936.0,31.0,occasional,5,none,none,none,none,0.0,0.68,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,468.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
813,IRR-KEN-2018-00813,Kenya,2018,1.15,semi-commercial,False,1157.0,17.4,occasional,7,none,none,none,none,0.0,1.15,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,685.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
814,IRR-BUR-2022-00814,Burkina Faso,2022,4.38,semi-commercial,False,1298.0,22.6,occasional,3,none,none,none,none,0.0,4.38,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,603.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
815,IRR-KEN-2024-00815,Kenya,2024,6.24,subsistence,False,656.0,24.9,occasional,6,none,none,none,none,0.0,6.24,0.0,0.0,0,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,low_burden
816,IRR-NIG-2022-00816,Nigeria,2022,0.98,subsistence,False,920.0,27.7,rare,5,none,none,none,none,0.0,0.98,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,691.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
817,IRR-MAL-2022-00817,Mali,2022,0.83,semi-commercial,False,1015.0,34.5,occasional,3,none,none,none,none,0.0,0.83,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,549.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
818,IRR-GHA-2020-00818,Ghana,2020,0.49,semi-commercial,False,1227.0,17.9,occasional,3,none,none,none,none,0.0,0.49,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,480.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
819,IRR-UGA-2024-00819,Uganda,2024,2.25,subsistence,True,488.0,34.8,frequent,4,flood,river,solar,individual,0.98,1.27,43.7,53.0,4,good,393.0,49.0,False,0.0,False,774.0,572.0,43.7,339.0,2.08,72.4,72.8,23.1,0.0,39.0,weekly,soil_moisture,horticulture,52.6,2.3,2,7615.0,7744.0,False,False,False,0.0,13.1,good,low,True,True,False,0.7,traditional,low_burden
820,IRR-ZAM-2019-00820,Zambia,2019,1.17,subsistence,False,1139.0,32.6,frequent,2,none,none,none,none,0.0,1.17,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,522.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
821,IRR-ZAM-2020-00821,Zambia,2020,2.58,semi-commercial,False,1234.0,27.9,occasional,6,none,none,none,none,0.0,2.58,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,649.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
822,IRR-TAN-2021-00822,Tanzania,2021,1.68,semi-commercial,False,875.0,30.3,rare,4,none,none,none,none,0.0,1.68,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,452.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
823,IRR-ETH-2023-00823,Ethiopia,2023,1.07,commercial,False,765.0,27.2,frequent,2,none,none,none,none,0.0,1.07,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,669.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
824,IRR-ETH-2018-00824,Ethiopia,2018,0.69,commercial,False,1181.0,22.2,occasional,2,none,none,none,none,0.0,0.69,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,514.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
825,IRR-ZAM-2025-00825,Zambia,2025,2.04,semi-commercial,False,857.0,24.9,frequent,6,none,none,none,none,0.0,2.04,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,527.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
826,IRR-KEN-2020-00826,Kenya,2020,1.11,semi-commercial,False,947.0,24.3,frequent,6,none,none,none,none,0.0,1.11,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,679.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
827,IRR-TAN-2022-00827,Tanzania,2022,0.76,subsistence,False,917.0,20.9,rare,3,none,none,none,none,0.0,0.76,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,529.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
828,IRR-UGA-2024-00828,Uganda,2024,1.75,subsistence,False,1068.0,18.0,occasional,6,none,none,none,none,0.0,1.75,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,543.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
829,IRR-MAL-2019-00829,Mali,2019,4.51,semi-commercial,False,1257.0,29.8,rare,4,none,none,none,none,0.0,4.51,0.0,0.0,0,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,low_burden
830,IRR-KEN-2025-00830,Kenya,2025,0.55,semi-commercial,False,846.0,26.2,rare,3,none,none,none,none,0.0,0.55,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,682.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
831,IRR-GHA-2018-00831,Ghana,2018,1.98,semi-commercial,False,818.0,20.9,rare,2,none,none,none,none,0.0,1.98,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,681.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
832,IRR-TAN-2022-00832,Tanzania,2022,0.91,semi-commercial,True,1104.0,29.9,occasional,2,sprinkler,wetland,diesel,individual,0.54,0.36,60.1,21.0,5,fair,817.0,97.0,True,467.0,False,563.0,583.0,71.9,405.0,2.09,71.1,69.4,35.4,129.0,11.0,weekly,visual,fruits,33.8,2.12,1,3066.0,5632.0,False,False,False,0.0,7.6,poor,medium,True,False,False,5.3,modern,low_burden
833,IRR-ZAM-2024-00833,Zambia,2024,1.21,subsistence,False,1173.0,29.5,frequent,3,none,none,none,none,0.0,1.21,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,589.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
834,IRR-NIG-2024-00834,Nigeria,2024,3.59,subsistence,False,837.0,19.2,occasional,6,none,none,none,none,0.0,3.59,0.0,0.0,0,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,low_burden
835,IRR-KEN-2018-00835,Kenya,2018,0.56,commercial,False,973.0,31.4,rare,5,none,none,none,none,0.0,0.56,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,569.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
836,IRR-BUR-2024-00836,Burkina Faso,2024,2.65,semi-commercial,True,1164.0,32.9,rare,4,drip,rainwater_harvesting,solar,individual,1.25,1.41,46.9,70.0,1,fair,3115.0,455.0,False,0.0,False,450.0,628.0,77.0,346.0,0.98,74.0,79.4,45.3,0.0,19.0,weekly,calendar,maize,29.8,1.29,2,5602.0,4496.0,True,False,False,0.0,18.3,poor,high,False,False,False,7.9,modern,low_burden
837,IRR-TAN-2018-00837,Tanzania,2018,2.64,semi-commercial,False,906.0,25.5,occasional,7,none,none,none,none,0.0,2.64,0.0,0.0,0,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,low_burden
838,IRR-ZAM-2020-00838,Zambia,2020,0.97,semi-commercial,False,838.0,22.2,rare,5,none,none,none,none,0.0,0.97,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,617.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
839,IRR-ZAM-2024-00839,Zambia,2024,5.42,subsistence,False,765.0,33.6,occasional,4,none,none,none,none,0.0,5.42,0.0,0.0,0,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,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
840,IRR-NIG-2025-00840,Nigeria,2025,3.24,semi-commercial,False,1279.0,22.7,frequent,6,none,none,none,none,0.0,3.24,0.0,0.0,0,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,True,False,0.0,none,low_burden
841,IRR-GHA-2024-00841,Ghana,2024,0.86,semi-commercial,False,1149.0,19.4,rare,7,none,none,none,none,0.0,0.86,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,689.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
842,IRR-ZAM-2022-00842,Zambia,2022,1.29,semi-commercial,False,1154.0,23.1,occasional,3,none,none,none,none,0.0,1.29,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,674.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
843,IRR-MAL-2021-00843,Mali,2021,1.75,subsistence,False,1004.0,26.6,occasional,5,none,none,none,none,0.0,1.75,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,482.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
844,IRR-ZAM-2019-00844,Zambia,2019,0.61,subsistence,False,400.0,32.9,occasional,6,none,none,none,none,0.0,0.61,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,568.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
845,IRR-ZAM-2021-00845,Zambia,2021,0.54,subsistence,False,854.0,33.2,frequent,7,none,none,none,none,0.0,0.54,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,412.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
846,IRR-NIG-2025-00846,Nigeria,2025,0.53,subsistence,False,816.0,21.8,frequent,5,none,none,none,none,0.0,0.53,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,656.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
847,IRR-ETH-2024-00847,Ethiopia,2024,2.89,semi-commercial,False,1038.0,17.7,occasional,3,none,none,none,none,0.0,2.89,0.0,0.0,0,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,low_burden
848,IRR-MAL-2025-00848,Malawi,2025,1.72,subsistence,False,987.0,31.5,occasional,2,none,none,none,none,0.0,1.72,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,513.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
849,IRR-BUR-2023-00849,Burkina Faso,2023,0.96,semi-commercial,False,848.0,24.1,occasional,7,none,none,none,none,0.0,0.96,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,654.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
850,IRR-NIG-2020-00850,Nigeria,2020,0.23,subsistence,False,818.0,32.7,occasional,2,none,none,none,none,0.0,0.23,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,476.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
851,IRR-GHA-2018-00851,Ghana,2018,0.57,subsistence,False,641.0,19.3,rare,4,none,none,none,none,0.0,0.57,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,681.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
852,IRR-KEN-2021-00852,Kenya,2021,0.97,subsistence,False,810.0,21.9,frequent,7,none,none,none,none,0.0,0.97,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,525.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
853,IRR-TAN-2024-00853,Tanzania,2024,5.96,semi-commercial,False,635.0,21.3,rare,7,none,none,none,none,0.0,5.96,0.0,0.0,0,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,low_burden
854,IRR-MAL-2024-00854,Malawi,2024,2.21,semi-commercial,False,1165.0,21.2,frequent,3,none,none,none,none,0.0,2.21,0.0,0.0,0,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,True,False,0.0,none,low_burden
855,IRR-ZAM-2021-00855,Zambia,2021,1.0,subsistence,False,773.0,31.3,rare,5,none,none,none,none,0.0,1.0,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,602.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
856,IRR-BUR-2021-00856,Burkina Faso,2021,3.82,subsistence,False,618.0,32.4,rare,2,none,none,none,none,0.0,3.82,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,535.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
857,IRR-ZAM-2018-00857,Zambia,2018,1.28,semi-commercial,False,1074.0,28.0,occasional,4,none,none,none,none,0.0,1.28,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,450.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
858,IRR-KEN-2021-00858,Kenya,2021,1.56,commercial,False,1197.0,16.5,frequent,4,none,none,none,none,0.0,1.56,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,506.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
859,IRR-GHA-2019-00859,Ghana,2019,0.93,subsistence,False,1110.0,34.5,frequent,2,none,none,none,none,0.0,0.93,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,679.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
860,IRR-ETH-2025-00860,Ethiopia,2025,0.59,subsistence,False,1079.0,29.3,rare,6,none,none,none,none,0.0,0.59,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,605.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
861,IRR-UGA-2023-00861,Uganda,2023,3.57,semi-commercial,True,935.0,19.6,frequent,2,surface,river,manual,individual,1.73,1.84,48.6,62.0,3,good,1387.0,199.0,False,0.0,True,714.0,577.0,46.9,335.0,2.3,88.2,83.6,34.6,0.0,52.0,daily,calendar,cotton,52.2,2.44,2,12377.0,7138.0,False,False,False,0.0,0.0,good,low,True,True,False,1.5,traditional,low_burden
862,IRR-ZAM-2021-00862,Zambia,2021,4.68,subsistence,False,797.0,25.0,rare,5,none,none,none,none,0.0,4.68,0.0,0.0,0,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,low_burden
863,IRR-ETH-2018-00863,Ethiopia,2018,0.78,semi-commercial,False,463.0,15.3,rare,4,none,none,none,none,0.0,0.78,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,429.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
864,IRR-UGA-2019-00864,Uganda,2019,1.15,subsistence,False,1149.0,25.2,occasional,2,none,none,none,none,0.0,1.15,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,644.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
865,IRR-NIG-2022-00865,Nigeria,2022,1.14,subsistence,True,740.0,16.8,frequent,7,drip,rainwater_harvesting,electric,shared,0.4,0.74,35.4,18.0,7,excellent,1012.0,76.0,False,0.0,False,447.0,615.0,91.7,409.0,2.07,71.5,95.0,62.3,22.0,6.0,as_needed,calendar,maize,43.7,1.77,2,1807.0,4467.0,False,True,False,0.0,3.8,good,high,False,True,False,4.0,modern,low_burden
866,IRR-BUR-2019-00866,Burkina Faso,2019,5.01,subsistence,False,655.0,30.6,rare,6,none,none,none,none,0.0,5.01,0.0,0.0,0,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,low_burden
867,IRR-UGA-2024-00867,Uganda,2024,4.26,subsistence,False,1068.0,32.6,occasional,3,none,none,none,none,0.0,4.26,0.0,0.0,0,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,low_burden
868,IRR-GHA-2019-00868,Ghana,2019,0.73,semi-commercial,True,689.0,21.4,occasional,2,surface,river,electric,individual,0.28,0.45,38.9,12.0,19,good,226.0,13.0,False,0.0,False,602.0,551.0,47.8,288.0,2.27,77.1,88.8,32.8,41.0,8.0,weekly,visual,cotton,53.4,1.67,1,1705.0,6022.0,False,False,False,0.0,18.8,good,low,False,False,False,1.2,traditional,low_burden
869,IRR-TAN-2025-00869,Tanzania,2025,1.68,semi-commercial,False,765.0,20.2,frequent,5,none,none,none,none,0.0,1.68,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,468.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
870,IRR-KEN-2018-00870,Kenya,2018,0.91,subsistence,False,1224.0,22.0,rare,5,none,none,none,none,0.0,0.91,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,608.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
871,IRR-MAL-2020-00871,Malawi,2020,0.64,semi-commercial,False,976.0,21.8,occasional,4,none,none,none,none,0.0,0.64,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,649.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
872,IRR-KEN-2025-00872,Kenya,2025,1.72,subsistence,False,1286.0,15.7,rare,5,none,none,none,none,0.0,1.72,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,543.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
873,IRR-BUR-2019-00873,Burkina Faso,2019,2.89,subsistence,False,794.0,28.9,occasional,2,none,none,none,none,0.0,2.89,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,417.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
874,IRR-ZAM-2020-00874,Zambia,2020,0.98,subsistence,True,884.0,24.3,rare,7,drip,lake,diesel,individual,0.86,0.12,87.8,38.0,12,good,2151.0,242.0,False,0.0,False,762.0,452.0,94.5,720.0,1.87,90.3,75.1,64.1,161.0,13.0,daily,weather_based,vegetables,22.5,1.29,2,6552.0,7617.0,False,False,False,0.0,16.9,good,high,True,False,False,19.5,modern,low_burden
875,IRR-MAL-2024-00875,Mali,2024,1.78,semi-commercial,True,1017.0,21.7,occasional,3,flood,groundwater,manual,government,1.42,0.35,80.1,49.0,7,fair,569.0,61.0,False,0.0,False,383.0,452.0,45.2,173.0,1.51,86.9,71.2,27.9,0.0,57.0,weekly,visual,maize,26.2,1.3,2,5447.0,3826.0,False,False,False,62.7,0.0,poor,low,False,False,False,2.4,traditional,low_burden
876,IRR-BUR-2025-00876,Burkina Faso,2025,1.23,subsistence,True,1191.0,31.7,rare,2,surface,lake,solar,cooperative,1.1,0.13,89.3,50.0,13,good,882.0,65.0,False,0.0,True,678.0,655.0,51.2,347.0,1.27,76.7,61.5,24.1,0.0,33.0,weekly,visual,vegetables,51.5,1.53,2,7469.0,6776.0,False,False,False,0.0,10.4,good,low,True,False,False,2.8,traditional,low_burden
877,IRR-ETH-2022-00877,Ethiopia,2022,0.91,subsistence,False,799.0,28.1,rare,2,none,none,none,none,0.0,0.91,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,662.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
878,IRR-MAL-2021-00878,Mali,2021,0.67,semi-commercial,False,977.0,21.8,rare,2,none,none,none,none,0.0,0.67,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,416.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
879,IRR-KEN-2024-00879,Kenya,2024,6.23,semi-commercial,False,516.0,27.5,rare,2,none,none,none,none,0.0,6.23,0.0,0.0,0,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,low_burden
880,IRR-ZAM-2022-00880,Zambia,2022,3.18,semi-commercial,False,1442.0,17.1,rare,6,none,none,none,none,0.0,3.18,0.0,0.0,0,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,low_burden
881,IRR-KEN-2024-00881,Kenya,2024,1.45,commercial,False,809.0,25.4,occasional,4,none,none,none,none,0.0,1.45,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,541.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
882,IRR-MAL-2025-00882,Mali,2025,1.09,subsistence,True,826.0,20.4,frequent,7,surface,river,electric,individual,0.5,0.59,46.1,24.0,11,good,404.0,22.0,False,0.0,False,730.0,405.0,59.1,432.0,2.15,71.9,81.7,34.7,64.0,15.0,biweekly,calendar,fruits,22.0,1.28,2,3685.0,7305.0,True,True,False,0.0,5.8,good,low,True,True,False,3.4,traditional,low_burden
883,IRR-GHA-2021-00883,Ghana,2021,3.71,subsistence,False,983.0,21.9,rare,3,none,none,none,none,0.0,3.71,0.0,0.0,0,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,False,False,0.0,none,low_burden
884,IRR-MAL-2021-00884,Malawi,2021,0.62,semi-commercial,False,1257.0,34.2,occasional,5,none,none,none,none,0.0,0.62,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,578.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
885,IRR-MAL-2022-00885,Mali,2022,3.37,subsistence,False,702.0,24.1,occasional,2,none,none,none,none,0.0,3.37,0.0,0.0,0,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,low_burden
886,IRR-TAN-2019-00886,Tanzania,2019,0.56,commercial,False,760.0,21.7,rare,7,none,none,none,none,0.0,0.56,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,599.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
887,IRR-NIG-2021-00887,Nigeria,2021,1.53,subsistence,False,400.0,34.4,frequent,5,none,none,none,none,0.0,1.53,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,434.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
888,IRR-NIG-2024-00888,Nigeria,2024,4.66,commercial,False,816.0,20.5,occasional,4,none,none,none,none,0.0,4.66,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,543.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
889,IRR-ZAM-2018-00889,Zambia,2018,2.52,subsistence,False,489.0,18.8,rare,4,none,none,none,none,0.0,2.52,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,518.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
890,IRR-MAL-2020-00890,Malawi,2020,0.52,semi-commercial,False,980.0,32.2,rare,2,none,none,none,none,0.0,0.52,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,501.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
891,IRR-MAL-2020-00891,Mali,2020,5.12,semi-commercial,False,611.0,28.5,frequent,3,none,none,none,none,0.0,5.12,0.0,0.0,0,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,True,False,0.0,none,low_burden
892,IRR-GHA-2019-00892,Ghana,2019,1.95,semi-commercial,False,531.0,17.8,occasional,3,none,none,none,none,0.0,1.95,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,553.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
893,IRR-GHA-2023-00893,Ghana,2023,0.85,commercial,False,1171.0,23.1,occasional,2,none,none,none,none,0.0,0.85,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,454.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
894,IRR-ETH-2021-00894,Ethiopia,2021,0.74,semi-commercial,False,1013.0,26.3,occasional,4,none,none,none,none,0.0,0.74,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,464.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
895,IRR-MAL-2020-00895,Mali,2020,1.0,subsistence,False,748.0,23.3,occasional,7,none,none,none,none,0.0,1.0,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,616.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
896,IRR-GHA-2024-00896,Ghana,2024,1.53,subsistence,False,871.0,24.5,frequent,6,none,none,none,none,0.0,1.53,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,402.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
897,IRR-GHA-2020-00897,Ghana,2020,2.83,semi-commercial,False,988.0,24.0,frequent,7,none,none,none,none,0.0,2.83,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,653.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
898,IRR-BUR-2025-00898,Burkina Faso,2025,1.47,semi-commercial,False,688.0,29.9,rare,3,none,none,none,none,0.0,1.47,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,479.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
899,IRR-ETH-2024-00899,Ethiopia,2024,2.2,semi-commercial,False,440.0,22.8,frequent,6,none,none,none,none,0.0,2.2,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,551.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
900,IRR-NIG-2023-00900,Nigeria,2023,1.23,subsistence,False,1018.0,27.3,rare,4,none,none,none,none,0.0,1.23,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,429.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
901,IRR-ZAM-2024-00901,Zambia,2024,2.21,subsistence,False,758.0,34.7,rare,2,none,none,none,none,0.0,2.21,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,578.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
902,IRR-ETH-2021-00902,Ethiopia,2021,0.87,subsistence,False,670.0,18.6,frequent,2,none,none,none,none,0.0,0.87,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,513.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
903,IRR-ETH-2018-00903,Ethiopia,2018,0.62,semi-commercial,False,625.0,26.6,occasional,6,none,none,none,none,0.0,0.62,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,487.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
904,IRR-BUR-2019-00904,Burkina Faso,2019,1.14,subsistence,False,931.0,32.2,rare,7,none,none,none,none,0.0,1.14,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,587.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
905,IRR-TAN-2023-00905,Tanzania,2023,1.84,commercial,False,986.0,26.6,occasional,7,none,none,none,none,0.0,1.84,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,421.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
906,IRR-TAN-2019-00906,Tanzania,2019,2.38,semi-commercial,False,871.0,19.5,occasional,7,none,none,none,none,0.0,2.38,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,552.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
907,IRR-MAL-2023-00907,Mali,2023,0.76,subsistence,True,1361.0,22.2,frequent,6,drip,reservoir,gravity,individual,0.56,0.2,74.2,22.0,0,fair,1411.0,97.0,False,0.0,False,658.0,588.0,91.2,600.0,1.1,86.7,92.1,72.8,0.0,8.0,weekly,visual,sugarcane,26.7,1.58,2,3713.0,6581.0,False,False,False,0.0,0.0,poor,high,False,True,False,13.9,modern,low_burden
908,IRR-ZAM-2019-00908,Zambia,2019,0.75,commercial,False,1152.0,35.0,occasional,7,none,none,none,none,0.0,0.75,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,593.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
909,IRR-ZAM-2025-00909,Zambia,2025,0.8,semi-commercial,False,848.0,28.1,occasional,2,none,none,none,none,0.0,0.8,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,486.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
910,IRR-MAL-2019-00910,Malawi,2019,0.98,subsistence,False,1219.0,23.8,rare,5,none,none,none,none,0.0,0.98,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,558.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
911,IRR-MAL-2018-00911,Mali,2018,1.46,commercial,False,890.0,25.7,occasional,5,none,none,none,none,0.0,1.46,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,545.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
912,IRR-GHA-2022-00912,Ghana,2022,2.01,subsistence,False,899.0,22.4,frequent,3,none,none,none,none,0.0,2.01,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,496.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
913,IRR-NIG-2021-00913,Nigeria,2021,0.4,semi-commercial,False,1938.0,22.3,occasional,5,none,none,none,none,0.0,0.4,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,505.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
914,IRR-MAL-2019-00914,Mali,2019,0.62,subsistence,False,1144.0,15.1,occasional,5,none,none,none,none,0.0,0.62,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,638.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
915,IRR-GHA-2019-00915,Ghana,2019,0.5,semi-commercial,False,1044.0,34.0,occasional,2,none,none,none,none,0.0,0.5,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,519.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
916,IRR-MAL-2018-00916,Mali,2018,1.82,subsistence,False,974.0,27.0,frequent,7,none,none,none,none,0.0,1.82,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,449.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
917,IRR-KEN-2023-00917,Kenya,2023,1.27,commercial,True,1167.0,24.1,rare,3,sprinkler,rainwater_harvesting,solar,government,0.74,0.53,58.4,36.0,6,poor,1108.0,157.0,False,0.0,False,434.0,696.0,79.1,343.0,2.15,86.7,89.5,61.3,0.0,15.0,weekly,calendar,fruits,48.0,2.15,2,3210.0,4345.0,True,False,False,0.0,19.2,poor,medium,False,False,False,3.7,modern,low_burden
918,IRR-MAL-2022-00918,Mali,2022,1.39,semi-commercial,False,882.0,35.0,occasional,2,none,none,none,none,0.0,1.39,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,617.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
919,IRR-MAL-2021-00919,Malawi,2021,5.73,subsistence,False,925.0,17.8,occasional,5,none,none,none,none,0.0,5.73,0.0,0.0,0,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,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
920,IRR-ETH-2025-00920,Ethiopia,2025,3.62,commercial,False,866.0,30.1,rare,4,none,none,none,none,0.0,3.62,0.0,0.0,0,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,low_burden
921,IRR-KEN-2021-00921,Kenya,2021,1.56,semi-commercial,False,916.0,17.2,occasional,7,none,none,none,none,0.0,1.56,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,555.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
922,IRR-NIG-2024-00922,Nigeria,2024,3.72,commercial,False,1364.0,19.8,rare,6,none,none,none,none,0.0,3.72,0.0,0.0,0,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,low_burden
923,IRR-MAL-2025-00923,Malawi,2025,1.13,subsistence,False,625.0,18.6,occasional,3,none,none,none,none,0.0,1.13,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,457.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
924,IRR-UGA-2025-00924,Uganda,2025,1.04,subsistence,False,1481.0,17.9,frequent,6,none,none,none,none,0.0,1.04,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,418.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
925,IRR-GHA-2024-00925,Ghana,2024,0.35,semi-commercial,False,799.0,34.8,rare,4,none,none,none,none,0.0,0.35,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,471.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
926,IRR-NIG-2018-00926,Nigeria,2018,0.52,commercial,True,841.0,16.2,occasional,6,surface,wetland,manual,shared,0.24,0.29,45.2,9.0,6,good,189.0,10.0,False,0.0,True,628.0,584.0,59.2,372.0,1.61,78.6,75.3,35.1,0.0,7.0,daily,calendar,fruits,50.8,1.4,1,1482.0,6281.0,False,False,False,0.0,0.0,good,low,False,False,False,1.4,traditional,low_burden
927,IRR-TAN-2022-00927,Tanzania,2022,0.92,subsistence,False,550.0,22.7,occasional,7,none,none,none,none,0.0,0.92,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,611.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
928,IRR-ETH-2019-00928,Ethiopia,2019,2.83,subsistence,False,688.0,22.2,frequent,7,none,none,none,none,0.0,2.83,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,553.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
929,IRR-GHA-2018-00929,Ghana,2018,0.43,semi-commercial,False,785.0,18.4,frequent,6,none,none,none,none,0.0,0.43,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,426.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
930,IRR-BUR-2023-00930,Burkina Faso,2023,0.9,subsistence,True,779.0,34.9,occasional,3,surface,groundwater,manual,individual,0.69,0.2,77.5,39.0,19,fair,556.0,63.0,False,0.0,False,376.0,422.0,55.2,208.0,1.65,76.0,68.8,28.8,0.0,21.0,weekly,calendar,rice,35.6,1.7,1,2613.0,3763.0,False,False,True,36.8,0.0,poor,low,False,False,False,3.5,traditional,low_burden
931,IRR-KEN-2023-00931,Kenya,2023,3.24,subsistence,True,1110.0,23.6,occasional,3,flood,groundwater,electric,individual,1.75,1.49,54.0,73.0,3,fair,701.0,49.0,False,0.0,False,774.0,699.0,47.5,367.0,1.31,86.6,62.5,25.7,240.0,70.0,weekly,visual,rice,33.1,2.24,2,13553.0,7737.0,False,False,False,67.0,19.6,poor,low,True,False,False,1.3,traditional,low_burden
932,IRR-BUR-2021-00932,Burkina Faso,2021,2.52,subsistence,False,1158.0,25.8,rare,4,none,none,none,none,0.0,2.52,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,646.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
933,IRR-MAL-2023-00933,Mali,2023,5.54,semi-commercial,False,515.0,34.6,rare,6,none,none,none,none,0.0,5.54,0.0,0.0,0,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,low_burden
934,IRR-ZAM-2023-00934,Zambia,2023,3.02,subsistence,False,1171.0,20.5,occasional,3,none,none,none,none,0.0,3.02,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,653.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
935,IRR-ETH-2020-00935,Ethiopia,2020,2.93,subsistence,False,835.0,21.6,occasional,5,none,none,none,none,0.0,2.93,0.0,0.0,0,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,low_burden
936,IRR-MAL-2025-00936,Malawi,2025,1.45,semi-commercial,False,876.0,18.5,rare,3,none,none,none,none,0.0,1.45,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,596.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
937,IRR-UGA-2022-00937,Uganda,2022,1.28,subsistence,False,961.0,20.1,occasional,2,none,none,none,none,0.0,1.28,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,627.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
938,IRR-NIG-2024-00938,Nigeria,2024,1.41,commercial,False,965.0,23.2,occasional,4,none,none,none,none,0.0,1.41,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,444.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
939,IRR-GHA-2021-00939,Ghana,2021,0.68,semi-commercial,False,758.0,23.6,occasional,2,none,none,none,none,0.0,0.68,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,696.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
940,IRR-GHA-2023-00940,Ghana,2023,1.55,semi-commercial,False,1031.0,19.5,rare,6,none,none,none,none,0.0,1.55,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,663.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
941,IRR-ETH-2019-00941,Ethiopia,2019,0.86,subsistence,False,1033.0,33.1,occasional,5,none,none,none,none,0.0,0.86,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,474.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
942,IRR-UGA-2024-00942,Uganda,2024,0.98,subsistence,False,751.0,32.2,occasional,3,none,none,none,none,0.0,0.98,0.0,0.0,0,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,low_burden
943,IRR-ETH-2023-00943,Ethiopia,2023,2.1,subsistence,False,958.0,16.0,frequent,4,none,none,none,none,0.0,2.1,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,611.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
944,IRR-ZAM-2020-00944,Zambia,2020,1.22,subsistence,False,455.0,19.0,occasional,7,none,none,none,none,0.0,1.22,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,552.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
945,IRR-UGA-2020-00945,Uganda,2020,1.67,semi-commercial,False,825.0,17.8,occasional,2,none,none,none,none,0.0,1.67,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,534.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
946,IRR-MAL-2023-00946,Malawi,2023,1.65,semi-commercial,True,667.0,34.1,rare,5,surface,groundwater,gravity,individual,1.29,0.35,78.5,67.0,12,good,1034.0,117.0,False,0.0,False,628.0,629.0,60.5,380.0,0.87,75.1,64.4,29.2,0.0,39.0,daily,calendar,rice,55.1,1.78,2,8111.0,6277.0,False,False,False,54.2,0.0,good,low,True,False,True,2.3,traditional,low_burden
947,IRR-KEN-2021-00947,Kenya,2021,0.93,subsistence,False,1022.0,24.4,frequent,5,none,none,none,none,0.0,0.93,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,524.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
948,IRR-TAN-2024-00948,Tanzania,2024,1.62,subsistence,False,979.0,19.5,occasional,4,none,none,none,none,0.0,1.62,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,481.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
949,IRR-GHA-2023-00949,Ghana,2023,2.7,subsistence,False,581.0,25.3,occasional,2,none,none,none,none,0.0,2.7,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,534.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
950,IRR-MAL-2022-00950,Malawi,2022,1.41,semi-commercial,False,785.0,18.1,frequent,2,none,none,none,none,0.0,1.41,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,470.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
951,IRR-MAL-2022-00951,Mali,2022,0.7,semi-commercial,False,761.0,33.8,rare,7,none,none,none,none,0.0,0.7,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,698.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
952,IRR-BUR-2020-00952,Burkina Faso,2020,2.34,semi-commercial,False,947.0,33.5,rare,5,none,none,none,none,0.0,2.34,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,563.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
953,IRR-NIG-2025-00953,Nigeria,2025,0.56,subsistence,True,1083.0,18.8,rare,5,flood,river,gravity,cooperative,0.3,0.27,52.6,14.0,17,good,118.0,8.0,False,0.0,False,593.0,625.0,46.7,277.0,1.41,83.0,82.9,32.1,0.0,12.0,daily,visual,fruits,35.0,1.49,1,1752.0,5928.0,True,False,False,0.0,0.0,good,low,False,False,False,1.2,traditional,low_burden
954,IRR-MAL-2023-00954,Mali,2023,1.06,subsistence,False,1001.0,28.7,frequent,6,none,none,none,none,0.0,1.06,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,685.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
955,IRR-BUR-2025-00955,Burkina Faso,2025,1.49,subsistence,False,846.0,20.9,rare,7,none,none,none,none,0.0,1.49,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,545.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
956,IRR-BUR-2019-00956,Burkina Faso,2019,1.46,semi-commercial,False,400.0,24.0,rare,2,none,none,none,none,0.0,1.46,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,434.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
957,IRR-MAL-2025-00957,Mali,2025,1.3,subsistence,True,798.0,23.3,frequent,6,flood,groundwater,diesel,individual,0.99,0.3,76.7,48.0,10,good,398.0,31.0,True,207.0,True,718.0,607.0,46.2,332.0,1.7,91.9,66.8,28.4,179.0,40.0,biweekly,visual,vegetables,52.3,1.66,1,7142.0,7182.0,True,False,False,26.6,4.7,good,low,True,True,True,1.2,traditional,low_burden
958,IRR-MAL-2024-00958,Mali,2024,3.86,semi-commercial,False,645.0,34.3,occasional,2,none,none,none,none,0.0,3.86,0.0,0.0,0,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,low_burden
959,IRR-MAL-2018-00959,Mali,2018,2.37,semi-commercial,False,1038.0,23.7,frequent,7,none,none,none,none,0.0,2.37,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,400.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
960,IRR-NIG-2022-00960,Nigeria,2022,0.38,semi-commercial,False,840.0,22.8,rare,4,none,none,none,none,0.0,0.38,0.0,0.0,0,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,low_burden
961,IRR-TAN-2018-00961,Tanzania,2018,0.68,semi-commercial,False,780.0,29.1,occasional,3,none,none,none,none,0.0,0.68,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,605.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
962,IRR-MAL-2025-00962,Mali,2025,1.48,semi-commercial,False,400.0,25.3,occasional,3,none,none,none,none,0.0,1.48,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,431.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
963,IRR-BUR-2021-00963,Burkina Faso,2021,2.7,commercial,False,770.0,18.1,occasional,4,none,none,none,none,0.0,2.7,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,597.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
964,IRR-KEN-2024-00964,Kenya,2024,3.51,subsistence,False,843.0,34.1,rare,3,none,none,none,none,0.0,3.51,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,563.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
965,IRR-NIG-2023-00965,Nigeria,2023,2.14,semi-commercial,True,988.0,23.6,frequent,4,surface,river,electric,individual,1.59,0.56,74.0,72.0,16,poor,1268.0,115.0,True,611.0,False,341.0,491.0,55.1,188.0,1.24,76.7,70.2,29.7,198.0,48.0,as_needed,visual,sugarcane,27.8,1.75,1,5409.0,3412.0,False,False,False,0.0,23.0,poor,low,False,True,False,4.3,traditional,low_burden
966,IRR-UGA-2025-00966,Uganda,2025,1.05,subsistence,True,1098.0,27.1,frequent,4,sprinkler,river,electric,cooperative,0.78,0.26,74.8,44.0,12,fair,1177.0,102.0,True,398.0,False,616.0,624.0,81.7,503.0,1.52,86.2,71.8,50.6,97.0,16.0,as_needed,weather_based,sugarcane,26.3,1.47,2,4835.0,6161.0,False,False,False,0.0,21.5,poor,medium,True,True,False,8.5,modern,low_burden
967,IRR-BUR-2024-00967,Burkina Faso,2024,1.75,subsistence,False,1125.0,29.4,frequent,4,none,none,none,none,0.0,1.75,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,575.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
968,IRR-ZAM-2023-00968,Zambia,2023,1.6,subsistence,False,1224.0,21.7,occasional,5,none,none,none,none,0.0,1.6,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,686.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
969,IRR-NIG-2018-00969,Nigeria,2018,2.55,subsistence,False,789.0,24.8,occasional,5,none,none,none,none,0.0,2.55,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,497.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
970,IRR-ETH-2021-00970,Ethiopia,2021,1.54,subsistence,False,1025.0,23.5,rare,4,none,none,none,none,0.0,1.54,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,628.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
971,IRR-GHA-2023-00971,Ghana,2023,1.5,subsistence,False,821.0,34.0,rare,3,none,none,none,none,0.0,1.5,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,498.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
972,IRR-BUR-2018-00972,Burkina Faso,2018,0.7,subsistence,False,1081.0,23.3,frequent,6,none,none,none,none,0.0,0.7,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,482.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
973,IRR-GHA-2019-00973,Ghana,2019,0.93,subsistence,False,1196.0,28.1,rare,5,none,none,none,none,0.0,0.93,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,694.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
974,IRR-ETH-2025-00974,Ethiopia,2025,1.11,subsistence,False,524.0,20.9,rare,2,none,none,none,none,0.0,1.11,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,592.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
975,IRR-BUR-2022-00975,Burkina Faso,2022,0.43,subsistence,False,876.0,30.0,frequent,7,none,none,none,none,0.0,0.43,0.0,0.0,0,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,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,low_burden
976,IRR-ETH-2019-00976,Ethiopia,2019,0.66,subsistence,False,469.0,18.1,occasional,6,none,none,none,none,0.0,0.66,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,476.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
977,IRR-TAN-2019-00977,Tanzania,2019,1.83,semi-commercial,False,945.0,25.4,occasional,3,none,none,none,none,0.0,1.83,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,470.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
978,IRR-GHA-2019-00978,Ghana,2019,1.19,commercial,True,1045.0,23.7,occasional,2,manual,river,diesel,government,1.01,0.18,84.6,60.0,13,poor,202.0,17.0,True,79.0,False,658.0,665.0,53.6,352.0,1.15,84.5,85.3,38.6,117.0,81.0,as_needed,visual,fruits,36.2,1.64,3,6635.0,6575.0,True,False,True,0.0,23.4,poor,low,False,False,False,0.9,traditional,low_burden
979,IRR-GHA-2021-00979,Ghana,2021,2.26,subsistence,False,1203.0,17.6,rare,6,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,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
980,IRR-GHA-2019-00980,Ghana,2019,0.69,subsistence,False,773.0,24.4,rare,7,none,none,none,none,0.0,0.69,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,405.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
981,IRR-GHA-2023-00981,Ghana,2023,2.59,semi-commercial,False,883.0,27.0,occasional,6,none,none,none,none,0.0,2.59,0.0,0.0,0,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,low_burden
982,IRR-MAL-2024-00982,Malawi,2024,1.51,semi-commercial,True,485.0,15.1,rare,3,center_pivot,river,solar,shared,1.44,0.07,95.3,71.0,12,excellent,7198.0,466.0,True,2758.0,True,618.0,465.0,86.6,535.0,2.37,93.7,68.8,55.8,0.0,14.0,biweekly,calendar,maize,21.4,1.55,1,8895.0,6179.0,False,False,False,0.0,8.7,good,high,False,False,False,44.5,traditional,low_burden
983,IRR-ETH-2023-00983,Ethiopia,2023,2.83,semi-commercial,True,1328.0,17.7,occasional,6,surface,river,solar,government,1.42,1.41,50.2,64.0,10,poor,1137.0,121.0,True,609.0,False,506.0,679.0,49.8,252.0,1.11,83.4,72.8,30.2,0.0,43.0,biweekly,visual,vegetables,44.7,2.12,3,7187.0,5057.0,True,True,False,0.0,16.5,poor,low,False,False,False,1.8,traditional,low_burden
984,IRR-MAL-2025-00984,Mali,2025,0.58,subsistence,False,919.0,20.3,occasional,4,none,none,none,none,0.0,0.58,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,452.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
985,IRR-UGA-2019-00985,Uganda,2019,1.13,semi-commercial,False,832.0,31.0,rare,2,none,none,none,none,0.0,1.13,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,595.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
986,IRR-TAN-2018-00986,Tanzania,2018,3.55,subsistence,False,746.0,32.0,occasional,4,none,none,none,none,0.0,3.55,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,668.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
987,IRR-NIG-2024-00987,Nigeria,2024,0.63,subsistence,True,855.0,26.7,frequent,6,sprinkler,river,gravity,private_company,0.25,0.38,40.3,14.0,5,fair,381.0,31.0,False,0.0,True,311.0,552.0,69.1,215.0,1.29,93.2,64.6,41.6,0.0,5.0,as_needed,calendar,vegetables,53.5,1.57,2,791.0,3111.0,False,False,True,0.0,0.0,poor,medium,False,False,False,2.3,modern,low_burden
988,IRR-ZAM-2022-00988,Zambia,2022,3.44,semi-commercial,False,1050.0,24.5,occasional,2,none,none,none,none,0.0,3.44,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,698.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
989,IRR-GHA-2020-00989,Ghana,2020,0.72,semi-commercial,False,796.0,23.9,occasional,2,none,none,none,none,0.0,0.72,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,554.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
990,IRR-MAL-2021-00990,Mali,2021,1.73,subsistence,False,931.0,17.6,rare,3,none,none,none,none,0.0,1.73,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,560.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
991,IRR-MAL-2020-00991,Mali,2020,1.15,subsistence,False,663.0,18.0,occasional,3,none,none,none,none,0.0,1.15,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,630.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
992,IRR-ZAM-2023-00992,Zambia,2023,3.47,subsistence,True,647.0,16.2,occasional,6,flood,rainwater_harvesting,solar,cooperative,2.25,1.21,65.0,78.0,2,good,902.0,52.0,False,0.0,False,675.0,582.0,42.7,288.0,1.98,92.8,61.0,24.2,0.0,90.0,biweekly,visual,rice,39.0,1.75,1,15215.0,6748.0,True,False,False,0.0,22.4,good,low,False,False,False,1.3,traditional,low_burden
993,IRR-MAL-2018-00993,Mali,2018,1.07,subsistence,False,1156.0,26.7,occasional,6,none,none,none,none,0.0,1.07,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,627.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
994,IRR-MAL-2021-00994,Mali,2021,4.21,commercial,False,1548.0,18.5,occasional,5,none,none,none,none,0.0,4.21,0.0,0.0,0,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,low_burden
995,IRR-TAN-2019-00995,Tanzania,2019,0.74,semi-commercial,False,1149.0,16.3,occasional,7,none,none,none,none,0.0,0.74,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,542.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
996,IRR-MAL-2020-00996,Mali,2020,1.41,subsistence,False,891.0,15.1,occasional,7,none,none,none,none,0.0,1.41,0.0,0.0,0,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,low_burden
997,IRR-BUR-2023-00997,Burkina Faso,2023,2.88,subsistence,True,717.0,34.2,frequent,7,flood,reservoir,solar,individual,2.54,0.34,88.2,87.0,0,good,1017.0,76.0,False,0.0,True,313.0,570.0,42.8,134.0,1.74,77.6,88.2,29.3,0.0,102.0,biweekly,weather_based,vegetables,34.0,1.2,2,7953.0,3129.0,False,True,False,0.0,17.2,good,low,True,True,True,2.1,traditional,low_burden
998,IRR-GHA-2023-00998,Ghana,2023,3.05,semi-commercial,False,1268.0,23.8,occasional,7,none,none,none,none,0.0,3.05,0.0,0.0,0,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,low_burden
999,IRR-KEN-2021-00999,Kenya,2021,2.94,subsistence,False,1521.0,31.6,occasional,4,none,none,none,none,0.0,2.94,0.0,0.0,0,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,low_burden
1000,IRR-MAL-2022-01000,Malawi,2022,0.92,subsistence,False,1018.0,22.6,rare,4,none,none,none,none,0.0,0.92,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,450.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1001,IRR-KEN-2023-01001,Kenya,2023,0.46,semi-commercial,False,1235.0,31.0,rare,6,none,none,none,none,0.0,0.46,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,429.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1002,IRR-TAN-2025-01002,Tanzania,2025,2.43,semi-commercial,False,1087.0,25.8,occasional,2,none,none,none,none,0.0,2.43,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,455.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1003,IRR-UGA-2021-01003,Uganda,2021,0.85,commercial,False,510.0,27.8,occasional,6,none,none,none,none,0.0,0.85,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,596.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1004,IRR-UGA-2019-01004,Uganda,2019,1.12,subsistence,False,432.0,19.2,rare,4,none,none,none,none,0.0,1.12,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,648.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1005,IRR-MAL-2018-01005,Mali,2018,0.93,semi-commercial,False,844.0,34.3,rare,6,none,none,none,none,0.0,0.93,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,474.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1006,IRR-ETH-2020-01006,Ethiopia,2020,1.51,semi-commercial,False,1191.0,23.3,occasional,6,none,none,none,none,0.0,1.51,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,666.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1007,IRR-KEN-2018-01007,Kenya,2018,3.22,semi-commercial,False,740.0,27.6,rare,5,none,none,none,none,0.0,3.22,0.0,0.0,0,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,low_burden
1008,IRR-GHA-2024-01008,Ghana,2024,0.85,semi-commercial,False,888.0,17.4,occasional,7,none,none,none,none,0.0,0.85,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,506.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1009,IRR-BUR-2025-01009,Burkina Faso,2025,0.6,commercial,True,1220.0,26.9,rare,5,surface,river,gravity,private_company,0.26,0.35,42.8,11.0,3,good,207.0,21.0,False,0.0,False,735.0,650.0,46.9,345.0,1.5,90.7,60.0,25.5,0.0,8.0,weekly,visual,fruits,36.5,1.75,1,1902.0,7353.0,False,False,False,0.0,0.0,good,low,False,False,False,1.9,traditional,low_burden
1010,IRR-UGA-2024-01010,Uganda,2024,2.24,commercial,False,642.0,25.3,occasional,7,none,none,none,none,0.0,2.24,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,597.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1011,IRR-MAL-2024-01011,Malawi,2024,3.06,semi-commercial,False,736.0,29.7,occasional,5,none,none,none,none,0.0,3.06,0.0,0.0,0,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,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
1012,IRR-TAN-2023-01012,Tanzania,2023,0.26,subsistence,True,1054.0,19.7,rare,5,sprinkler,wetland,diesel,government,0.26,0.01,97.4,9.0,2,poor,386.0,25.0,False,0.0,False,681.0,404.0,71.4,486.0,1.22,87.6,60.5,37.8,50.0,5.0,biweekly,visual,sugarcane,55.9,1.67,1,1750.0,6808.0,True,False,True,0.0,13.7,poor,medium,False,False,False,5.2,modern,low_burden
1013,IRR-ZAM-2020-01013,Zambia,2020,0.46,semi-commercial,False,1114.0,34.0,occasional,6,none,none,none,none,0.0,0.46,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,493.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1014,IRR-BUR-2020-01014,Burkina Faso,2020,1.32,commercial,False,1197.0,28.1,frequent,3,none,none,none,none,0.0,1.32,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,690.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
1015,IRR-MAL-2025-01015,Mali,2025,1.21,semi-commercial,False,1287.0,15.2,rare,6,none,none,none,none,0.0,1.21,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,468.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1016,IRR-TAN-2021-01016,Tanzania,2021,0.96,semi-commercial,False,936.0,27.4,rare,5,none,none,none,none,0.0,0.96,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,683.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1017,IRR-MAL-2019-01017,Malawi,2019,1.17,semi-commercial,False,931.0,30.6,rare,2,none,none,none,none,0.0,1.17,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,497.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1018,IRR-NIG-2021-01018,Nigeria,2021,2.22,subsistence,True,975.0,34.7,occasional,6,drip,lake,diesel,individual,1.46,0.76,65.7,55.0,17,good,3653.0,299.0,False,0.0,False,543.0,514.0,79.0,429.0,2.27,87.5,71.2,49.3,180.0,22.0,daily,visual,fruits,22.4,1.4,2,7936.0,5432.0,False,False,False,0.0,18.6,good,high,False,False,False,14.7,modern,low_burden
1019,IRR-TAN-2019-01019,Tanzania,2019,0.77,subsistence,False,704.0,16.8,rare,6,none,none,none,none,0.0,0.77,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,407.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1020,IRR-TAN-2025-01020,Tanzania,2025,1.4,subsistence,False,753.0,28.5,occasional,5,none,none,none,none,0.0,1.4,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,553.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1021,IRR-KEN-2024-01021,Kenya,2024,2.18,commercial,True,701.0,30.9,frequent,6,sprinkler,groundwater,solar,cooperative,1.31,0.87,60.2,49.0,19,good,1964.0,294.0,False,0.0,True,697.0,661.0,78.2,545.0,0.98,71.6,87.5,49.0,0.0,26.0,daily,visual,vegetables,44.4,1.48,1,9123.0,6967.0,False,False,False,10.6,13.2,good,medium,True,True,True,4.1,modern,low_burden
1022,IRR-MAL-2025-01022,Mali,2025,3.5,semi-commercial,False,614.0,21.0,frequent,6,none,none,none,none,0.0,3.5,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,519.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
1023,IRR-NIG-2022-01023,Nigeria,2022,1.38,semi-commercial,False,946.0,24.0,occasional,2,none,none,none,none,0.0,1.38,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,545.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1024,IRR-BUR-2021-01024,Burkina Faso,2021,0.46,subsistence,False,1155.0,31.6,occasional,7,none,none,none,none,0.0,0.46,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,499.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1025,IRR-GHA-2020-01025,Ghana,2020,0.2,semi-commercial,False,937.0,31.7,occasional,3,none,none,none,none,0.0,0.2,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,684.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1026,IRR-NIG-2019-01026,Nigeria,2019,2.08,subsistence,False,1174.0,25.7,rare,7,none,none,none,none,0.0,2.08,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,571.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1027,IRR-KEN-2024-01027,Kenya,2024,0.56,subsistence,True,828.0,28.6,rare,7,flood,river,diesel,cooperative,0.19,0.37,33.6,6.0,4,good,75.0,8.0,False,0.0,False,527.0,594.0,46.8,246.0,2.41,78.7,64.9,23.9,29.0,7.0,daily,visual,fruits,54.9,1.65,1,986.0,5269.0,False,False,True,0.0,19.9,good,low,False,False,False,0.5,traditional,low_burden
1028,IRR-NIG-2020-01028,Nigeria,2020,1.74,subsistence,False,704.0,21.1,occasional,7,none,none,none,none,0.0,1.74,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,438.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1029,IRR-NIG-2019-01029,Nigeria,2019,2.15,subsistence,False,582.0,22.4,frequent,2,none,none,none,none,0.0,2.15,0.0,0.0,0,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,True,False,0.0,none,low_burden
1030,IRR-UGA-2024-01030,Uganda,2024,0.42,subsistence,False,660.0,27.2,frequent,2,none,none,none,none,0.0,0.42,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,467.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1031,IRR-ETH-2024-01031,Ethiopia,2024,3.24,subsistence,False,686.0,30.7,rare,2,none,none,none,none,0.0,3.24,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,461.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
1032,IRR-UGA-2022-01032,Uganda,2022,2.8,semi-commercial,False,876.0,33.0,rare,7,none,none,none,none,0.0,2.8,0.0,0.0,0,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,low_burden
1033,IRR-BUR-2023-01033,Burkina Faso,2023,0.87,commercial,False,580.0,20.6,rare,2,none,none,none,none,0.0,0.87,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,636.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1034,IRR-GHA-2025-01034,Ghana,2025,1.98,subsistence,False,524.0,32.1,occasional,2,none,none,none,none,0.0,1.98,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,421.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1035,IRR-KEN-2021-01035,Kenya,2021,0.93,semi-commercial,False,784.0,22.7,frequent,4,none,none,none,none,0.0,0.93,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,499.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
1036,IRR-GHA-2025-01036,Ghana,2025,1.88,semi-commercial,False,1087.0,34.7,frequent,4,none,none,none,none,0.0,1.88,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,511.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1037,IRR-NIG-2025-01037,Nigeria,2025,1.51,semi-commercial,False,551.0,30.7,occasional,5,none,none,none,none,0.0,1.51,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,555.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1038,IRR-ETH-2023-01038,Ethiopia,2023,1.54,subsistence,False,1535.0,21.5,frequent,4,none,none,none,none,0.0,1.54,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,587.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1039,IRR-GHA-2019-01039,Ghana,2019,0.92,subsistence,False,1011.0,15.2,frequent,2,none,none,none,none,0.0,0.92,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,519.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1040,IRR-MAL-2025-01040,Mali,2025,2.41,semi-commercial,False,809.0,16.6,frequent,4,none,none,none,none,0.0,2.41,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,612.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
1041,IRR-KEN-2022-01041,Kenya,2022,0.92,commercial,True,1426.0,29.3,occasional,5,center_pivot,groundwater,diesel,government,0.88,0.04,96.0,29.0,9,good,4408.0,223.0,True,2584.0,False,430.0,656.0,70.8,305.0,1.02,88.5,72.2,45.2,114.0,9.0,weekly,soil_moisture,rice,44.9,2.19,1,3794.0,4303.0,False,False,False,17.7,10.8,good,high,False,False,True,21.4,traditional,low_burden
1042,IRR-ZAM-2021-01042,Zambia,2021,0.38,semi-commercial,False,778.0,30.6,occasional,2,none,none,none,none,0.0,0.38,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,574.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1043,IRR-GHA-2023-01043,Ghana,2023,3.12,semi-commercial,False,400.0,18.9,occasional,7,none,none,none,none,0.0,3.12,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,547.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1044,IRR-BUR-2019-01044,Burkina Faso,2019,1.14,subsistence,False,838.0,29.4,occasional,5,none,none,none,none,0.0,1.14,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,451.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1045,IRR-ZAM-2020-01045,Zambia,2020,1.44,subsistence,True,1246.0,17.2,rare,7,sprinkler,river,electric,individual,0.49,0.95,34.3,28.0,3,good,742.0,44.0,False,0.0,True,561.0,437.0,78.2,439.0,0.9,81.6,88.3,56.4,33.0,10.0,weekly,calendar,vegetables,59.2,1.7,2,2774.0,5608.0,True,False,False,0.0,16.1,good,medium,False,False,False,1.7,modern,low_burden
1046,IRR-MAL-2023-01046,Malawi,2023,0.44,commercial,False,1007.0,15.4,frequent,6,none,none,none,none,0.0,0.44,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,526.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1047,IRR-MAL-2023-01047,Malawi,2023,2.4,semi-commercial,False,437.0,33.9,occasional,6,none,none,none,none,0.0,2.4,0.0,0.0,0,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,low_burden
1048,IRR-ETH-2023-01048,Ethiopia,2023,7.4,semi-commercial,False,572.0,23.8,rare,6,none,none,none,none,0.0,7.4,0.0,0.0,0,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,False,False,0.0,none,low_burden
1049,IRR-ETH-2022-01049,Ethiopia,2022,4.47,subsistence,False,1014.0,23.5,rare,7,none,none,none,none,0.0,4.47,0.0,0.0,0,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,False,False,0.0,none,low_burden
1050,IRR-NIG-2022-01050,Nigeria,2022,1.56,subsistence,False,1274.0,28.2,occasional,7,none,none,none,none,0.0,1.56,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,505.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1051,IRR-GHA-2025-01051,Ghana,2025,1.83,semi-commercial,False,1441.0,23.7,frequent,4,none,none,none,none,0.0,1.83,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,448.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
1052,IRR-NIG-2021-01052,Nigeria,2021,0.92,semi-commercial,True,644.0,29.1,occasional,5,surface,reservoir,electric,government,0.45,0.48,48.4,22.0,4,good,356.0,40.0,False,0.0,False,324.0,518.0,49.1,159.0,1.83,77.9,83.1,31.8,27.0,13.0,biweekly,calendar,sugarcane,20.9,1.25,1,1443.0,3242.0,False,False,True,0.0,18.2,good,low,False,False,True,3.7,traditional,low_burden
1053,IRR-ZAM-2022-01053,Zambia,2022,1.98,subsistence,False,400.0,33.2,occasional,2,none,none,none,none,0.0,1.98,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,429.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1054,IRR-MAL-2019-01054,Mali,2019,1.56,subsistence,True,1321.0,15.8,occasional,4,flood,rainwater_harvesting,gravity,government,0.87,0.68,56.0,39.0,2,excellent,349.0,38.0,False,0.0,False,660.0,583.0,46.6,308.0,1.0,89.0,66.2,27.5,0.0,35.0,as_needed,visual,cotton,39.7,1.83,1,5763.0,6601.0,False,True,False,0.0,0.0,good,low,False,False,False,1.1,traditional,low_burden
1055,IRR-ETH-2018-01055,Ethiopia,2018,2.72,subsistence,False,794.0,17.5,occasional,4,none,none,none,none,0.0,2.72,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,648.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1056,IRR-MAL-2025-01056,Mali,2025,0.43,subsistence,False,884.0,25.5,rare,5,none,none,none,none,0.0,0.43,0.0,0.0,0,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,low_burden
1057,IRR-UGA-2018-01057,Uganda,2018,2.56,subsistence,False,792.0,25.1,occasional,3,none,none,none,none,0.0,2.56,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,697.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
1058,IRR-GHA-2023-01058,Ghana,2023,1.56,commercial,False,869.0,24.6,rare,3,none,none,none,none,0.0,1.56,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,517.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1059,IRR-ZAM-2024-01059,Zambia,2024,0.94,subsistence,False,783.0,25.2,rare,4,none,none,none,none,0.0,0.94,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,681.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1060,IRR-ETH-2021-01060,Ethiopia,2021,2.07,subsistence,False,961.0,32.5,rare,7,none,none,none,none,0.0,2.07,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,588.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1061,IRR-BUR-2020-01061,Burkina Faso,2020,0.78,commercial,False,909.0,23.6,frequent,5,none,none,none,none,0.0,0.78,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,600.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
1062,IRR-BUR-2021-01062,Burkina Faso,2021,1.84,semi-commercial,False,709.0,26.1,occasional,7,none,none,none,none,0.0,1.84,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,629.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1063,IRR-TAN-2021-01063,Tanzania,2021,2.63,semi-commercial,False,873.0,21.9,occasional,7,none,none,none,none,0.0,2.63,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,462.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1064,IRR-TAN-2024-01064,Tanzania,2024,0.54,subsistence,False,1201.0,33.1,frequent,7,none,none,none,none,0.0,0.54,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,650.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
1065,IRR-BUR-2020-01065,Burkina Faso,2020,0.41,subsistence,False,972.0,33.6,rare,5,none,none,none,none,0.0,0.41,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,663.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1066,IRR-MAL-2024-01066,Malawi,2024,5.21,subsistence,False,640.0,31.0,frequent,2,none,none,none,none,0.0,5.21,0.0,0.0,0,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,True,False,0.0,none,low_burden
1067,IRR-NIG-2025-01067,Nigeria,2025,0.77,subsistence,False,522.0,33.2,occasional,3,none,none,none,none,0.0,0.77,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,480.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1068,IRR-GHA-2023-01068,Ghana,2023,0.68,subsistence,True,432.0,31.8,rare,2,surface,reservoir,electric,individual,0.33,0.34,49.2,15.0,14,good,267.0,26.0,False,0.0,False,589.0,613.0,56.1,330.0,1.21,71.0,85.0,33.8,46.0,10.0,as_needed,weather_based,rice,45.4,2.36,1,1965.0,5887.0,False,False,False,0.0,11.6,good,low,False,False,True,1.7,traditional,low_burden
1069,IRR-ZAM-2023-01069,Zambia,2023,1.3,semi-commercial,False,873.0,29.6,occasional,2,none,none,none,none,0.0,1.3,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,517.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1070,IRR-ZAM-2019-01070,Zambia,2019,0.5,semi-commercial,False,654.0,21.1,frequent,3,none,none,none,none,0.0,0.5,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,493.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1071,IRR-ETH-2024-01071,Ethiopia,2024,2.75,semi-commercial,False,976.0,34.9,frequent,6,none,none,none,none,0.0,2.75,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,414.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1072,IRR-TAN-2021-01072,Tanzania,2021,0.75,semi-commercial,False,1216.0,25.4,occasional,7,none,none,none,none,0.0,0.75,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,437.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1073,IRR-GHA-2019-01073,Ghana,2019,2.87,semi-commercial,False,525.0,27.0,frequent,4,none,none,none,none,0.0,2.87,0.0,0.0,0,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,low_burden
1074,IRR-ZAM-2021-01074,Zambia,2021,2.84,subsistence,False,1068.0,22.9,rare,6,none,none,none,none,0.0,2.84,0.0,0.0,0,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,low_burden
1075,IRR-GHA-2022-01075,Ghana,2022,1.76,subsistence,False,973.0,15.2,rare,4,none,none,none,none,0.0,1.76,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,457.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1076,IRR-TAN-2020-01076,Tanzania,2020,0.99,semi-commercial,True,891.0,30.9,rare,5,manual,groundwater,diesel,individual,0.92,0.06,93.4,55.0,10,good,185.0,23.0,False,0.0,False,411.0,515.0,61.5,253.0,2.45,81.0,74.9,37.3,133.0,74.0,weekly,visual,sugarcane,54.3,1.23,2,3795.0,4111.0,False,False,False,35.0,14.6,good,low,False,False,True,0.7,traditional,low_burden
1077,IRR-MAL-2020-01077,Mali,2020,1.96,semi-commercial,False,1293.0,26.4,occasional,7,none,none,none,none,0.0,1.96,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,544.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
1078,IRR-TAN-2025-01078,Tanzania,2025,1.34,semi-commercial,False,1076.0,27.9,frequent,4,none,none,none,none,0.0,1.34,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,651.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1079,IRR-ETH-2020-01079,Ethiopia,2020,1.1,semi-commercial,False,1179.0,33.2,rare,7,none,none,none,none,0.0,1.1,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,521.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1080,IRR-ETH-2023-01080,Ethiopia,2023,3.46,semi-commercial,False,1272.0,27.5,frequent,5,none,none,none,none,0.0,3.46,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,431.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1081,IRR-ZAM-2025-01081,Zambia,2025,1.29,semi-commercial,False,1357.0,20.3,occasional,5,none,none,none,none,0.0,1.29,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,567.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1082,IRR-NIG-2021-01082,Nigeria,2021,1.1,semi-commercial,False,946.0,24.7,frequent,4,none,none,none,none,0.0,1.1,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,496.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
1083,IRR-ETH-2022-01083,Ethiopia,2022,0.92,subsistence,False,701.0,16.2,frequent,2,none,none,none,none,0.0,0.92,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,616.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
1084,IRR-ETH-2025-01084,Ethiopia,2025,1.45,subsistence,False,1054.0,27.0,occasional,5,none,none,none,none,0.0,1.45,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,662.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1085,IRR-BUR-2019-01085,Burkina Faso,2019,2.52,semi-commercial,False,1105.0,19.5,frequent,7,none,none,none,none,0.0,2.52,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,556.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1086,IRR-BUR-2020-01086,Burkina Faso,2020,0.82,subsistence,False,746.0,29.7,rare,4,none,none,none,none,0.0,0.82,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,495.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
1087,IRR-TAN-2019-01087,Tanzania,2019,1.09,commercial,True,1174.0,30.5,occasional,7,manual,river,gravity,individual,0.48,0.61,43.8,21.0,10,fair,96.0,11.0,False,0.0,False,305.0,417.0,52.0,159.0,2.19,75.9,69.9,27.6,0.0,38.0,biweekly,calendar,vegetables,36.4,1.21,1,1458.0,3049.0,False,True,False,0.0,0.0,poor,low,True,False,False,0.5,traditional,low_burden
1088,IRR-BUR-2024-01088,Burkina Faso,2024,0.7,semi-commercial,False,1291.0,19.1,rare,4,none,none,none,none,0.0,0.7,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,608.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1089,IRR-BUR-2024-01089,Burkina Faso,2024,3.62,semi-commercial,False,975.0,31.0,frequent,2,none,none,none,none,0.0,3.62,0.0,0.0,0,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,low_burden
1090,IRR-BUR-2024-01090,Burkina Faso,2024,2.15,semi-commercial,False,1123.0,18.6,occasional,6,none,none,none,none,0.0,2.15,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,609.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1091,IRR-BUR-2019-01091,Burkina Faso,2019,2.32,subsistence,False,575.0,32.7,occasional,4,none,none,none,none,0.0,2.32,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,662.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1092,IRR-ETH-2018-01092,Ethiopia,2018,1.26,subsistence,False,1014.0,34.1,occasional,7,none,none,none,none,0.0,1.26,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,588.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1093,IRR-GHA-2025-01093,Ghana,2025,0.98,subsistence,False,1028.0,22.4,rare,6,none,none,none,none,0.0,0.98,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,643.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
1094,IRR-UGA-2025-01094,Uganda,2025,0.83,semi-commercial,False,1301.0,25.6,occasional,7,none,none,none,none,0.0,0.83,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,607.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
1095,IRR-GHA-2020-01095,Ghana,2020,3.3,semi-commercial,False,797.0,34.3,rare,4,none,none,none,none,0.0,3.3,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,586.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1096,IRR-NIG-2023-01096,Nigeria,2023,0.65,subsistence,False,1059.0,21.8,occasional,2,none,none,none,none,0.0,0.65,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,580.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1097,IRR-ETH-2021-01097,Ethiopia,2021,1.6,subsistence,False,925.0,32.7,frequent,2,none,none,none,none,0.0,1.6,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,402.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
1098,IRR-MAL-2022-01098,Mali,2022,0.85,commercial,False,795.0,34.3,rare,5,none,none,none,none,0.0,0.85,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,536.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1099,IRR-BUR-2019-01099,Burkina Faso,2019,2.64,semi-commercial,False,782.0,32.5,frequent,7,none,none,none,none,0.0,2.64,0.0,0.0,0,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,low_burden
1100,IRR-BUR-2025-01100,Burkina Faso,2025,0.84,subsistence,True,618.0,20.7,occasional,4,manual,groundwater,solar,individual,0.67,0.17,79.5,22.0,19,fair,134.0,14.0,False,0.0,False,504.0,500.0,51.8,261.0,1.96,80.5,73.4,30.6,0.0,54.0,as_needed,calendar,fruits,28.8,2.05,1,3373.0,5037.0,True,False,True,26.0,22.7,poor,low,True,False,False,1.1,traditional,low_burden
1101,IRR-KEN-2024-01101,Kenya,2024,1.39,semi-commercial,False,906.0,16.9,frequent,5,none,none,none,none,0.0,1.39,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,425.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1102,IRR-ZAM-2024-01102,Zambia,2024,5.77,subsistence,False,987.0,26.3,occasional,3,none,none,none,none,0.0,5.77,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,465.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1103,IRR-BUR-2023-01103,Burkina Faso,2023,2.76,subsistence,False,1139.0,32.6,rare,2,none,none,none,none,0.0,2.76,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,632.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1104,IRR-ZAM-2023-01104,Zambia,2023,5.02,semi-commercial,False,791.0,17.5,rare,3,none,none,none,none,0.0,5.02,0.0,0.0,0,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,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
1105,IRR-MAL-2022-01105,Malawi,2022,0.48,semi-commercial,False,694.0,16.6,occasional,6,none,none,none,none,0.0,0.48,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,625.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1106,IRR-MAL-2020-01106,Malawi,2020,1.07,semi-commercial,False,1048.0,27.2,occasional,4,none,none,none,none,0.0,1.07,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,630.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1107,IRR-NIG-2021-01107,Nigeria,2021,0.9,subsistence,False,1043.0,15.4,rare,2,none,none,none,none,0.0,0.9,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,410.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1108,IRR-KEN-2024-01108,Kenya,2024,1.98,semi-commercial,True,752.0,30.7,occasional,3,sprinkler,groundwater,solar,government,1.02,0.95,51.8,34.0,17,fair,1535.0,185.0,False,0.0,False,742.0,668.0,69.0,512.0,1.89,95.0,67.3,44.1,0.0,20.0,weekly,weather_based,sugarcane,24.1,2.41,1,7590.0,7418.0,False,False,False,63.0,3.5,poor,medium,False,False,False,6.4,modern,low_burden
1109,IRR-UGA-2023-01109,Uganda,2023,1.22,semi-commercial,False,816.0,16.8,occasional,7,none,none,none,none,0.0,1.22,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,490.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1110,IRR-GHA-2022-01110,Ghana,2022,0.86,semi-commercial,False,867.0,19.4,rare,6,none,none,none,none,0.0,0.86,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,463.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1111,IRR-ZAM-2022-01111,Zambia,2022,1.72,commercial,False,1103.0,34.7,frequent,6,none,none,none,none,0.0,1.72,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,638.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
1112,IRR-ZAM-2025-01112,Zambia,2025,1.38,subsistence,False,915.0,15.8,rare,5,none,none,none,none,0.0,1.38,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,407.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1113,IRR-ZAM-2018-01113,Zambia,2018,1.1,semi-commercial,False,1069.0,15.6,frequent,4,none,none,none,none,0.0,1.1,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,491.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1114,IRR-UGA-2023-01114,Uganda,2023,0.52,semi-commercial,False,842.0,28.3,rare,7,none,none,none,none,0.0,0.52,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,481.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
1115,IRR-KEN-2025-01115,Kenya,2025,2.49,subsistence,False,400.0,19.5,occasional,7,none,none,none,none,0.0,2.49,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,431.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1116,IRR-KEN-2024-01116,Kenya,2024,0.75,subsistence,False,695.0,21.1,occasional,6,none,none,none,none,0.0,0.75,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,486.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1117,IRR-UGA-2021-01117,Uganda,2021,0.96,commercial,False,810.0,17.7,occasional,5,none,none,none,none,0.0,0.96,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,483.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1118,IRR-UGA-2022-01118,Uganda,2022,4.74,semi-commercial,False,619.0,32.8,frequent,6,none,none,none,none,0.0,4.74,0.0,0.0,0,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,True,False,0.0,none,low_burden
1119,IRR-TAN-2023-01119,Tanzania,2023,0.76,subsistence,False,819.0,20.8,frequent,4,none,none,none,none,0.0,0.76,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,508.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1120,IRR-KEN-2022-01120,Kenya,2022,1.77,semi-commercial,False,542.0,30.0,frequent,4,none,none,none,none,0.0,1.77,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,456.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
1121,IRR-MAL-2022-01121,Mali,2022,0.5,subsistence,False,1065.0,31.8,frequent,7,none,none,none,none,0.0,0.5,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,594.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1122,IRR-UGA-2022-01122,Uganda,2022,0.59,semi-commercial,False,580.0,28.0,occasional,5,none,none,none,none,0.0,0.59,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,444.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1123,IRR-KEN-2020-01123,Kenya,2020,0.42,semi-commercial,False,676.0,17.2,occasional,7,none,none,none,none,0.0,0.42,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,425.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
1124,IRR-MAL-2024-01124,Malawi,2024,2.52,subsistence,False,848.0,24.5,frequent,7,none,none,none,none,0.0,2.52,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,554.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1125,IRR-MAL-2021-01125,Malawi,2021,1.24,semi-commercial,False,1572.0,24.2,rare,4,none,none,none,none,0.0,1.24,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,538.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1126,IRR-ETH-2020-01126,Ethiopia,2020,0.82,semi-commercial,False,871.0,32.3,frequent,2,none,none,none,none,0.0,0.82,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,681.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
1127,IRR-TAN-2021-01127,Tanzania,2021,2.06,subsistence,False,972.0,32.4,frequent,4,none,none,none,none,0.0,2.06,0.0,0.0,0,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,True,False,0.0,none,low_burden
1128,IRR-KEN-2024-01128,Kenya,2024,1.8,subsistence,False,623.0,25.9,frequent,6,none,none,none,none,0.0,1.8,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,597.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1129,IRR-KEN-2018-01129,Kenya,2018,2.38,subsistence,False,1188.0,25.6,occasional,7,none,none,none,none,0.0,2.38,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,580.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1130,IRR-UGA-2023-01130,Uganda,2023,1.88,subsistence,False,547.0,15.7,occasional,3,none,none,none,none,0.0,1.88,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,663.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1131,IRR-NIG-2023-01131,Nigeria,2023,5.92,subsistence,False,1015.0,17.2,frequent,2,none,none,none,none,0.0,5.92,0.0,0.0,0,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,True,False,0.0,none,low_burden
1132,IRR-TAN-2025-01132,Tanzania,2025,0.61,semi-commercial,False,400.0,25.1,occasional,2,none,none,none,none,0.0,0.61,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,636.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1133,IRR-UGA-2022-01133,Uganda,2022,1.07,semi-commercial,False,1030.0,22.2,occasional,4,none,none,none,none,0.0,1.07,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,669.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1134,IRR-BUR-2019-01134,Burkina Faso,2019,3.77,semi-commercial,False,998.0,20.5,frequent,3,none,none,none,none,0.0,3.77,0.0,0.0,0,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,True,False,0.0,none,low_burden
1135,IRR-MAL-2021-01135,Mali,2021,1.29,subsistence,False,1108.0,16.5,occasional,6,none,none,none,none,0.0,1.29,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,496.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1136,IRR-UGA-2025-01136,Uganda,2025,1.14,subsistence,False,1071.0,30.3,rare,6,none,none,none,none,0.0,1.14,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,675.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1137,IRR-MAL-2022-01137,Mali,2022,0.3,semi-commercial,False,677.0,23.3,frequent,2,none,none,none,none,0.0,0.3,0.0,0.0,0,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,True,False,0.0,none,low_burden
1138,IRR-MAL-2018-01138,Mali,2018,1.3,semi-commercial,False,933.0,24.7,rare,6,none,none,none,none,0.0,1.3,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,647.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1139,IRR-GHA-2018-01139,Ghana,2018,1.92,subsistence,False,1374.0,29.6,occasional,3,none,none,none,none,0.0,1.92,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,573.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1140,IRR-KEN-2024-01140,Kenya,2024,1.28,semi-commercial,True,638.0,24.0,frequent,7,manual,groundwater,solar,shared,0.72,0.55,56.6,41.0,4,fair,145.0,20.0,True,51.0,True,349.0,532.0,64.4,225.0,1.52,84.1,86.2,46.7,0.0,58.0,weekly,soil_moisture,sugarcane,35.9,1.97,1,2525.0,3491.0,False,True,True,36.1,9.7,poor,low,False,False,False,0.6,traditional,low_burden
1141,IRR-TAN-2025-01141,Tanzania,2025,1.69,semi-commercial,False,1143.0,20.5,frequent,3,none,none,none,none,0.0,1.69,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,584.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1142,IRR-UGA-2019-01142,Uganda,2019,0.56,subsistence,False,655.0,21.2,rare,5,none,none,none,none,0.0,0.56,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,438.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1143,IRR-UGA-2023-01143,Uganda,2023,0.79,subsistence,False,719.0,32.4,occasional,2,none,none,none,none,0.0,0.79,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,525.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1144,IRR-NIG-2025-01144,Nigeria,2025,6.1,subsistence,False,922.0,30.3,rare,2,none,none,none,none,0.0,6.1,0.0,0.0,0,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,low_burden
1145,IRR-UGA-2018-01145,Uganda,2018,2.52,semi-commercial,False,1481.0,22.2,rare,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,False,False,0.0,none,low_burden
1146,IRR-GHA-2024-01146,Ghana,2024,0.97,subsistence,True,730.0,31.6,occasional,3,sprinkler,groundwater,solar,cooperative,0.36,0.61,37.2,15.0,1,fair,540.0,41.0,False,0.0,False,504.0,584.0,71.3,359.0,0.85,75.6,83.3,44.9,0.0,7.0,weekly,soil_moisture,fruits,38.7,1.81,2,1814.0,5035.0,False,True,True,55.4,12.8,poor,medium,True,False,False,2.9,modern,low_burden
1147,IRR-UGA-2019-01147,Uganda,2019,2.82,subsistence,False,751.0,25.4,rare,6,none,none,none,none,0.0,2.82,0.0,0.0,0,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,low_burden
1148,IRR-ZAM-2019-01148,Zambia,2019,1.75,subsistence,False,759.0,15.3,occasional,7,none,none,none,none,0.0,1.75,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,644.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1149,IRR-UGA-2024-01149,Uganda,2024,0.52,subsistence,False,1308.0,22.4,rare,6,none,none,none,none,0.0,0.52,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,663.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1150,IRR-GHA-2018-01150,Ghana,2018,1.29,subsistence,False,961.0,29.6,frequent,3,none,none,none,none,0.0,1.29,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,506.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1151,IRR-TAN-2025-01151,Tanzania,2025,0.63,semi-commercial,False,790.0,16.8,occasional,7,none,none,none,none,0.0,0.63,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,570.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
1152,IRR-GHA-2021-01152,Ghana,2021,1.1,semi-commercial,False,928.0,32.2,frequent,5,none,none,none,none,0.0,1.1,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,658.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1153,IRR-MAL-2021-01153,Mali,2021,4.61,commercial,True,1008.0,21.9,frequent,2,drip,river,electric,government,2.5,2.1,54.3,83.0,17,good,6255.0,817.0,False,0.0,False,547.0,451.0,83.5,457.0,2.42,80.8,83.2,56.2,163.0,38.0,weekly,soil_moisture,cotton,51.4,1.77,2,13679.0,5467.0,False,False,True,0.0,10.0,good,high,False,False,False,5.3,modern,low_burden
1154,IRR-MAL-2024-01154,Mali,2024,5.24,subsistence,False,982.0,26.8,frequent,7,none,none,none,none,0.0,5.24,0.0,0.0,0,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,True,False,0.0,none,low_burden
1155,IRR-TAN-2024-01155,Tanzania,2024,1.28,semi-commercial,True,935.0,31.0,occasional,7,flood,river,solar,shared,1.19,0.1,92.4,39.0,13,fair,474.0,70.0,False,0.0,False,724.0,654.0,44.1,319.0,1.76,91.5,86.1,34.7,0.0,47.0,as_needed,soil_moisture,sugarcane,55.2,1.35,1,8586.0,7241.0,False,False,True,0.0,13.6,poor,low,True,False,False,1.3,traditional,low_burden
1156,IRR-GHA-2025-01156,Ghana,2025,1.07,semi-commercial,True,901.0,26.3,occasional,4,flood,river,electric,individual,0.89,0.18,83.2,35.0,6,excellent,358.0,45.0,False,0.0,False,392.0,558.0,41.9,164.0,1.88,75.3,83.9,26.4,96.0,36.0,as_needed,calendar,rice,44.3,2.28,1,3503.0,3917.0,False,False,False,0.0,2.6,good,low,True,False,False,1.5,traditional,low_burden
1157,IRR-MAL-2025-01157,Mali,2025,6.66,subsistence,False,449.0,33.3,rare,4,none,none,none,none,0.0,6.66,0.0,0.0,0,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,low_burden
1158,IRR-ZAM-2025-01158,Zambia,2025,0.56,subsistence,False,1191.0,17.9,frequent,5,none,none,none,none,0.0,0.56,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,570.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1159,IRR-TAN-2023-01159,Tanzania,2023,0.74,subsistence,False,706.0,30.9,occasional,3,none,none,none,none,0.0,0.74,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,569.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1160,IRR-MAL-2018-01160,Malawi,2018,1.02,semi-commercial,False,1140.0,24.0,occasional,3,none,none,none,none,0.0,1.02,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,685.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1161,IRR-UGA-2020-01161,Uganda,2020,2.68,subsistence,False,709.0,19.3,occasional,3,none,none,none,none,0.0,2.68,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,639.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1162,IRR-BUR-2020-01162,Burkina Faso,2020,1.3,subsistence,False,400.0,25.1,rare,3,none,none,none,none,0.0,1.3,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,595.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1163,IRR-UGA-2020-01163,Uganda,2020,1.89,semi-commercial,False,602.0,16.1,frequent,6,none,none,none,none,0.0,1.89,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,481.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
1164,IRR-UGA-2022-01164,Uganda,2022,0.47,subsistence,False,766.0,27.0,frequent,5,none,none,none,none,0.0,0.47,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,412.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1165,IRR-TAN-2023-01165,Tanzania,2023,1.09,subsistence,False,751.0,21.1,occasional,3,none,none,none,none,0.0,1.09,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,625.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
1166,IRR-UGA-2018-01166,Uganda,2018,1.22,semi-commercial,False,1297.0,27.5,frequent,3,none,none,none,none,0.0,1.22,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,600.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1167,IRR-NIG-2021-01167,Nigeria,2021,0.71,semi-commercial,False,499.0,27.4,occasional,7,none,none,none,none,0.0,0.71,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,482.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1168,IRR-MAL-2021-01168,Mali,2021,1.05,subsistence,False,1101.0,27.9,occasional,7,none,none,none,none,0.0,1.05,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,563.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1169,IRR-ETH-2023-01169,Ethiopia,2023,1.69,semi-commercial,False,873.0,20.2,occasional,3,none,none,none,none,0.0,1.69,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,412.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
1170,IRR-MAL-2023-01170,Malawi,2023,4.71,semi-commercial,False,423.0,31.0,rare,4,none,none,none,none,0.0,4.71,0.0,0.0,0,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,low_burden
1171,IRR-BUR-2018-01171,Burkina Faso,2018,0.96,semi-commercial,False,886.0,18.1,frequent,6,none,none,none,none,0.0,0.96,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,472.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
1172,IRR-UGA-2018-01172,Uganda,2018,0.37,subsistence,False,959.0,21.1,frequent,3,none,none,none,none,0.0,0.37,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,478.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
1173,IRR-TAN-2021-01173,Tanzania,2021,0.48,subsistence,True,638.0,21.4,frequent,2,surface,reservoir,solar,government,0.21,0.28,42.9,11.0,13,poor,166.0,22.0,True,54.0,False,362.0,684.0,58.0,210.0,1.16,74.1,88.1,37.8,0.0,6.0,daily,soil_moisture,vegetables,36.2,2.14,1,749.0,3619.0,False,False,False,0.0,6.3,poor,low,True,True,False,1.9,traditional,low_burden
1174,IRR-MAL-2023-01174,Mali,2023,0.96,subsistence,False,696.0,23.0,frequent,3,none,none,none,none,0.0,0.96,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,591.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
1175,IRR-GHA-2022-01175,Ghana,2022,0.72,subsistence,False,643.0,25.9,occasional,3,none,none,none,none,0.0,0.72,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,536.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1176,IRR-KEN-2025-01176,Kenya,2025,0.62,subsistence,True,1072.0,21.3,rare,6,surface,reservoir,diesel,cooperative,0.19,0.43,30.3,9.0,0,excellent,150.0,17.0,True,63.0,True,402.0,670.0,54.6,220.0,1.16,94.5,76.4,39.4,25.0,6.0,weekly,weather_based,fruits,37.0,1.75,1,753.0,4025.0,False,True,False,0.0,22.6,good,low,True,False,True,1.3,traditional,low_burden
1177,IRR-NIG-2025-01177,Nigeria,2025,0.88,semi-commercial,False,727.0,32.7,occasional,6,none,none,none,none,0.0,0.88,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,669.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1178,IRR-MAL-2022-01178,Malawi,2022,0.91,subsistence,False,596.0,33.8,occasional,7,none,none,none,none,0.0,0.91,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,499.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1179,IRR-ZAM-2023-01179,Zambia,2023,1.8,subsistence,False,1019.0,17.1,occasional,2,none,none,none,none,0.0,1.8,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,467.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1180,IRR-ETH-2022-01180,Ethiopia,2022,0.3,subsistence,False,1153.0,26.1,rare,3,none,none,none,none,0.0,0.3,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,647.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1181,IRR-BUR-2024-01181,Burkina Faso,2024,1.16,subsistence,False,751.0,28.7,occasional,7,none,none,none,none,0.0,1.16,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,668.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1182,IRR-ZAM-2019-01182,Zambia,2019,0.33,subsistence,False,603.0,30.9,occasional,4,none,none,none,none,0.0,0.33,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,442.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1183,IRR-NIG-2024-01183,Nigeria,2024,0.45,subsistence,False,1174.0,25.9,rare,6,none,none,none,none,0.0,0.45,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,553.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1184,IRR-KEN-2025-01184,Kenya,2025,0.74,subsistence,False,790.0,28.3,frequent,6,none,none,none,none,0.0,0.74,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,466.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
1185,IRR-MAL-2021-01185,Mali,2021,1.44,commercial,False,1096.0,33.8,occasional,4,none,none,none,none,0.0,1.44,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,480.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1186,IRR-BUR-2020-01186,Burkina Faso,2020,1.2,subsistence,False,936.0,21.7,occasional,2,none,none,none,none,0.0,1.2,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,434.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1187,IRR-MAL-2024-01187,Mali,2024,0.9,subsistence,False,1118.0,28.5,occasional,7,none,none,none,none,0.0,0.9,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,633.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1188,IRR-UGA-2024-01188,Uganda,2024,0.79,semi-commercial,True,887.0,18.6,rare,5,flood,lake,solar,shared,0.41,0.38,52.4,22.0,8,excellent,166.0,13.0,False,0.0,False,348.0,464.0,44.8,156.0,1.01,72.5,84.8,27.6,0.0,17.0,daily,calendar,sugarcane,34.1,2.37,2,1442.0,3485.0,True,False,False,0.0,8.9,good,low,False,False,False,1.2,traditional,low_burden
1189,IRR-MAL-2019-01189,Malawi,2019,3.59,commercial,False,679.0,18.5,frequent,4,none,none,none,none,0.0,3.59,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,606.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
1190,IRR-BUR-2022-01190,Burkina Faso,2022,0.62,semi-commercial,False,1288.0,20.4,occasional,3,none,none,none,none,0.0,0.62,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,571.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1191,IRR-ETH-2024-01191,Ethiopia,2024,2.44,semi-commercial,False,890.0,27.7,occasional,3,none,none,none,none,0.0,2.44,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,639.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
1192,IRR-TAN-2021-01192,Tanzania,2021,2.08,commercial,True,1124.0,30.5,rare,3,drip,river,solar,government,1.16,0.92,55.8,52.0,12,fair,2896.0,377.0,False,0.0,False,408.0,566.0,84.5,344.0,2.07,87.6,91.0,67.3,0.0,17.0,weekly,calendar,vegetables,46.0,2.09,2,4722.0,4076.0,False,True,True,0.0,24.1,poor,high,False,False,False,6.1,modern,low_burden
1193,IRR-NIG-2022-01193,Nigeria,2022,4.2,semi-commercial,False,573.0,15.1,rare,5,none,none,none,none,0.0,4.2,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,686.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1194,IRR-MAL-2024-01194,Malawi,2024,1.42,subsistence,False,719.0,26.6,occasional,7,none,none,none,none,0.0,1.42,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,464.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1195,IRR-KEN-2019-01195,Kenya,2019,2.67,semi-commercial,False,1007.0,17.7,frequent,2,none,none,none,none,0.0,2.67,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,560.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1196,IRR-ZAM-2022-01196,Zambia,2022,7.42,semi-commercial,True,765.0,22.0,occasional,5,sprinkler,river,gravity,individual,5.12,2.3,69.0,219.0,13,good,7677.0,783.0,False,0.0,True,409.0,569.0,66.5,272.0,1.49,82.8,61.0,33.6,0.0,102.0,biweekly,soil_moisture,rice,58.2,1.46,1,20911.0,4086.0,False,False,False,0.0,0.0,good,medium,False,False,False,3.6,modern,low_burden
1197,IRR-MAL-2021-01197,Malawi,2021,0.81,semi-commercial,False,921.0,32.6,frequent,6,none,none,none,none,0.0,0.81,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,616.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
1198,IRR-BUR-2018-01198,Burkina Faso,2018,1.2,subsistence,False,496.0,15.1,frequent,4,none,none,none,none,0.0,1.2,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,443.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1199,IRR-NIG-2024-01199,Nigeria,2024,3.62,subsistence,False,877.0,32.1,occasional,7,none,none,none,none,0.0,3.62,0.0,0.0,0,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,low_burden
1200,IRR-KEN-2019-01200,Kenya,2019,2.06,semi-commercial,False,752.0,33.1,occasional,6,none,none,none,none,0.0,2.06,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,455.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1201,IRR-NIG-2023-01201,Nigeria,2023,0.58,subsistence,False,852.0,16.3,occasional,3,none,none,none,none,0.0,0.58,0.0,0.0,0,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,low_burden
1202,IRR-ETH-2022-01202,Ethiopia,2022,1.09,semi-commercial,False,856.0,23.2,rare,6,none,none,none,none,0.0,1.09,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,641.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1203,IRR-ETH-2020-01203,Ethiopia,2020,0.69,subsistence,False,730.0,16.7,rare,6,none,none,none,none,0.0,0.69,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,636.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1204,IRR-TAN-2022-01204,Tanzania,2022,1.63,subsistence,False,400.0,33.2,frequent,6,none,none,none,none,0.0,1.63,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,491.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
1205,IRR-ZAM-2023-01205,Zambia,2023,3.49,semi-commercial,False,599.0,15.0,frequent,2,none,none,none,none,0.0,3.49,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,529.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1206,IRR-TAN-2025-01206,Tanzania,2025,0.78,subsistence,False,400.0,28.4,frequent,5,none,none,none,none,0.0,0.78,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,405.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1207,IRR-BUR-2024-01207,Burkina Faso,2024,0.72,subsistence,False,968.0,33.5,frequent,3,none,none,none,none,0.0,0.72,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,562.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1208,IRR-TAN-2022-01208,Tanzania,2022,0.79,semi-commercial,False,762.0,17.4,occasional,6,none,none,none,none,0.0,0.79,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,566.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1209,IRR-MAL-2024-01209,Malawi,2024,3.06,subsistence,False,733.0,28.9,occasional,4,none,none,none,none,0.0,3.06,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,415.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
1210,IRR-GHA-2018-01210,Ghana,2018,1.5,subsistence,False,782.0,16.3,occasional,4,none,none,none,none,0.0,1.5,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,482.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1211,IRR-NIG-2025-01211,Nigeria,2025,1.46,semi-commercial,False,984.0,15.1,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,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,low_burden
1212,IRR-TAN-2022-01212,Tanzania,2022,2.19,subsistence,False,1129.0,16.4,frequent,2,none,none,none,none,0.0,2.19,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,574.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
1213,IRR-ETH-2018-01213,Ethiopia,2018,1.04,subsistence,False,643.0,15.3,frequent,4,none,none,none,none,0.0,1.04,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,544.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1214,IRR-GHA-2018-01214,Ghana,2018,1.55,commercial,False,943.0,28.7,rare,6,none,none,none,none,0.0,1.55,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,615.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
1215,IRR-NIG-2025-01215,Nigeria,2025,3.76,semi-commercial,False,1194.0,29.7,frequent,6,none,none,none,none,0.0,3.76,0.0,0.0,0,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,True,False,0.0,none,low_burden
1216,IRR-MAL-2020-01216,Mali,2020,1.6,semi-commercial,False,1275.0,16.9,frequent,3,none,none,none,none,0.0,1.6,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,544.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1217,IRR-MAL-2018-01217,Malawi,2018,2.23,semi-commercial,False,849.0,27.1,occasional,4,none,none,none,none,0.0,2.23,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,530.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1218,IRR-MAL-2021-01218,Malawi,2021,0.83,semi-commercial,False,652.0,27.1,rare,6,none,none,none,none,0.0,0.83,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,620.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1219,IRR-UGA-2025-01219,Uganda,2025,3.33,semi-commercial,False,754.0,23.6,rare,5,none,none,none,none,0.0,3.33,0.0,0.0,0,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,low_burden
1220,IRR-BUR-2018-01220,Burkina Faso,2018,0.35,commercial,False,857.0,31.1,occasional,3,none,none,none,none,0.0,0.35,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,690.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
1221,IRR-BUR-2024-01221,Burkina Faso,2024,0.66,semi-commercial,False,480.0,32.6,occasional,7,none,none,none,none,0.0,0.66,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,596.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1222,IRR-BUR-2021-01222,Burkina Faso,2021,2.31,subsistence,False,1238.0,34.0,rare,4,none,none,none,none,0.0,2.31,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,599.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1223,IRR-ZAM-2023-01223,Zambia,2023,1.69,commercial,False,1031.0,15.6,occasional,7,none,none,none,none,0.0,1.69,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,647.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1224,IRR-NIG-2020-01224,Nigeria,2020,1.82,subsistence,False,1569.0,21.9,occasional,5,none,none,none,none,0.0,1.82,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,502.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1225,IRR-UGA-2024-01225,Uganda,2024,1.93,subsistence,False,553.0,24.8,rare,5,none,none,none,none,0.0,1.93,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,652.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1226,IRR-GHA-2023-01226,Ghana,2023,1.36,semi-commercial,False,899.0,23.6,frequent,6,none,none,none,none,0.0,1.36,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,590.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
1227,IRR-ETH-2023-01227,Ethiopia,2023,1.89,subsistence,False,428.0,18.1,frequent,3,none,none,none,none,0.0,1.89,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,622.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1228,IRR-KEN-2020-01228,Kenya,2020,0.79,semi-commercial,False,1015.0,22.6,rare,5,none,none,none,none,0.0,0.79,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,591.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1229,IRR-TAN-2018-01229,Tanzania,2018,0.45,subsistence,True,776.0,26.5,occasional,3,sprinkler,reservoir,diesel,cooperative,0.21,0.24,46.4,8.0,3,excellent,314.0,25.0,False,0.0,False,423.0,629.0,74.4,315.0,1.1,84.2,66.8,41.8,39.0,4.0,as_needed,calendar,rice,46.0,1.57,1,886.0,4234.0,False,False,False,0.0,24.4,good,medium,True,False,True,3.0,modern,low_burden
1230,IRR-NIG-2018-01230,Nigeria,2018,0.82,subsistence,False,663.0,24.1,occasional,2,none,none,none,none,0.0,0.82,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,541.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1231,IRR-MAL-2020-01231,Malawi,2020,0.59,subsistence,False,1010.0,16.7,rare,2,none,none,none,none,0.0,0.59,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,446.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1232,IRR-NIG-2022-01232,Nigeria,2022,2.42,subsistence,False,726.0,17.2,occasional,5,none,none,none,none,0.0,2.42,0.0,0.0,0,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,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
1233,IRR-TAN-2025-01233,Tanzania,2025,1.0,subsistence,False,864.0,34.2,frequent,4,none,none,none,none,0.0,1.0,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,473.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1234,IRR-MAL-2023-01234,Mali,2023,0.54,subsistence,False,566.0,25.5,rare,6,none,none,none,none,0.0,0.54,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,607.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
1235,IRR-KEN-2020-01235,Kenya,2020,0.59,semi-commercial,False,808.0,34.3,frequent,7,none,none,none,none,0.0,0.59,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,640.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1236,IRR-ZAM-2023-01236,Zambia,2023,0.88,semi-commercial,True,1119.0,20.2,frequent,6,sprinkler,groundwater,diesel,shared,0.38,0.5,43.3,14.0,4,fair,570.0,65.0,False,0.0,False,532.0,499.0,80.6,429.0,2.11,88.0,73.4,52.0,112.0,8.0,biweekly,calendar,rice,58.4,2.36,2,2021.0,5323.0,False,False,False,19.4,15.7,poor,medium,True,True,False,2.2,modern,low_burden
1237,IRR-NIG-2024-01237,Nigeria,2024,0.94,subsistence,True,827.0,24.1,occasional,2,drip,river,solar,individual,0.42,0.52,44.6,21.0,13,fair,1049.0,143.0,False,0.0,False,678.0,561.0,83.5,567.0,0.81,86.2,78.7,56.6,0.0,6.0,weekly,weather_based,horticulture,27.0,1.24,3,2847.0,6782.0,False,False,True,0.0,11.3,poor,high,True,False,False,8.3,modern,low_burden
1238,IRR-KEN-2020-01238,Kenya,2020,6.69,subsistence,False,1104.0,32.4,frequent,5,none,none,none,none,0.0,6.69,0.0,0.0,0,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,True,False,0.0,none,low_burden
1239,IRR-MAL-2021-01239,Mali,2021,1.07,subsistence,False,487.0,33.6,frequent,7,none,none,none,none,0.0,1.07,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,489.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1240,IRR-TAN-2018-01240,Tanzania,2018,1.13,semi-commercial,False,875.0,21.0,occasional,6,none,none,none,none,0.0,1.13,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,408.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
1241,IRR-TAN-2024-01241,Tanzania,2024,2.14,subsistence,False,1203.0,19.3,rare,4,none,none,none,none,0.0,2.14,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,683.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1242,IRR-GHA-2020-01242,Ghana,2020,0.85,commercial,False,588.0,16.8,rare,5,none,none,none,none,0.0,0.85,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,433.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1243,IRR-NIG-2022-01243,Nigeria,2022,1.36,subsistence,False,675.0,20.1,frequent,2,none,none,none,none,0.0,1.36,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,672.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
1244,IRR-MAL-2019-01244,Malawi,2019,0.51,semi-commercial,False,711.0,16.5,occasional,6,none,none,none,none,0.0,0.51,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,478.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
1245,IRR-MAL-2025-01245,Mali,2025,3.58,subsistence,True,1177.0,29.9,occasional,6,flood,river,manual,cooperative,2.25,1.33,62.8,71.0,18,excellent,899.0,99.0,False,0.0,False,699.0,685.0,40.2,281.0,1.27,71.4,89.7,25.7,0.0,90.0,biweekly,calendar,maize,43.0,1.93,1,15715.0,6990.0,True,True,False,0.0,0.0,good,low,False,False,False,1.2,traditional,low_burden
1246,IRR-KEN-2020-01246,Kenya,2020,0.72,subsistence,False,900.0,29.7,occasional,5,none,none,none,none,0.0,0.72,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,463.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1247,IRR-ETH-2023-01247,Ethiopia,2023,1.87,semi-commercial,False,917.0,26.4,rare,3,none,none,none,none,0.0,1.87,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,554.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1248,IRR-ETH-2022-01248,Ethiopia,2022,2.22,commercial,False,1270.0,33.2,rare,4,none,none,none,none,0.0,2.22,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,656.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1249,IRR-ETH-2021-01249,Ethiopia,2021,4.75,subsistence,False,579.0,17.2,frequent,2,none,none,none,none,0.0,4.75,0.0,0.0,0,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,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,low_burden
1250,IRR-ETH-2018-01250,Ethiopia,2018,1.54,subsistence,False,1066.0,22.8,frequent,2,none,none,none,none,0.0,1.54,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,452.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
1251,IRR-ZAM-2021-01251,Zambia,2021,3.18,subsistence,False,1315.0,16.7,frequent,4,none,none,none,none,0.0,3.18,0.0,0.0,0,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,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,low_burden
1252,IRR-MAL-2025-01252,Mali,2025,0.95,commercial,False,745.0,18.5,frequent,7,none,none,none,none,0.0,0.95,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,653.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
1253,IRR-NIG-2025-01253,Nigeria,2025,1.56,semi-commercial,False,899.0,18.0,frequent,5,none,none,none,none,0.0,1.56,0.0,0.0,0,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,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,low_burden
1254,IRR-MAL-2021-01254,Malawi,2021,1.04,subsistence,False,661.0,24.3,occasional,6,none,none,none,none,0.0,1.04,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,413.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1255,IRR-ETH-2020-01255,Ethiopia,2020,1.99,subsistence,False,724.0,23.5,rare,6,none,none,none,none,0.0,1.99,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,467.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1256,IRR-BUR-2023-01256,Burkina Faso,2023,3.19,subsistence,False,900.0,30.2,occasional,3,none,none,none,none,0.0,3.19,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,541.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1257,IRR-NIG-2025-01257,Nigeria,2025,2.41,semi-commercial,False,556.0,16.6,frequent,5,none,none,none,none,0.0,2.41,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,578.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
1258,IRR-ZAM-2018-01258,Zambia,2018,1.71,semi-commercial,False,1536.0,17.8,occasional,4,none,none,none,none,0.0,1.71,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,575.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1259,IRR-NIG-2019-01259,Nigeria,2019,3.36,subsistence,False,792.0,30.6,occasional,7,none,none,none,none,0.0,3.36,0.0,0.0,0,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,low_burden
1260,IRR-GHA-2019-01260,Ghana,2019,0.24,semi-commercial,False,1124.0,15.2,occasional,5,none,none,none,none,0.0,0.24,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,412.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1261,IRR-GHA-2024-01261,Ghana,2024,0.62,subsistence,True,1052.0,20.5,frequent,5,sprinkler,rainwater_harvesting,electric,government,0.27,0.34,44.0,11.0,14,poor,406.0,39.0,False,0.0,False,459.0,411.0,71.6,329.0,1.65,80.2,68.3,39.2,24.0,5.0,biweekly,soil_moisture,horticulture,46.0,2.04,2,1243.0,4589.0,True,False,True,0.0,10.0,poor,medium,True,False,False,2.9,modern,low_burden
1262,IRR-KEN-2021-01262,Kenya,2021,0.76,subsistence,False,841.0,24.8,frequent,2,none,none,none,none,0.0,0.76,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,545.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
1263,IRR-BUR-2018-01263,Burkina Faso,2018,1.06,subsistence,False,971.0,26.4,frequent,2,none,none,none,none,0.0,1.06,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,483.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1264,IRR-UGA-2022-01264,Uganda,2022,0.45,subsistence,False,999.0,30.3,occasional,3,none,none,none,none,0.0,0.45,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,628.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1265,IRR-UGA-2021-01265,Uganda,2021,1.66,semi-commercial,False,1176.0,23.7,rare,7,none,none,none,none,0.0,1.66,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,696.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
1266,IRR-MAL-2022-01266,Mali,2022,0.93,semi-commercial,True,992.0,17.5,rare,2,flood,river,gravity,government,0.39,0.54,41.8,20.0,0,good,155.0,22.0,False,0.0,True,542.0,514.0,41.6,225.0,2.34,75.7,84.8,26.7,0.0,15.0,daily,calendar,vegetables,38.0,1.34,1,2099.0,5422.0,False,False,False,0.0,0.0,good,low,False,False,False,0.9,traditional,low_burden
1267,IRR-NIG-2024-01267,Nigeria,2024,1.62,semi-commercial,False,920.0,32.9,rare,2,none,none,none,none,0.0,1.62,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,494.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1268,IRR-KEN-2019-01268,Kenya,2019,3.2,subsistence,False,908.0,30.6,rare,6,none,none,none,none,0.0,3.2,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,684.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1269,IRR-MAL-2024-01269,Mali,2024,3.63,subsistence,False,1105.0,31.2,frequent,3,none,none,none,none,0.0,3.63,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,465.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1270,IRR-ETH-2020-01270,Ethiopia,2020,0.36,commercial,False,899.0,24.2,rare,7,none,none,none,none,0.0,0.36,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,565.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1271,IRR-TAN-2018-01271,Tanzania,2018,1.38,semi-commercial,False,667.0,20.1,frequent,6,none,none,none,none,0.0,1.38,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,439.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1272,IRR-UGA-2022-01272,Uganda,2022,2.39,subsistence,False,1091.0,17.3,rare,4,none,none,none,none,0.0,2.39,0.0,0.0,0,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,low_burden
1273,IRR-ZAM-2024-01273,Zambia,2024,0.45,semi-commercial,False,1016.0,24.7,occasional,5,none,none,none,none,0.0,0.45,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,449.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
1274,IRR-MAL-2025-01274,Mali,2025,0.52,semi-commercial,True,553.0,16.5,rare,2,drip,river,gravity,individual,0.22,0.31,41.5,9.0,12,good,542.0,33.0,True,197.0,False,792.0,550.0,84.2,667.0,2.32,93.2,84.9,66.6,0.0,3.0,weekly,calendar,fruits,28.8,1.82,1,1718.0,7923.0,False,False,False,0.0,0.0,good,high,True,False,False,7.2,modern,low_burden
1275,IRR-MAL-2022-01275,Mali,2022,1.3,subsistence,True,853.0,34.5,occasional,2,surface,groundwater,manual,individual,0.97,0.33,74.7,50.0,11,good,775.0,109.0,False,0.0,True,461.0,416.0,47.9,221.0,1.58,71.0,83.4,28.4,0.0,29.0,as_needed,visual,cotton,52.4,2.48,1,4466.0,4611.0,False,False,False,42.9,0.0,good,low,True,False,True,2.3,traditional,low_burden
1276,IRR-ZAM-2021-01276,Zambia,2021,0.27,subsistence,False,1047.0,29.1,occasional,5,none,none,none,none,0.0,0.27,0.0,0.0,0,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,low_burden
1277,IRR-MAL-2018-01277,Malawi,2018,1.35,subsistence,False,789.0,15.5,frequent,5,none,none,none,none,0.0,1.35,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,503.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
1278,IRR-GHA-2022-01278,Ghana,2022,0.71,semi-commercial,False,884.0,27.5,frequent,5,none,none,none,none,0.0,0.71,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,609.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1279,IRR-KEN-2023-01279,Kenya,2023,1.01,subsistence,False,825.0,25.8,rare,3,none,none,none,none,0.0,1.01,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,405.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1280,IRR-KEN-2020-01280,Kenya,2020,1.43,semi-commercial,False,1169.0,31.2,rare,2,none,none,none,none,0.0,1.43,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,525.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
1281,IRR-BUR-2020-01281,Burkina Faso,2020,7.76,semi-commercial,False,597.0,29.1,rare,6,none,none,none,none,0.0,7.76,0.0,0.0,0,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,low_burden
1282,IRR-MAL-2023-01282,Mali,2023,2.72,subsistence,True,840.0,23.1,rare,6,flood,groundwater,diesel,individual,1.79,0.93,65.8,89.0,4,fair,715.0,82.0,False,0.0,True,547.0,558.0,49.0,268.0,2.35,72.8,71.1,25.3,364.0,72.0,as_needed,soil_moisture,fruits,35.5,2.35,1,9778.0,5469.0,False,False,False,51.7,11.4,poor,low,False,False,False,1.5,traditional,low_burden
1283,IRR-UGA-2024-01283,Uganda,2024,1.04,semi-commercial,False,781.0,32.4,occasional,6,none,none,none,none,0.0,1.04,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,453.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1284,IRR-ZAM-2024-01284,Zambia,2024,2.39,subsistence,True,523.0,28.1,occasional,7,sprinkler,groundwater,solar,shared,0.99,1.4,41.5,44.0,8,good,1488.0,156.0,False,0.0,False,355.0,446.0,73.7,262.0,1.27,85.7,71.2,45.0,0.0,20.0,weekly,calendar,vegetables,35.8,1.4,2,3525.0,3553.0,False,False,True,70.7,20.8,good,medium,False,False,True,3.5,modern,low_burden
1285,IRR-TAN-2021-01285,Tanzania,2021,0.63,semi-commercial,False,576.0,31.3,occasional,5,none,none,none,none,0.0,0.63,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,666.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1286,IRR-MAL-2023-01286,Malawi,2023,0.48,subsistence,False,965.0,26.1,rare,2,none,none,none,none,0.0,0.48,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,555.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1287,IRR-ZAM-2023-01287,Zambia,2023,0.85,subsistence,False,808.0,24.2,frequent,6,none,none,none,none,0.0,0.85,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,628.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1288,IRR-MAL-2022-01288,Mali,2022,0.9,commercial,True,959.0,23.5,rare,2,manual,lake,wind,individual,0.58,0.32,64.4,33.0,4,good,116.0,12.0,False,0.0,False,319.0,583.0,63.9,204.0,0.8,74.0,75.5,35.7,0.0,46.0,biweekly,visual,maize,21.1,2.17,1,1854.0,3193.0,False,False,False,0.0,0.0,good,low,False,False,False,1.2,traditional,low_burden
1289,IRR-MAL-2020-01289,Malawi,2020,2.21,subsistence,False,1101.0,19.2,occasional,4,none,none,none,none,0.0,2.21,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,440.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
1290,IRR-NIG-2022-01290,Nigeria,2022,2.05,semi-commercial,False,671.0,33.7,frequent,2,none,none,none,none,0.0,2.05,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,676.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
1291,IRR-ETH-2018-01291,Ethiopia,2018,2.2,commercial,False,731.0,35.0,occasional,7,none,none,none,none,0.0,2.2,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,673.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1292,IRR-GHA-2022-01292,Ghana,2022,1.65,subsistence,False,693.0,20.5,occasional,5,none,none,none,none,0.0,1.65,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,647.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1293,IRR-UGA-2022-01293,Uganda,2022,1.28,subsistence,False,1186.0,21.1,occasional,4,none,none,none,none,0.0,1.28,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,490.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
1294,IRR-BUR-2024-01294,Burkina Faso,2024,1.52,subsistence,True,708.0,23.1,frequent,5,surface,reservoir,gravity,individual,1.27,0.25,83.5,39.0,10,fair,1017.0,133.0,False,0.0,True,744.0,427.0,48.2,359.0,2.28,81.9,71.8,28.3,0.0,38.0,biweekly,visual,vegetables,45.7,2.43,2,9461.0,7440.0,False,False,False,0.0,0.0,poor,low,True,True,False,2.9,traditional,low_burden
1295,IRR-KEN-2022-01295,Kenya,2022,2.85,subsistence,False,924.0,25.7,rare,5,none,none,none,none,0.0,2.85,0.0,0.0,0,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,low_burden
1296,IRR-MAL-2020-01296,Malawi,2020,1.25,subsistence,False,659.0,16.5,frequent,6,none,none,none,none,0.0,1.25,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,638.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
1297,IRR-UGA-2025-01297,Uganda,2025,2.81,subsistence,True,957.0,32.2,rare,3,sprinkler,lake,electric,shared,1.58,1.24,56.1,68.0,3,fair,2369.0,297.0,False,0.0,False,516.0,480.0,66.4,342.0,0.8,72.8,64.9,31.4,188.0,32.0,as_needed,calendar,vegetables,48.9,2.49,3,8147.0,5159.0,False,True,True,0.0,22.6,poor,medium,False,False,False,3.4,modern,low_burden
1298,IRR-ETH-2022-01298,Ethiopia,2022,1.14,semi-commercial,False,577.0,32.2,occasional,5,none,none,none,none,0.0,1.14,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,693.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1299,IRR-NIG-2021-01299,Nigeria,2021,1.08,subsistence,False,1058.0,32.5,frequent,7,none,none,none,none,0.0,1.08,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,694.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1300,IRR-TAN-2023-01300,Tanzania,2023,1.79,subsistence,False,1030.0,18.5,frequent,6,none,none,none,none,0.0,1.79,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,494.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1301,IRR-MAL-2023-01301,Malawi,2023,0.23,subsistence,False,843.0,25.8,frequent,5,none,none,none,none,0.0,0.23,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,691.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
1302,IRR-TAN-2018-01302,Tanzania,2018,5.56,subsistence,False,733.0,31.5,rare,3,none,none,none,none,0.0,5.56,0.0,0.0,0,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,low_burden
1303,IRR-UGA-2022-01303,Uganda,2022,0.79,subsistence,False,1152.0,23.3,occasional,4,none,none,none,none,0.0,0.79,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,600.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1304,IRR-MAL-2020-01304,Mali,2020,1.42,commercial,False,614.0,26.3,occasional,2,none,none,none,none,0.0,1.42,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,457.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1305,IRR-UGA-2024-01305,Uganda,2024,0.7,semi-commercial,False,847.0,21.0,rare,5,none,none,none,none,0.0,0.7,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,449.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1306,IRR-KEN-2022-01306,Kenya,2022,2.58,subsistence,False,400.0,28.3,occasional,3,none,none,none,none,0.0,2.58,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,411.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1307,IRR-MAL-2021-01307,Malawi,2021,3.95,commercial,False,1247.0,31.8,occasional,6,none,none,none,none,0.0,3.95,0.0,0.0,0,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,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
1308,IRR-NIG-2022-01308,Nigeria,2022,0.49,semi-commercial,False,818.0,17.9,occasional,4,none,none,none,none,0.0,0.49,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,639.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1309,IRR-TAN-2022-01309,Tanzania,2022,1.12,commercial,True,766.0,22.7,rare,2,drip,river,gravity,individual,0.71,0.41,63.7,26.0,11,poor,1779.0,161.0,False,0.0,False,524.0,695.0,79.7,418.0,2.17,84.2,95.0,63.7,0.0,11.0,weekly,visual,rice,33.0,1.22,1,3733.0,5244.0,False,True,True,0.0,0.0,poor,high,True,False,False,9.6,modern,low_burden
1310,IRR-MAL-2025-01310,Mali,2025,0.59,subsistence,False,400.0,23.5,frequent,6,none,none,none,none,0.0,0.59,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,668.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1311,IRR-BUR-2021-01311,Burkina Faso,2021,1.67,semi-commercial,False,1118.0,33.4,occasional,7,none,none,none,none,0.0,1.67,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,661.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1312,IRR-KEN-2024-01312,Kenya,2024,1.57,semi-commercial,False,727.0,28.0,frequent,3,none,none,none,none,0.0,1.57,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,696.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1313,IRR-ZAM-2022-01313,Zambia,2022,0.31,subsistence,False,1184.0,25.5,occasional,5,none,none,none,none,0.0,0.31,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,636.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
1314,IRR-KEN-2022-01314,Kenya,2022,1.75,subsistence,False,1065.0,22.0,rare,6,none,none,none,none,0.0,1.75,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,577.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
1315,IRR-NIG-2020-01315,Nigeria,2020,2.17,subsistence,False,925.0,16.7,frequent,3,none,none,none,none,0.0,2.17,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,683.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
1316,IRR-UGA-2024-01316,Uganda,2024,0.71,semi-commercial,False,1148.0,18.6,frequent,3,none,none,none,none,0.0,0.71,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,415.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
1317,IRR-UGA-2018-01317,Uganda,2018,2.09,commercial,False,1336.0,19.7,rare,6,none,none,none,none,0.0,2.09,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,424.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
1318,IRR-MAL-2020-01318,Mali,2020,7.67,semi-commercial,False,762.0,34.4,occasional,4,none,none,none,none,0.0,7.67,0.0,0.0,0,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,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
1319,IRR-UGA-2021-01319,Uganda,2021,2.86,semi-commercial,False,1207.0,19.6,occasional,5,none,none,none,none,0.0,2.86,0.0,0.0,0,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,False,False,0.0,none,low_burden
1320,IRR-UGA-2022-01320,Uganda,2022,1.33,subsistence,False,1058.0,29.9,frequent,4,none,none,none,none,0.0,1.33,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,409.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
1321,IRR-TAN-2020-01321,Tanzania,2020,0.45,subsistence,False,784.0,21.5,frequent,4,none,none,none,none,0.0,0.45,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,441.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
1322,IRR-UGA-2019-01322,Uganda,2019,1.62,subsistence,False,1062.0,26.4,rare,5,none,none,none,none,0.0,1.62,0.0,0.0,0,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,low_burden
1323,IRR-KEN-2025-01323,Kenya,2025,0.47,semi-commercial,True,678.0,32.3,frequent,4,center_pivot,rainwater_harvesting,gravity,shared,0.46,0.02,96.3,16.0,1,fair,2280.0,187.0,False,0.0,False,711.0,425.0,76.7,545.0,2.11,77.8,67.2,40.1,0.0,5.0,weekly,calendar,cotton,31.5,1.72,2,3244.0,7112.0,False,False,True,0.0,0.0,poor,high,False,False,False,30.6,traditional,low_burden
1324,IRR-MAL-2018-01324,Malawi,2018,0.51,semi-commercial,False,878.0,19.6,occasional,4,none,none,none,none,0.0,0.51,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,597.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1325,IRR-UGA-2024-01325,Uganda,2024,2.05,subsistence,False,1258.0,27.7,frequent,3,none,none,none,none,0.0,2.05,0.0,0.0,0,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,low_burden
1326,IRR-UGA-2023-01326,Uganda,2023,0.76,subsistence,False,1297.0,28.5,occasional,5,none,none,none,none,0.0,0.76,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,436.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1327,IRR-GHA-2021-01327,Ghana,2021,2.16,subsistence,False,1016.0,29.9,rare,6,none,none,none,none,0.0,2.16,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,541.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1328,IRR-BUR-2023-01328,Burkina Faso,2023,0.89,subsistence,False,1011.0,16.1,frequent,2,none,none,none,none,0.0,0.89,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,402.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1329,IRR-BUR-2022-01329,Burkina Faso,2022,0.63,semi-commercial,False,971.0,27.6,rare,3,none,none,none,none,0.0,0.63,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,698.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1330,IRR-ZAM-2018-01330,Zambia,2018,2.82,subsistence,False,973.0,15.5,rare,6,none,none,none,none,0.0,2.82,0.0,0.0,0,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,low_burden
1331,IRR-GHA-2018-01331,Ghana,2018,1.76,subsistence,False,755.0,33.6,occasional,7,none,none,none,none,0.0,1.76,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,459.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1332,IRR-BUR-2025-01332,Burkina Faso,2025,1.26,semi-commercial,False,1183.0,22.7,frequent,7,none,none,none,none,0.0,1.26,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,614.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1333,IRR-KEN-2023-01333,Kenya,2023,1.01,semi-commercial,False,893.0,16.2,rare,2,none,none,none,none,0.0,1.01,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,513.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1334,IRR-ETH-2019-01334,Ethiopia,2019,0.46,subsistence,False,1095.0,27.6,occasional,6,none,none,none,none,0.0,0.46,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,570.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1335,IRR-UGA-2025-01335,Uganda,2025,1.63,subsistence,False,1041.0,24.1,rare,3,none,none,none,none,0.0,1.63,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,400.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
1336,IRR-MAL-2022-01336,Malawi,2022,1.79,subsistence,False,1440.0,26.7,occasional,3,none,none,none,none,0.0,1.79,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,664.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
1337,IRR-MAL-2019-01337,Malawi,2019,3.6,subsistence,False,834.0,33.1,rare,2,none,none,none,none,0.0,3.6,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,581.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1338,IRR-GHA-2021-01338,Ghana,2021,1.87,semi-commercial,False,677.0,29.6,frequent,2,none,none,none,none,0.0,1.87,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,621.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1339,IRR-ZAM-2025-01339,Zambia,2025,3.26,commercial,False,828.0,15.9,occasional,7,none,none,none,none,0.0,3.26,0.0,0.0,0,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,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
1340,IRR-ZAM-2025-01340,Zambia,2025,1.93,subsistence,False,824.0,26.6,frequent,6,none,none,none,none,0.0,1.93,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,654.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
1341,IRR-KEN-2021-01341,Kenya,2021,3.29,semi-commercial,False,704.0,20.8,occasional,2,none,none,none,none,0.0,3.29,0.0,0.0,0,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,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
1342,IRR-MAL-2025-01342,Malawi,2025,0.87,semi-commercial,False,931.0,19.9,occasional,2,none,none,none,none,0.0,0.87,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,434.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1343,IRR-TAN-2021-01343,Tanzania,2021,1.88,semi-commercial,False,1151.0,15.5,frequent,2,none,none,none,none,0.0,1.88,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,679.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1344,IRR-UGA-2018-01344,Uganda,2018,4.18,subsistence,False,1032.0,18.6,occasional,7,none,none,none,none,0.0,4.18,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,651.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1345,IRR-NIG-2020-01345,Nigeria,2020,1.84,semi-commercial,True,1382.0,27.4,occasional,4,flood,groundwater,electric,individual,1.28,0.55,69.8,52.0,14,excellent,512.0,74.0,False,0.0,False,330.0,481.0,48.6,161.0,2.05,84.5,79.8,32.8,76.0,51.0,as_needed,visual,horticulture,58.2,1.5,2,4229.0,3303.0,False,True,False,63.6,6.9,good,low,False,False,True,1.0,traditional,low_burden
1346,IRR-GHA-2024-01346,Ghana,2024,1.74,semi-commercial,False,703.0,27.1,occasional,4,none,none,none,none,0.0,1.74,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,421.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1347,IRR-NIG-2022-01347,Nigeria,2022,0.62,subsistence,False,897.0,26.2,occasional,4,none,none,none,none,0.0,0.62,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,617.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1348,IRR-ZAM-2019-01348,Zambia,2019,1.55,subsistence,False,793.0,17.2,rare,2,none,none,none,none,0.0,1.55,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,537.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1349,IRR-KEN-2018-01349,Kenya,2018,2.91,subsistence,False,807.0,19.8,frequent,6,none,none,none,none,0.0,2.91,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,645.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1350,IRR-KEN-2021-01350,Kenya,2021,0.86,semi-commercial,False,803.0,15.2,occasional,5,none,none,none,none,0.0,0.86,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,648.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1351,IRR-GHA-2021-01351,Ghana,2021,0.4,subsistence,False,946.0,33.9,frequent,3,none,none,none,none,0.0,0.4,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,510.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1352,IRR-TAN-2018-01352,Tanzania,2018,0.71,subsistence,False,867.0,29.3,rare,6,none,none,none,none,0.0,0.71,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,561.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1353,IRR-MAL-2025-01353,Mali,2025,1.68,subsistence,False,724.0,30.6,occasional,2,none,none,none,none,0.0,1.68,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,517.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1354,IRR-UGA-2025-01354,Uganda,2025,1.21,subsistence,True,884.0,32.8,rare,4,flood,river,gravity,shared,0.88,0.33,72.9,36.0,15,good,353.0,22.0,True,212.0,False,636.0,541.0,40.2,256.0,1.8,89.9,77.7,28.1,0.0,35.0,weekly,soil_moisture,rice,20.4,2.0,1,5615.0,6361.0,True,False,False,0.0,0.0,good,low,True,False,False,2.9,traditional,low_burden
1355,IRR-NIG-2022-01355,Nigeria,2022,1.73,semi-commercial,False,400.0,26.1,frequent,5,none,none,none,none,0.0,1.73,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,502.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1356,IRR-MAL-2025-01356,Mali,2025,1.12,subsistence,False,450.0,18.5,rare,7,none,none,none,none,0.0,1.12,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,552.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1357,IRR-KEN-2022-01357,Kenya,2022,0.95,subsistence,True,694.0,20.0,occasional,2,sprinkler,reservoir,manual,individual,0.91,0.04,95.8,33.0,2,good,1368.0,180.0,False,0.0,False,639.0,691.0,77.1,492.0,1.5,92.3,88.7,63.1,0.0,18.0,biweekly,calendar,vegetables,53.0,1.43,3,5825.0,6388.0,False,False,True,0.0,0.0,good,medium,False,False,True,5.4,modern,low_burden
1358,IRR-KEN-2020-01358,Kenya,2020,1.31,semi-commercial,False,1063.0,25.2,occasional,7,none,none,none,none,0.0,1.31,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,530.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1359,IRR-KEN-2018-01359,Kenya,2018,1.08,subsistence,False,1160.0,29.7,occasional,4,none,none,none,none,0.0,1.08,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,480.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1360,IRR-GHA-2023-01360,Ghana,2023,2.72,subsistence,False,400.0,19.5,occasional,4,none,none,none,none,0.0,2.72,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,539.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1361,IRR-GHA-2023-01361,Ghana,2023,0.9,subsistence,False,843.0,29.2,occasional,4,none,none,none,none,0.0,0.9,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,576.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1362,IRR-MAL-2019-01362,Mali,2019,2.44,subsistence,False,830.0,27.1,occasional,5,none,none,none,none,0.0,2.44,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,479.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1363,IRR-TAN-2024-01363,Tanzania,2024,1.83,subsistence,True,1194.0,26.2,occasional,5,sprinkler,rainwater_harvesting,gravity,cooperative,1.79,0.04,97.6,64.0,18,excellent,2680.0,354.0,False,0.0,True,502.0,563.0,67.9,341.0,2.23,88.0,88.6,53.0,0.0,36.0,weekly,weather_based,rice,40.4,2.01,2,8966.0,5018.0,False,False,False,0.0,0.0,good,medium,False,False,False,7.2,modern,low_burden
1364,IRR-MAL-2020-01364,Malawi,2020,1.49,semi-commercial,False,689.0,34.8,occasional,4,none,none,none,none,0.0,1.49,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,424.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1365,IRR-TAN-2021-01365,Tanzania,2021,2.06,commercial,True,560.0,24.3,occasional,2,surface,rainwater_harvesting,diesel,government,1.27,0.79,61.8,62.0,10,fair,1016.0,106.0,False,0.0,False,501.0,539.0,51.4,258.0,2.41,76.3,72.3,28.4,325.0,38.0,weekly,soil_moisture,rice,29.7,1.24,2,6366.0,5013.0,False,False,False,0.0,5.1,poor,low,True,False,False,3.3,traditional,low_burden
1366,IRR-BUR-2023-01366,Burkina Faso,2023,1.79,subsistence,False,1277.0,31.0,rare,5,none,none,none,none,0.0,1.79,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,574.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1367,IRR-UGA-2018-01367,Uganda,2018,0.88,subsistence,False,866.0,34.5,occasional,6,none,none,none,none,0.0,0.88,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,517.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1368,IRR-NIG-2021-01368,Nigeria,2021,3.25,semi-commercial,True,1191.0,17.8,occasional,7,drip,lake,electric,individual,2.71,0.54,83.3,128.0,11,good,6766.0,838.0,True,2853.0,False,386.0,700.0,80.4,310.0,2.21,75.3,93.5,56.6,368.0,41.0,as_needed,calendar,sugarcane,37.2,2.28,2,10434.0,3855.0,False,True,False,0.0,10.5,good,high,False,False,False,11.2,modern,low_burden
1369,IRR-MAL-2021-01369,Mali,2021,0.24,subsistence,False,809.0,28.7,rare,7,none,none,none,none,0.0,0.24,0.0,0.0,0,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,low_burden
1370,IRR-KEN-2023-01370,Kenya,2023,2.25,subsistence,False,653.0,29.4,rare,2,none,none,none,none,0.0,2.25,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,636.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1371,IRR-TAN-2025-01371,Tanzania,2025,0.78,commercial,True,565.0,25.6,occasional,6,flood,river,diesel,individual,0.63,0.15,80.9,31.0,8,fair,252.0,35.0,True,112.0,False,708.0,403.0,44.3,314.0,2.35,85.0,68.7,25.9,87.0,25.0,biweekly,soil_moisture,cotton,56.5,2.38,1,4457.0,7083.0,False,True,True,0.0,3.6,poor,low,True,False,False,1.1,traditional,low_burden
1372,IRR-KEN-2025-01372,Kenya,2025,1.39,subsistence,False,794.0,29.0,frequent,5,none,none,none,none,0.0,1.39,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,513.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1373,IRR-TAN-2021-01373,Tanzania,2021,0.95,subsistence,False,724.0,34.0,rare,3,none,none,none,none,0.0,0.95,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,529.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1374,IRR-ZAM-2025-01374,Zambia,2025,1.8,subsistence,False,883.0,27.6,occasional,4,none,none,none,none,0.0,1.8,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,626.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
1375,IRR-GHA-2024-01375,Ghana,2024,4.58,subsistence,False,1060.0,23.3,occasional,3,none,none,none,none,0.0,4.58,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,578.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1376,IRR-GHA-2018-01376,Ghana,2018,0.9,commercial,False,638.0,23.3,occasional,3,none,none,none,none,0.0,0.9,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,675.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
1377,IRR-ZAM-2024-01377,Zambia,2024,1.17,subsistence,True,1251.0,19.6,occasional,4,flood,groundwater,gravity,individual,0.36,0.81,30.8,13.0,2,fair,144.0,19.0,False,0.0,False,471.0,561.0,41.0,193.0,2.3,94.1,82.6,31.8,0.0,14.0,daily,calendar,cotton,59.6,1.5,2,1689.0,4707.0,False,False,False,43.0,0.0,poor,low,False,False,False,0.4,traditional,low_burden
1378,IRR-BUR-2024-01378,Burkina Faso,2024,1.79,semi-commercial,False,1039.0,31.2,occasional,6,none,none,none,none,0.0,1.79,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,663.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
1379,IRR-NIG-2023-01379,Nigeria,2023,2.55,commercial,False,1227.0,34.6,occasional,7,none,none,none,none,0.0,2.55,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,676.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1380,IRR-MAL-2023-01380,Malawi,2023,0.92,subsistence,False,568.0,32.3,rare,7,none,none,none,none,0.0,0.92,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,602.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1381,IRR-NIG-2025-01381,Nigeria,2025,2.46,semi-commercial,False,527.0,21.3,rare,2,none,none,none,none,0.0,2.46,0.0,0.0,0,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,False,False,0.0,none,low_burden
1382,IRR-ZAM-2020-01382,Zambia,2020,0.32,semi-commercial,False,1010.0,17.0,rare,3,none,none,none,none,0.0,0.32,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,659.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1383,IRR-ZAM-2018-01383,Zambia,2018,0.92,semi-commercial,False,798.0,28.0,occasional,2,none,none,none,none,0.0,0.92,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,667.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1384,IRR-TAN-2019-01384,Tanzania,2019,1.02,semi-commercial,False,1217.0,18.5,occasional,2,none,none,none,none,0.0,1.02,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,482.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1385,IRR-MAL-2021-01385,Malawi,2021,1.12,subsistence,True,1027.0,27.6,frequent,3,drip,river,manual,shared,0.55,0.57,49.0,31.0,9,excellent,1369.0,142.0,False,0.0,False,612.0,553.0,95.0,582.0,1.25,94.8,70.6,63.5,0.0,8.0,daily,visual,cotton,23.2,1.77,2,3354.0,6124.0,False,False,True,0.0,0.0,good,high,False,False,False,10.6,modern,low_burden
1386,IRR-UGA-2020-01386,Uganda,2020,1.19,commercial,False,1178.0,34.2,occasional,3,none,none,none,none,0.0,1.19,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,516.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1387,IRR-UGA-2024-01387,Uganda,2024,0.83,subsistence,False,1040.0,32.8,occasional,6,none,none,none,none,0.0,0.83,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,606.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1388,IRR-BUR-2024-01388,Burkina Faso,2024,3.28,semi-commercial,False,539.0,30.1,occasional,2,none,none,none,none,0.0,3.28,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,503.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1389,IRR-UGA-2021-01389,Uganda,2021,1.35,subsistence,False,783.0,23.4,occasional,7,none,none,none,none,0.0,1.35,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,447.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1390,IRR-MAL-2022-01390,Malawi,2022,1.64,subsistence,False,1274.0,31.7,occasional,3,none,none,none,none,0.0,1.64,0.0,0.0,0,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,low_burden
1391,IRR-BUR-2020-01391,Burkina Faso,2020,3.59,subsistence,False,919.0,22.4,occasional,6,none,none,none,none,0.0,3.59,0.0,0.0,0,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,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
1392,IRR-MAL-2018-01392,Malawi,2018,1.31,semi-commercial,False,871.0,34.6,occasional,3,none,none,none,none,0.0,1.31,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,569.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1393,IRR-NIG-2019-01393,Nigeria,2019,2.59,commercial,False,989.0,34.8,occasional,4,none,none,none,none,0.0,2.59,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,590.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1394,IRR-GHA-2019-01394,Ghana,2019,2.81,semi-commercial,False,743.0,32.0,frequent,7,none,none,none,none,0.0,2.81,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,660.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1395,IRR-BUR-2019-01395,Burkina Faso,2019,1.63,subsistence,False,706.0,29.8,occasional,4,none,none,none,none,0.0,1.63,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,520.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1396,IRR-BUR-2019-01396,Burkina Faso,2019,2.37,semi-commercial,False,927.0,34.4,occasional,6,none,none,none,none,0.0,2.37,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,644.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1397,IRR-UGA-2023-01397,Uganda,2023,1.34,commercial,False,915.0,15.6,rare,6,none,none,none,none,0.0,1.34,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,650.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1398,IRR-TAN-2019-01398,Tanzania,2019,1.71,semi-commercial,False,935.0,17.8,occasional,4,none,none,none,none,0.0,1.71,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,567.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1399,IRR-NIG-2024-01399,Nigeria,2024,0.82,subsistence,False,928.0,20.9,occasional,2,none,none,none,none,0.0,0.82,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,420.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1400,IRR-KEN-2025-01400,Kenya,2025,2.69,subsistence,False,1033.0,15.3,occasional,2,none,none,none,none,0.0,2.69,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,651.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1401,IRR-TAN-2018-01401,Tanzania,2018,1.6,subsistence,False,819.0,19.6,frequent,2,none,none,none,none,0.0,1.6,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,601.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
1402,IRR-MAL-2021-01402,Mali,2021,4.66,semi-commercial,False,933.0,33.0,occasional,4,none,none,none,none,0.0,4.66,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,639.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1403,IRR-MAL-2020-01403,Mali,2020,1.24,semi-commercial,True,565.0,30.6,occasional,4,flood,reservoir,solar,individual,0.4,0.85,32.0,17.0,12,excellent,159.0,15.0,False,0.0,False,532.0,454.0,47.1,250.0,2.0,84.0,87.8,34.7,0.0,16.0,weekly,visual,rice,27.3,1.91,1,2116.0,5320.0,False,False,False,0.0,14.2,good,low,False,False,True,0.9,traditional,low_burden
1404,IRR-ZAM-2022-01404,Zambia,2022,0.64,subsistence,False,907.0,23.7,rare,3,none,none,none,none,0.0,0.64,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,423.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1405,IRR-MAL-2019-01405,Malawi,2019,1.56,subsistence,False,823.0,29.4,rare,2,none,none,none,none,0.0,1.56,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,479.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1406,IRR-TAN-2020-01406,Tanzania,2020,0.65,subsistence,False,1301.0,24.0,frequent,7,none,none,none,none,0.0,0.65,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,659.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
1407,IRR-KEN-2018-01407,Kenya,2018,1.12,subsistence,False,796.0,20.4,occasional,4,none,none,none,none,0.0,1.12,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,644.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1408,IRR-BUR-2023-01408,Burkina Faso,2023,1.32,subsistence,False,1245.0,29.8,occasional,3,none,none,none,none,0.0,1.32,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,525.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1409,IRR-NIG-2025-01409,Nigeria,2025,1.92,semi-commercial,False,1083.0,28.8,rare,3,none,none,none,none,0.0,1.92,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,691.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1410,IRR-MAL-2018-01410,Mali,2018,1.44,semi-commercial,False,800.0,22.1,occasional,6,none,none,none,none,0.0,1.44,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,567.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1411,IRR-TAN-2018-01411,Tanzania,2018,0.62,semi-commercial,False,408.0,20.2,occasional,3,none,none,none,none,0.0,0.62,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,492.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
1412,IRR-BUR-2024-01412,Burkina Faso,2024,0.65,subsistence,False,615.0,27.0,occasional,6,none,none,none,none,0.0,0.65,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,597.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1413,IRR-NIG-2023-01413,Nigeria,2023,1.94,subsistence,False,1069.0,24.0,occasional,2,none,none,none,none,0.0,1.94,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,401.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1414,IRR-BUR-2019-01414,Burkina Faso,2019,0.28,subsistence,False,613.0,15.9,occasional,5,none,none,none,none,0.0,0.28,0.0,0.0,0,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,low_burden
1415,IRR-UGA-2020-01415,Uganda,2020,1.77,subsistence,False,1167.0,34.3,occasional,5,none,none,none,none,0.0,1.77,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,406.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1416,IRR-TAN-2023-01416,Tanzania,2023,0.77,commercial,False,843.0,16.6,occasional,2,none,none,none,none,0.0,0.77,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,580.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1417,IRR-MAL-2022-01417,Malawi,2022,0.73,semi-commercial,False,1406.0,19.7,rare,7,none,none,none,none,0.0,0.73,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,676.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1418,IRR-BUR-2024-01418,Burkina Faso,2024,4.32,subsistence,False,687.0,29.9,occasional,2,none,none,none,none,0.0,4.32,0.0,0.0,0,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,low_burden
1419,IRR-UGA-2022-01419,Uganda,2022,10.99,subsistence,False,981.0,27.5,frequent,6,none,none,none,none,0.0,10.99,0.0,0.0,0,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,low_burden
1420,IRR-UGA-2022-01420,Uganda,2022,1.5,semi-commercial,False,556.0,33.3,rare,3,none,none,none,none,0.0,1.5,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,515.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1421,IRR-MAL-2019-01421,Malawi,2019,1.2,commercial,False,878.0,27.7,occasional,2,none,none,none,none,0.0,1.2,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,563.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1422,IRR-MAL-2024-01422,Mali,2024,0.52,subsistence,False,1246.0,18.3,frequent,2,none,none,none,none,0.0,0.52,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,430.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
1423,IRR-NIG-2022-01423,Nigeria,2022,2.74,subsistence,True,1063.0,21.9,rare,6,manual,reservoir,gravity,government,2.61,0.13,95.1,137.0,9,fair,522.0,53.0,True,303.0,False,436.0,516.0,55.5,242.0,1.59,89.5,74.5,37.1,0.0,209.0,weekly,visual,sugarcane,54.2,1.74,1,11367.0,4358.0,False,False,False,0.0,0.0,poor,low,False,False,False,0.7,traditional,low_burden
1424,IRR-GHA-2019-01424,Ghana,2019,1.28,subsistence,False,1269.0,30.9,occasional,2,none,none,none,none,0.0,1.28,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,662.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1425,IRR-MAL-2022-01425,Mali,2022,1.06,subsistence,False,864.0,33.3,occasional,2,none,none,none,none,0.0,1.06,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,428.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1426,IRR-MAL-2022-01426,Malawi,2022,0.94,subsistence,False,425.0,17.4,occasional,7,none,none,none,none,0.0,0.94,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,599.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1427,IRR-NIG-2020-01427,Nigeria,2020,1.19,commercial,False,919.0,34.7,rare,5,none,none,none,none,0.0,1.19,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,628.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1428,IRR-GHA-2018-01428,Ghana,2018,1.12,subsistence,False,1197.0,33.5,rare,7,none,none,none,none,0.0,1.12,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,564.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1429,IRR-GHA-2019-01429,Ghana,2019,2.35,semi-commercial,True,1140.0,33.2,rare,5,sprinkler,river,electric,government,1.8,0.55,76.6,67.0,17,fair,2706.0,327.0,False,0.0,False,671.0,562.0,79.1,531.0,1.89,73.1,84.3,48.8,149.0,36.0,biweekly,calendar,rice,33.4,1.41,2,12111.0,6714.0,False,False,False,0.0,7.2,poor,medium,False,False,False,6.9,modern,low_burden
1430,IRR-BUR-2020-01430,Burkina Faso,2020,1.26,semi-commercial,False,892.0,20.4,frequent,5,none,none,none,none,0.0,1.26,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,629.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1431,IRR-TAN-2021-01431,Tanzania,2021,2.45,semi-commercial,False,955.0,16.7,frequent,4,none,none,none,none,0.0,2.45,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,501.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
1432,IRR-GHA-2024-01432,Ghana,2024,0.65,commercial,False,1123.0,16.2,rare,5,none,none,none,none,0.0,0.65,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,402.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1433,IRR-KEN-2020-01433,Kenya,2020,1.09,subsistence,True,1096.0,18.6,occasional,3,surface,groundwater,manual,individual,0.46,0.64,41.8,23.0,5,excellent,365.0,47.0,False,0.0,False,658.0,693.0,59.7,392.0,1.79,87.2,72.3,37.6,0.0,14.0,as_needed,calendar,vegetables,33.0,1.21,2,3001.0,6577.0,False,False,True,66.2,0.0,good,low,True,False,True,2.0,traditional,low_burden
1434,IRR-TAN-2021-01434,Tanzania,2021,0.52,subsistence,False,576.0,29.7,occasional,4,none,none,none,none,0.0,0.52,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,410.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1435,IRR-MAL-2024-01435,Malawi,2024,1.58,semi-commercial,False,725.0,18.6,rare,6,none,none,none,none,0.0,1.58,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,488.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1436,IRR-ZAM-2020-01436,Zambia,2020,0.4,semi-commercial,False,812.0,28.4,frequent,4,none,none,none,none,0.0,0.4,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,650.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1437,IRR-BUR-2025-01437,Burkina Faso,2025,0.46,semi-commercial,True,523.0,25.5,occasional,6,drip,reservoir,electric,individual,0.42,0.04,90.9,20.0,1,fair,1041.0,150.0,False,0.0,True,632.0,484.0,90.9,575.0,2.43,70.6,88.8,57.0,27.0,6.0,as_needed,calendar,fruits,57.5,2.07,1,2635.0,6325.0,False,False,False,0.0,3.9,poor,high,True,False,False,7.9,modern,low_burden
1438,IRR-MAL-2020-01438,Malawi,2020,1.02,subsistence,False,1020.0,20.6,occasional,5,none,none,none,none,0.0,1.02,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,526.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
1439,IRR-GHA-2019-01439,Ghana,2019,2.08,subsistence,False,758.0,25.9,rare,6,none,none,none,none,0.0,2.08,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,667.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1440,IRR-TAN-2021-01440,Tanzania,2021,2.02,subsistence,False,1232.0,32.8,occasional,5,none,none,none,none,0.0,2.02,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,454.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1441,IRR-UGA-2019-01441,Uganda,2019,1.85,semi-commercial,False,1353.0,29.0,occasional,7,none,none,none,none,0.0,1.85,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,467.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1442,IRR-UGA-2023-01442,Uganda,2023,1.26,subsistence,False,985.0,33.5,rare,4,none,none,none,none,0.0,1.26,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,607.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1443,IRR-NIG-2021-01443,Nigeria,2021,1.43,subsistence,False,701.0,23.8,frequent,2,none,none,none,none,0.0,1.43,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,523.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
1444,IRR-GHA-2018-01444,Ghana,2018,0.59,subsistence,False,746.0,15.4,rare,2,none,none,none,none,0.0,0.59,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,545.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1445,IRR-MAL-2021-01445,Malawi,2021,0.45,semi-commercial,True,652.0,21.0,occasional,3,drip,river,manual,cooperative,0.41,0.04,90.9,18.0,17,good,1026.0,107.0,False,0.0,False,597.0,526.0,79.8,476.0,1.26,70.4,79.6,44.7,0.0,6.0,biweekly,weather_based,horticulture,27.1,1.27,1,2448.0,5966.0,True,False,True,0.0,0.0,good,high,False,False,False,16.8,modern,low_burden
1446,IRR-TAN-2023-01446,Tanzania,2023,2.9,subsistence,False,1011.0,22.1,frequent,5,none,none,none,none,0.0,2.9,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,511.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1447,IRR-ETH-2018-01447,Ethiopia,2018,1.7,subsistence,False,974.0,31.3,rare,6,none,none,none,none,0.0,1.7,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,573.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1448,IRR-MAL-2023-01448,Mali,2023,1.82,subsistence,False,697.0,29.4,rare,6,none,none,none,none,0.0,1.82,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,584.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1449,IRR-UGA-2020-01449,Uganda,2020,1.43,semi-commercial,False,1377.0,26.0,occasional,7,none,none,none,none,0.0,1.43,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,604.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1450,IRR-TAN-2024-01450,Tanzania,2024,0.87,semi-commercial,False,649.0,29.5,rare,7,none,none,none,none,0.0,0.87,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,555.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1451,IRR-ZAM-2022-01451,Zambia,2022,2.06,subsistence,False,574.0,21.0,occasional,4,none,none,none,none,0.0,2.06,0.0,0.0,0,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,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
1452,IRR-MAL-2019-01452,Mali,2019,0.96,subsistence,False,1155.0,30.7,occasional,2,none,none,none,none,0.0,0.96,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,567.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1453,IRR-MAL-2019-01453,Mali,2019,2.5,semi-commercial,False,1114.0,32.1,frequent,3,none,none,none,none,0.0,2.5,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,442.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1454,IRR-UGA-2018-01454,Uganda,2018,1.87,subsistence,True,502.0,25.8,rare,2,drip,river,diesel,shared,1.21,0.65,65.0,49.0,0,good,3030.0,329.0,False,0.0,True,475.0,614.0,89.5,425.0,1.07,87.2,93.5,73.0,137.0,18.0,biweekly,soil_moisture,fruits,24.6,2.37,1,5756.0,4749.0,False,False,False,0.0,15.4,good,high,False,False,False,13.2,modern,low_burden
1455,IRR-MAL-2018-01455,Malawi,2018,0.57,subsistence,False,858.0,25.5,rare,4,none,none,none,none,0.0,0.57,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,503.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1456,IRR-KEN-2024-01456,Kenya,2024,1.6,subsistence,False,1154.0,15.4,occasional,2,none,none,none,none,0.0,1.6,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,425.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
1457,IRR-BUR-2023-01457,Burkina Faso,2023,3.0,subsistence,False,466.0,30.0,occasional,3,none,none,none,none,0.0,3.0,0.0,0.0,0,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,low_burden
1458,IRR-UGA-2022-01458,Uganda,2022,1.31,semi-commercial,False,481.0,32.3,rare,5,none,none,none,none,0.0,1.31,0.0,0.0,0,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,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
1459,IRR-BUR-2020-01459,Burkina Faso,2020,0.87,subsistence,False,606.0,19.3,occasional,3,none,none,none,none,0.0,0.87,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,636.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1460,IRR-UGA-2021-01460,Uganda,2021,2.33,subsistence,False,745.0,23.5,rare,5,none,none,none,none,0.0,2.33,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,503.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1461,IRR-MAL-2018-01461,Malawi,2018,1.57,subsistence,False,751.0,30.2,occasional,2,none,none,none,none,0.0,1.57,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,558.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
1462,IRR-MAL-2021-01462,Mali,2021,1.04,subsistence,False,787.0,18.9,rare,5,none,none,none,none,0.0,1.04,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,437.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1463,IRR-MAL-2020-01463,Mali,2020,0.54,subsistence,True,1085.0,24.5,rare,4,sprinkler,groundwater,diesel,shared,0.36,0.18,67.0,17.0,15,good,544.0,76.0,True,244.0,False,537.0,537.0,76.0,409.0,1.85,70.3,89.5,47.8,105.0,7.0,weekly,calendar,sugarcane,50.8,2.4,2,1949.0,5373.0,True,False,True,55.3,15.5,good,medium,True,False,True,4.0,modern,low_burden
1464,IRR-MAL-2018-01464,Mali,2018,4.42,semi-commercial,False,712.0,25.3,frequent,3,none,none,none,none,0.0,4.42,0.0,0.0,0,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,True,False,0.0,none,low_burden
1465,IRR-MAL-2019-01465,Mali,2019,1.66,semi-commercial,False,881.0,29.3,frequent,2,none,none,none,none,0.0,1.66,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,596.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
1466,IRR-BUR-2021-01466,Burkina Faso,2021,0.9,subsistence,False,1009.0,20.7,frequent,2,none,none,none,none,0.0,0.9,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,573.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
1467,IRR-NIG-2020-01467,Nigeria,2020,0.66,subsistence,False,1139.0,28.8,rare,7,none,none,none,none,0.0,0.66,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,573.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1468,IRR-ETH-2023-01468,Ethiopia,2023,0.87,subsistence,False,1244.0,34.9,occasional,4,none,none,none,none,0.0,0.87,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,610.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1469,IRR-MAL-2024-01469,Mali,2024,1.54,semi-commercial,False,728.0,33.7,frequent,6,none,none,none,none,0.0,1.54,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,401.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1470,IRR-UGA-2021-01470,Uganda,2021,3.41,subsistence,False,542.0,29.6,rare,6,none,none,none,none,0.0,3.41,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,652.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1471,IRR-GHA-2022-01471,Ghana,2022,1.74,subsistence,False,1257.0,26.0,rare,4,none,none,none,none,0.0,1.74,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,455.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1472,IRR-ZAM-2022-01472,Zambia,2022,0.41,subsistence,False,848.0,23.3,occasional,4,none,none,none,none,0.0,0.41,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,596.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1473,IRR-MAL-2018-01473,Malawi,2018,0.78,semi-commercial,False,1020.0,17.4,occasional,2,none,none,none,none,0.0,0.78,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,546.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1474,IRR-MAL-2021-01474,Malawi,2021,0.85,subsistence,False,696.0,21.3,rare,2,none,none,none,none,0.0,0.85,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,695.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1475,IRR-ZAM-2019-01475,Zambia,2019,0.61,subsistence,False,845.0,28.9,occasional,5,none,none,none,none,0.0,0.61,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,624.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1476,IRR-MAL-2025-01476,Mali,2025,1.81,semi-commercial,False,957.0,29.0,occasional,3,none,none,none,none,0.0,1.81,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,683.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1477,IRR-KEN-2024-01477,Kenya,2024,2.42,semi-commercial,False,656.0,22.2,rare,6,none,none,none,none,0.0,2.42,0.0,0.0,0,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,low_burden
1478,IRR-GHA-2023-01478,Ghana,2023,4.7,semi-commercial,False,805.0,17.3,occasional,5,none,none,none,none,0.0,4.7,0.0,0.0,0,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,low_burden
1479,IRR-MAL-2020-01479,Mali,2020,3.01,semi-commercial,False,1049.0,25.2,frequent,3,none,none,none,none,0.0,3.01,0.0,0.0,0,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,low_burden
1480,IRR-ZAM-2025-01480,Zambia,2025,3.63,semi-commercial,True,914.0,19.5,occasional,7,drip,river,electric,cooperative,3.61,0.02,99.5,193.0,15,fair,9031.0,1298.0,False,0.0,False,564.0,521.0,95.0,535.0,2.4,82.0,74.1,57.7,400.0,54.0,biweekly,visual,fruits,49.9,1.89,1,20355.0,5635.0,False,False,False,0.0,2.1,poor,high,False,False,False,10.0,modern,low_burden
1481,IRR-MAL-2018-01481,Malawi,2018,4.27,subsistence,False,760.0,33.4,occasional,3,none,none,none,none,0.0,4.27,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,694.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1482,IRR-MAL-2019-01482,Malawi,2019,2.09,subsistence,False,1149.0,26.6,rare,4,none,none,none,none,0.0,2.09,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,624.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1483,IRR-GHA-2025-01483,Ghana,2025,1.24,semi-commercial,False,576.0,15.7,occasional,6,none,none,none,none,0.0,1.24,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,471.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1484,IRR-ZAM-2022-01484,Zambia,2022,6.29,semi-commercial,False,1029.0,27.0,rare,5,none,none,none,none,0.0,6.29,0.0,0.0,0,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,low_burden
1485,IRR-KEN-2018-01485,Kenya,2018,0.91,subsistence,False,989.0,19.0,rare,2,none,none,none,none,0.0,0.91,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,496.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1486,IRR-MAL-2025-01486,Malawi,2025,2.78,semi-commercial,False,984.0,21.6,rare,5,none,none,none,none,0.0,2.78,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,686.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1487,IRR-BUR-2020-01487,Burkina Faso,2020,0.99,subsistence,False,1414.0,19.5,rare,5,none,none,none,none,0.0,0.99,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,403.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1488,IRR-MAL-2021-01488,Malawi,2021,2.46,semi-commercial,False,1353.0,30.1,rare,2,none,none,none,none,0.0,2.46,0.0,0.0,0,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,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
1489,IRR-NIG-2020-01489,Nigeria,2020,1.78,subsistence,True,1454.0,26.9,rare,4,surface,river,diesel,shared,1.03,0.75,58.0,58.0,10,poor,828.0,113.0,True,358.0,False,761.0,694.0,51.0,388.0,1.16,74.1,78.8,29.8,244.0,31.0,daily,soil_moisture,rice,51.3,2.02,1,7868.0,7607.0,True,False,True,0.0,15.9,poor,low,False,False,False,1.8,traditional,low_burden
1490,IRR-ZAM-2019-01490,Zambia,2019,1.28,commercial,True,602.0,34.9,occasional,7,flood,rainwater_harvesting,electric,cooperative,0.52,0.76,40.8,28.0,18,poor,209.0,26.0,True,112.0,False,626.0,556.0,42.7,267.0,2.27,86.2,73.0,26.9,67.0,21.0,daily,soil_moisture,vegetables,52.4,1.5,1,3275.0,6257.0,False,True,False,0.0,2.2,poor,low,False,False,False,0.6,traditional,low_burden
1491,IRR-BUR-2023-01491,Burkina Faso,2023,4.19,subsistence,True,1632.0,19.9,frequent,7,center_pivot,reservoir,solar,private_company,3.48,0.72,82.9,176.0,9,good,17386.0,1545.0,False,0.0,False,773.0,591.0,83.6,646.0,0.86,91.3,72.5,55.4,0.0,35.0,biweekly,visual,maize,55.8,2.06,1,26884.0,7732.0,False,False,False,0.0,5.0,good,high,False,True,True,14.9,traditional,low_burden
1492,IRR-TAN-2022-01492,Tanzania,2022,2.12,semi-commercial,False,980.0,33.6,frequent,4,none,none,none,none,0.0,2.12,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,562.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1493,IRR-NIG-2024-01493,Nigeria,2024,0.44,subsistence,False,1141.0,31.1,rare,2,none,none,none,none,0.0,0.44,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,555.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1494,IRR-TAN-2022-01494,Tanzania,2022,0.65,subsistence,False,733.0,32.3,frequent,6,none,none,none,none,0.0,0.65,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,674.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
1495,IRR-KEN-2021-01495,Kenya,2021,1.08,semi-commercial,False,878.0,34.5,occasional,2,none,none,none,none,0.0,1.08,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,578.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1496,IRR-BUR-2024-01496,Burkina Faso,2024,1.6,semi-commercial,False,1284.0,19.3,rare,7,none,none,none,none,0.0,1.6,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,446.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1497,IRR-BUR-2022-01497,Burkina Faso,2022,1.31,semi-commercial,False,892.0,34.0,frequent,2,none,none,none,none,0.0,1.31,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,416.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1498,IRR-MAL-2024-01498,Mali,2024,0.89,semi-commercial,False,848.0,29.2,occasional,3,none,none,none,none,0.0,0.89,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,428.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1499,IRR-UGA-2021-01499,Uganda,2021,2.72,subsistence,False,1104.0,34.3,occasional,2,none,none,none,none,0.0,2.72,0.0,0.0,0,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,low_burden
1500,IRR-GHA-2023-01500,Ghana,2023,2.72,subsistence,False,1260.0,25.0,rare,4,none,none,none,none,0.0,2.72,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,542.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1501,IRR-BUR-2018-01501,Burkina Faso,2018,0.46,semi-commercial,False,1244.0,28.6,occasional,5,none,none,none,none,0.0,0.46,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,672.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1502,IRR-UGA-2020-01502,Uganda,2020,1.72,subsistence,False,1297.0,16.2,frequent,6,none,none,none,none,0.0,1.72,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,468.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1503,IRR-MAL-2025-01503,Malawi,2025,0.59,semi-commercial,False,584.0,25.5,occasional,3,none,none,none,none,0.0,0.59,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,461.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
1504,IRR-MAL-2018-01504,Malawi,2018,0.68,subsistence,False,567.0,20.0,rare,3,none,none,none,none,0.0,0.68,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,447.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1505,IRR-MAL-2021-01505,Malawi,2021,0.74,commercial,True,1050.0,31.1,frequent,2,flood,reservoir,gravity,individual,0.64,0.1,86.8,30.0,3,fair,256.0,37.0,False,0.0,True,728.0,635.0,41.5,302.0,0.89,84.4,61.0,21.4,0.0,26.0,biweekly,calendar,vegetables,42.5,1.42,2,4662.0,7277.0,False,False,False,0.0,0.0,poor,low,False,True,False,1.6,traditional,low_burden
1506,IRR-ETH-2019-01506,Ethiopia,2019,3.16,subsistence,True,885.0,31.1,rare,3,flood,river,electric,individual,2.26,0.9,71.4,135.0,1,good,903.0,132.0,True,336.0,False,733.0,696.0,46.9,343.0,2.26,84.9,86.0,34.2,138.0,90.0,biweekly,calendar,maize,22.4,1.58,1,16548.0,7327.0,False,True,False,0.0,8.8,good,low,False,False,False,2.6,traditional,low_burden
1507,IRR-GHA-2018-01507,Ghana,2018,6.14,subsistence,False,1046.0,32.1,occasional,5,none,none,none,none,0.0,6.14,0.0,0.0,0,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,low_burden
1508,IRR-NIG-2024-01508,Nigeria,2024,0.55,commercial,False,997.0,26.3,frequent,4,none,none,none,none,0.0,0.55,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,678.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
1509,IRR-MAL-2019-01509,Malawi,2019,1.92,semi-commercial,False,1052.0,21.5,rare,5,none,none,none,none,0.0,1.92,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,523.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1510,IRR-MAL-2025-01510,Mali,2025,1.49,semi-commercial,False,540.0,15.0,rare,6,none,none,none,none,0.0,1.49,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,612.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
1511,IRR-NIG-2020-01511,Nigeria,2020,1.08,semi-commercial,False,1116.0,18.3,frequent,3,none,none,none,none,0.0,1.08,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,612.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
1512,IRR-MAL-2019-01512,Mali,2019,0.74,subsistence,False,400.0,28.4,frequent,4,none,none,none,none,0.0,0.74,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,494.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1513,IRR-BUR-2018-01513,Burkina Faso,2018,1.72,subsistence,False,914.0,28.5,occasional,5,none,none,none,none,0.0,1.72,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,504.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1514,IRR-UGA-2018-01514,Uganda,2018,1.44,subsistence,False,725.0,21.2,frequent,4,none,none,none,none,0.0,1.44,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,491.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
1515,IRR-MAL-2018-01515,Malawi,2018,1.41,subsistence,False,741.0,29.5,rare,6,none,none,none,none,0.0,1.41,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,576.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1516,IRR-MAL-2019-01516,Malawi,2019,2.05,semi-commercial,False,674.0,23.3,rare,3,none,none,none,none,0.0,2.05,0.0,0.0,0,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,low_burden
1517,IRR-MAL-2019-01517,Mali,2019,1.02,semi-commercial,False,1251.0,25.0,frequent,4,none,none,none,none,0.0,1.02,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,601.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
1518,IRR-NIG-2022-01518,Nigeria,2022,3.78,subsistence,False,916.0,16.3,occasional,2,none,none,none,none,0.0,3.78,0.0,0.0,0,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,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
1519,IRR-NIG-2024-01519,Nigeria,2024,0.52,semi-commercial,False,864.0,27.2,rare,3,none,none,none,none,0.0,0.52,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,478.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1520,IRR-UGA-2021-01520,Uganda,2021,4.96,subsistence,False,779.0,21.4,occasional,7,none,none,none,none,0.0,4.96,0.0,0.0,0,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,low_burden
1521,IRR-ZAM-2023-01521,Zambia,2023,2.48,subsistence,False,1256.0,19.4,occasional,4,none,none,none,none,0.0,2.48,0.0,0.0,0,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,False,False,0.0,none,low_burden
1522,IRR-BUR-2025-01522,Burkina Faso,2025,0.69,subsistence,False,895.0,31.0,rare,5,none,none,none,none,0.0,0.69,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,462.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1523,IRR-KEN-2023-01523,Kenya,2023,1.13,subsistence,False,907.0,15.6,occasional,2,none,none,none,none,0.0,1.13,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,671.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1524,IRR-NIG-2019-01524,Nigeria,2019,0.22,subsistence,False,1051.0,30.4,occasional,5,none,none,none,none,0.0,0.22,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,571.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
1525,IRR-ZAM-2021-01525,Zambia,2021,1.08,subsistence,False,1029.0,15.2,rare,4,none,none,none,none,0.0,1.08,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,554.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1526,IRR-KEN-2019-01526,Kenya,2019,1.85,subsistence,False,720.0,18.5,frequent,2,none,none,none,none,0.0,1.85,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,610.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
1527,IRR-ZAM-2020-01527,Zambia,2020,0.43,subsistence,False,999.0,29.9,occasional,2,none,none,none,none,0.0,0.43,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,597.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
1528,IRR-UGA-2025-01528,Uganda,2025,0.45,subsistence,False,1046.0,27.0,rare,2,none,none,none,none,0.0,0.45,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,563.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1529,IRR-NIG-2022-01529,Nigeria,2022,0.7,subsistence,False,843.0,28.5,rare,2,none,none,none,none,0.0,0.7,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,516.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1530,IRR-TAN-2025-01530,Tanzania,2025,2.03,semi-commercial,False,828.0,22.6,frequent,5,none,none,none,none,0.0,2.03,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,683.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1531,IRR-ETH-2019-01531,Ethiopia,2019,2.07,semi-commercial,False,659.0,34.6,rare,3,none,none,none,none,0.0,2.07,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,660.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1532,IRR-GHA-2020-01532,Ghana,2020,1.43,subsistence,False,873.0,33.7,occasional,7,none,none,none,none,0.0,1.43,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,551.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1533,IRR-NIG-2020-01533,Nigeria,2020,0.78,commercial,False,583.0,22.1,frequent,3,none,none,none,none,0.0,0.78,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,615.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1534,IRR-MAL-2023-01534,Malawi,2023,5.47,subsistence,False,1096.0,19.0,occasional,5,none,none,none,none,0.0,5.47,0.0,0.0,0,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,low_burden
1535,IRR-BUR-2020-01535,Burkina Faso,2020,0.68,semi-commercial,False,1322.0,32.2,occasional,7,none,none,none,none,0.0,0.68,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,464.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
1536,IRR-MAL-2021-01536,Mali,2021,1.25,semi-commercial,False,601.0,17.0,occasional,5,none,none,none,none,0.0,1.25,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,686.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1537,IRR-NIG-2019-01537,Nigeria,2019,1.13,subsistence,False,984.0,24.8,occasional,5,none,none,none,none,0.0,1.13,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,493.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1538,IRR-KEN-2024-01538,Kenya,2024,1.53,semi-commercial,False,1020.0,24.4,occasional,3,none,none,none,none,0.0,1.53,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,650.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1539,IRR-BUR-2022-01539,Burkina Faso,2022,2.12,subsistence,False,873.0,34.0,rare,6,none,none,none,none,0.0,2.12,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,697.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1540,IRR-ETH-2025-01540,Ethiopia,2025,4.85,subsistence,True,683.0,19.8,frequent,3,surface,rainwater_harvesting,diesel,individual,4.64,0.21,95.7,149.0,0,fair,3712.0,406.0,False,0.0,True,318.0,586.0,55.2,176.0,1.75,85.8,89.0,42.2,1388.0,139.0,weekly,visual,horticulture,25.4,2.14,3,14756.0,3180.0,False,True,False,0.0,10.9,poor,low,True,True,False,6.0,traditional,low_burden
1541,IRR-MAL-2018-01541,Mali,2018,2.21,semi-commercial,True,1160.0,33.1,frequent,2,drip,groundwater,wind,cooperative,2.14,0.07,96.7,69.0,7,excellent,5351.0,732.0,False,0.0,False,647.0,453.0,95.0,615.0,2.42,75.6,89.4,64.2,0.0,32.0,biweekly,visual,rice,47.6,1.49,3,13850.0,6471.0,False,False,False,17.4,0.0,good,high,False,True,True,10.2,modern,low_burden
1542,IRR-NIG-2018-01542,Nigeria,2018,0.77,semi-commercial,False,851.0,27.8,occasional,4,none,none,none,none,0.0,0.77,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,633.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1543,IRR-TAN-2022-01543,Tanzania,2022,1.77,semi-commercial,True,720.0,19.1,frequent,4,drip,rainwater_harvesting,gravity,individual,1.45,0.32,81.9,87.0,16,excellent,3625.0,270.0,False,0.0,False,599.0,525.0,90.8,544.0,1.8,89.7,72.1,58.8,0.0,22.0,weekly,soil_moisture,fruits,34.5,1.85,1,8684.0,5989.0,True,False,False,0.0,0.0,good,high,False,True,False,11.9,modern,low_burden
1544,IRR-NIG-2019-01544,Nigeria,2019,1.02,semi-commercial,False,532.0,18.2,occasional,6,none,none,none,none,0.0,1.02,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,453.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1545,IRR-NIG-2020-01545,Nigeria,2020,1.41,semi-commercial,False,804.0,22.2,rare,6,none,none,none,none,0.0,1.41,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,500.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
1546,IRR-GHA-2018-01546,Ghana,2018,0.77,subsistence,False,1049.0,31.8,rare,6,none,none,none,none,0.0,0.77,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,589.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
1547,IRR-UGA-2025-01547,Uganda,2025,0.86,subsistence,False,1121.0,33.0,frequent,5,none,none,none,none,0.0,0.86,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,600.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
1548,IRR-ETH-2024-01548,Ethiopia,2024,2.42,subsistence,True,1246.0,27.5,occasional,5,sprinkler,river,diesel,individual,1.28,1.14,52.7,44.0,13,poor,1915.0,140.0,True,603.0,False,623.0,413.0,65.0,405.0,2.02,85.9,80.4,44.9,187.0,26.0,as_needed,calendar,vegetables,58.8,1.41,1,7960.0,6234.0,False,False,False,0.0,13.2,poor,medium,True,False,False,2.7,modern,low_burden
1549,IRR-BUR-2018-01549,Burkina Faso,2018,2.05,subsistence,False,1103.0,33.7,occasional,2,none,none,none,none,0.0,2.05,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,543.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1550,IRR-ETH-2023-01550,Ethiopia,2023,1.42,commercial,False,591.0,23.1,occasional,6,none,none,none,none,0.0,1.42,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,513.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1551,IRR-TAN-2018-01551,Tanzania,2018,0.71,subsistence,False,1166.0,34.2,occasional,7,none,none,none,none,0.0,0.71,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,684.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1552,IRR-ZAM-2019-01552,Zambia,2019,1.69,subsistence,False,956.0,31.6,rare,5,none,none,none,none,0.0,1.69,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,625.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1553,IRR-NIG-2018-01553,Nigeria,2018,0.67,semi-commercial,False,849.0,15.1,occasional,3,none,none,none,none,0.0,0.67,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,421.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1554,IRR-MAL-2020-01554,Mali,2020,0.75,subsistence,False,406.0,23.0,frequent,5,none,none,none,none,0.0,0.75,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,654.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
1555,IRR-UGA-2024-01555,Uganda,2024,3.37,semi-commercial,False,1347.0,22.4,rare,2,none,none,none,none,0.0,3.37,0.0,0.0,0,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,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
1556,IRR-TAN-2020-01556,Tanzania,2020,1.68,subsistence,False,856.0,28.6,frequent,6,none,none,none,none,0.0,1.68,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,598.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1557,IRR-ZAM-2022-01557,Zambia,2022,1.82,semi-commercial,False,692.0,29.9,rare,6,none,none,none,none,0.0,1.82,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,664.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
1558,IRR-ZAM-2020-01558,Zambia,2020,2.14,subsistence,False,797.0,24.7,occasional,2,none,none,none,none,0.0,2.14,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,605.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1559,IRR-KEN-2022-01559,Kenya,2022,2.14,semi-commercial,False,1176.0,25.7,occasional,4,none,none,none,none,0.0,2.14,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,442.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
1560,IRR-NIG-2018-01560,Nigeria,2018,0.6,semi-commercial,False,592.0,19.9,occasional,7,none,none,none,none,0.0,0.6,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,674.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1561,IRR-MAL-2018-01561,Mali,2018,0.97,semi-commercial,False,653.0,29.4,frequent,5,none,none,none,none,0.0,0.97,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,412.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1562,IRR-BUR-2024-01562,Burkina Faso,2024,3.67,semi-commercial,False,833.0,30.9,rare,4,none,none,none,none,0.0,3.67,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,522.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1563,IRR-ZAM-2024-01563,Zambia,2024,1.06,semi-commercial,False,1244.0,24.1,frequent,5,none,none,none,none,0.0,1.06,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,558.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1564,IRR-MAL-2023-01564,Mali,2023,1.02,semi-commercial,False,686.0,19.0,occasional,2,none,none,none,none,0.0,1.02,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,419.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
1565,IRR-MAL-2021-01565,Mali,2021,3.52,subsistence,False,877.0,17.4,frequent,4,none,none,none,none,0.0,3.52,0.0,0.0,0,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,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,low_burden
1566,IRR-TAN-2018-01566,Tanzania,2018,0.57,subsistence,False,1011.0,33.9,rare,6,none,none,none,none,0.0,0.57,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,633.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1567,IRR-MAL-2020-01567,Malawi,2020,1.34,semi-commercial,True,651.0,30.6,rare,3,surface,river,gravity,individual,0.91,0.44,67.5,46.0,6,excellent,726.0,82.0,False,0.0,False,467.0,650.0,57.7,270.0,2.15,80.0,84.7,39.1,0.0,27.0,biweekly,visual,vegetables,23.2,1.29,1,4239.0,4670.0,False,False,False,0.0,0.0,good,low,False,False,False,4.7,traditional,low_burden
1568,IRR-BUR-2025-01568,Burkina Faso,2025,0.53,semi-commercial,False,1181.0,33.2,rare,7,none,none,none,none,0.0,0.53,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,480.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1569,IRR-KEN-2022-01569,Kenya,2022,0.64,subsistence,False,1390.0,25.5,rare,4,none,none,none,none,0.0,0.64,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,481.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1570,IRR-ETH-2024-01570,Ethiopia,2024,2.29,commercial,False,536.0,27.1,frequent,4,none,none,none,none,0.0,2.29,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,427.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1571,IRR-MAL-2023-01571,Mali,2023,1.34,subsistence,False,889.0,18.1,occasional,4,none,none,none,none,0.0,1.34,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,419.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
1572,IRR-MAL-2024-01572,Mali,2024,1.15,subsistence,False,977.0,27.1,frequent,3,none,none,none,none,0.0,1.15,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,421.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1573,IRR-NIG-2024-01573,Nigeria,2024,0.4,subsistence,True,758.0,18.7,frequent,4,sprinkler,rainwater_harvesting,diesel,government,0.17,0.23,43.0,7.0,12,excellent,255.0,14.0,False,0.0,False,783.0,521.0,76.1,596.0,1.02,75.5,73.8,42.4,40.0,3.0,weekly,soil_moisture,maize,51.2,1.92,1,1331.0,7830.0,False,False,True,0.0,21.6,good,medium,True,False,False,2.5,modern,low_burden
1574,IRR-MAL-2024-01574,Mali,2024,1.54,semi-commercial,False,979.0,27.4,frequent,4,none,none,none,none,0.0,1.54,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,699.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1575,IRR-NIG-2025-01575,Nigeria,2025,4.89,semi-commercial,True,423.0,21.0,frequent,6,flood,reservoir,solar,individual,3.04,1.85,62.1,177.0,11,good,1216.0,146.0,False,0.0,False,713.0,672.0,41.6,296.0,2.38,85.2,75.3,26.6,0.0,122.0,biweekly,visual,cotton,52.5,2.04,2,21677.0,7133.0,False,False,True,0.0,8.8,good,low,False,False,True,0.9,traditional,low_burden
1576,IRR-KEN-2022-01576,Kenya,2022,0.47,semi-commercial,False,978.0,32.6,frequent,5,none,none,none,none,0.0,0.47,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,564.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
1577,IRR-TAN-2021-01577,Tanzania,2021,1.18,subsistence,False,1426.0,31.3,occasional,4,none,none,none,none,0.0,1.18,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,421.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1578,IRR-GHA-2019-01578,Ghana,2019,1.74,commercial,False,743.0,32.2,frequent,4,none,none,none,none,0.0,1.74,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,614.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1579,IRR-ETH-2021-01579,Ethiopia,2021,5.43,semi-commercial,False,1063.0,16.1,occasional,2,none,none,none,none,0.0,5.43,0.0,0.0,0,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,low_burden
1580,IRR-ETH-2025-01580,Ethiopia,2025,2.52,semi-commercial,False,1045.0,24.9,occasional,7,none,none,none,none,0.0,2.52,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,497.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1581,IRR-TAN-2025-01581,Tanzania,2025,1.96,commercial,False,1341.0,26.4,occasional,4,none,none,none,none,0.0,1.96,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,453.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1582,IRR-GHA-2020-01582,Ghana,2020,2.52,subsistence,False,837.0,29.7,rare,5,none,none,none,none,0.0,2.52,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,691.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1583,IRR-NIG-2020-01583,Nigeria,2020,0.55,semi-commercial,False,1015.0,24.8,frequent,2,none,none,none,none,0.0,0.55,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,499.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
1584,IRR-MAL-2018-01584,Mali,2018,3.07,subsistence,False,782.0,18.0,frequent,5,none,none,none,none,0.0,3.07,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,606.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1585,IRR-BUR-2024-01585,Burkina Faso,2024,3.78,subsistence,False,809.0,31.9,rare,2,none,none,none,none,0.0,3.78,0.0,0.0,0,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,low_burden
1586,IRR-KEN-2022-01586,Kenya,2022,0.75,subsistence,False,1180.0,23.9,occasional,6,none,none,none,none,0.0,0.75,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,555.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1587,IRR-TAN-2021-01587,Tanzania,2021,4.75,semi-commercial,False,1249.0,24.9,occasional,2,none,none,none,none,0.0,4.75,0.0,0.0,0,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,low_burden
1588,IRR-ETH-2025-01588,Ethiopia,2025,0.44,semi-commercial,False,635.0,18.3,occasional,4,none,none,none,none,0.0,0.44,0.0,0.0,0,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,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
1589,IRR-KEN-2023-01589,Kenya,2023,0.49,semi-commercial,False,1364.0,31.6,rare,3,none,none,none,none,0.0,0.49,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,577.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1590,IRR-MAL-2023-01590,Malawi,2023,0.96,subsistence,True,428.0,30.8,occasional,4,sprinkler,reservoir,diesel,individual,0.61,0.35,63.3,21.0,0,excellent,908.0,109.0,True,518.0,False,379.0,446.0,74.9,284.0,0.87,70.8,72.9,38.7,105.0,12.0,weekly,weather_based,horticulture,37.4,1.95,3,2294.0,3790.0,False,False,False,0.0,16.7,good,medium,False,False,True,5.1,modern,low_burden
1591,IRR-MAL-2021-01591,Mali,2021,1.28,subsistence,False,535.0,32.5,rare,2,none,none,none,none,0.0,1.28,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,501.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1592,IRR-NIG-2020-01592,Nigeria,2020,1.87,semi-commercial,False,1156.0,27.2,occasional,4,none,none,none,none,0.0,1.87,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,605.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1593,IRR-ETH-2018-01593,Ethiopia,2018,3.24,commercial,False,1147.0,21.8,occasional,4,none,none,none,none,0.0,3.24,0.0,0.0,0,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,False,False,0.0,none,low_burden
1594,IRR-GHA-2023-01594,Ghana,2023,0.79,subsistence,False,777.0,31.9,frequent,6,none,none,none,none,0.0,0.79,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,587.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1595,IRR-MAL-2024-01595,Mali,2024,0.39,semi-commercial,False,789.0,15.5,rare,4,none,none,none,none,0.0,0.39,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,682.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1596,IRR-GHA-2024-01596,Ghana,2024,7.8,semi-commercial,False,1353.0,28.5,occasional,5,none,none,none,none,0.0,7.8,0.0,0.0,0,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,low_burden
1597,IRR-BUR-2019-01597,Burkina Faso,2019,1.98,semi-commercial,False,1109.0,21.3,occasional,5,none,none,none,none,0.0,1.98,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,405.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1598,IRR-MAL-2024-01598,Malawi,2024,1.71,semi-commercial,False,953.0,26.9,occasional,2,none,none,none,none,0.0,1.71,0.0,0.0,0,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,low_burden
1599,IRR-NIG-2022-01599,Nigeria,2022,1.02,subsistence,False,1156.0,21.5,occasional,7,none,none,none,none,0.0,1.02,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,681.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1600,IRR-ETH-2019-01600,Ethiopia,2019,2.7,semi-commercial,False,965.0,23.2,frequent,3,none,none,none,none,0.0,2.7,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,601.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1601,IRR-MAL-2025-01601,Mali,2025,1.1,semi-commercial,False,576.0,28.2,rare,3,none,none,none,none,0.0,1.1,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,598.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1602,IRR-BUR-2022-01602,Burkina Faso,2022,0.64,semi-commercial,False,1098.0,23.1,frequent,4,none,none,none,none,0.0,0.64,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,698.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1603,IRR-ETH-2020-01603,Ethiopia,2020,0.42,subsistence,True,818.0,28.0,occasional,6,manual,groundwater,gravity,individual,0.37,0.05,88.1,20.0,7,good,74.0,9.0,True,36.0,False,641.0,533.0,62.6,401.0,1.32,82.1,89.7,46.1,0.0,30.0,daily,visual,horticulture,25.7,2.5,1,2384.0,6410.0,True,False,False,44.5,0.0,good,low,True,False,True,1.4,traditional,low_burden
1604,IRR-MAL-2025-01604,Malawi,2025,1.05,subsistence,True,400.0,32.9,rare,6,surface,wetland,solar,individual,0.9,0.14,86.2,29.0,18,good,721.0,94.0,False,0.0,False,754.0,630.0,59.0,445.0,1.75,89.5,70.3,37.1,0.0,27.0,biweekly,calendar,horticulture,43.0,2.49,1,6794.0,7538.0,False,False,False,0.0,9.6,good,low,False,False,False,3.2,traditional,low_burden
1605,IRR-NIG-2025-01605,Nigeria,2025,1.28,subsistence,False,579.0,18.2,occasional,3,none,none,none,none,0.0,1.28,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,419.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
1606,IRR-GHA-2025-01606,Ghana,2025,0.69,subsistence,False,887.0,34.3,rare,7,none,none,none,none,0.0,0.69,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,452.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1607,IRR-BUR-2025-01607,Burkina Faso,2025,0.95,subsistence,False,724.0,28.5,frequent,4,none,none,none,none,0.0,0.95,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,437.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1608,IRR-ETH-2018-01608,Ethiopia,2018,2.96,subsistence,False,481.0,22.3,frequent,5,none,none,none,none,0.0,2.96,0.0,0.0,0,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,low_burden
1609,IRR-GHA-2019-01609,Ghana,2019,3.48,subsistence,False,742.0,26.0,frequent,6,none,none,none,none,0.0,3.48,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,534.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1610,IRR-BUR-2023-01610,Burkina Faso,2023,0.98,subsistence,False,971.0,27.1,rare,3,none,none,none,none,0.0,0.98,0.0,0.0,0,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,low_burden
1611,IRR-BUR-2024-01611,Burkina Faso,2024,1.9,semi-commercial,False,902.0,15.8,rare,6,none,none,none,none,0.0,1.9,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,419.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
1612,IRR-UGA-2021-01612,Uganda,2021,4.22,subsistence,False,834.0,19.0,rare,6,none,none,none,none,0.0,4.22,0.0,0.0,0,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,low_burden
1613,IRR-MAL-2020-01613,Malawi,2020,0.8,subsistence,False,524.0,23.0,frequent,5,none,none,none,none,0.0,0.8,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,614.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1614,IRR-BUR-2023-01614,Burkina Faso,2023,2.62,semi-commercial,True,827.0,21.5,occasional,4,sprinkler,groundwater,gravity,individual,0.87,1.75,33.1,48.0,3,fair,1298.0,128.0,False,0.0,False,609.0,588.0,64.0,390.0,1.71,82.6,62.9,33.2,0.0,17.0,biweekly,visual,maize,22.2,2.24,2,5275.0,6095.0,True,False,True,59.1,0.0,poor,medium,False,False,False,4.5,modern,low_burden
1615,IRR-TAN-2023-01615,Tanzania,2023,1.14,subsistence,False,603.0,15.1,occasional,7,none,none,none,none,0.0,1.14,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,514.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
1616,IRR-GHA-2025-01616,Ghana,2025,0.72,semi-commercial,False,1195.0,30.9,frequent,4,none,none,none,none,0.0,0.72,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,684.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
1617,IRR-MAL-2020-01617,Mali,2020,0.97,commercial,False,942.0,31.1,occasional,5,none,none,none,none,0.0,0.97,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,685.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1618,IRR-MAL-2025-01618,Malawi,2025,2.07,semi-commercial,False,785.0,16.1,frequent,3,none,none,none,none,0.0,2.07,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,687.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1619,IRR-BUR-2025-01619,Burkina Faso,2025,1.71,subsistence,False,1239.0,32.6,occasional,3,none,none,none,none,0.0,1.71,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,487.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1620,IRR-MAL-2018-01620,Malawi,2018,4.74,semi-commercial,False,703.0,20.9,rare,4,none,none,none,none,0.0,4.74,0.0,0.0,0,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,low_burden
1621,IRR-BUR-2024-01621,Burkina Faso,2024,7.35,semi-commercial,True,1422.0,24.7,frequent,4,manual,rainwater_harvesting,manual,individual,5.51,1.83,75.0,289.0,16,fair,1103.0,68.0,True,426.0,False,408.0,665.0,53.2,217.0,2.18,79.3,79.9,33.7,0.0,441.0,as_needed,soil_moisture,fruits,53.0,1.54,1,22503.0,4082.0,False,False,False,0.0,0.0,poor,low,False,True,False,0.6,traditional,low_burden
1622,IRR-NIG-2025-01622,Nigeria,2025,3.34,commercial,False,920.0,32.7,occasional,6,none,none,none,none,0.0,3.34,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,532.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1623,IRR-MAL-2020-01623,Mali,2020,0.63,semi-commercial,False,924.0,29.0,occasional,2,none,none,none,none,0.0,0.63,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,625.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
1624,IRR-TAN-2019-01624,Tanzania,2019,0.32,commercial,False,713.0,30.6,occasional,6,none,none,none,none,0.0,0.32,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,427.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
1625,IRR-UGA-2024-01625,Uganda,2024,2.22,subsistence,False,1017.0,32.5,rare,3,none,none,none,none,0.0,2.22,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,633.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1626,IRR-ZAM-2019-01626,Zambia,2019,1.45,subsistence,False,1217.0,31.1,occasional,5,none,none,none,none,0.0,1.45,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,417.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1627,IRR-NIG-2024-01627,Nigeria,2024,0.99,semi-commercial,True,803.0,24.0,occasional,7,sprinkler,rainwater_harvesting,solar,individual,0.73,0.25,74.5,42.0,11,excellent,1101.0,149.0,False,0.0,False,710.0,423.0,66.4,472.0,1.4,72.9,82.7,40.1,0.0,15.0,weekly,calendar,horticulture,49.0,1.58,2,5211.0,7098.0,False,False,False,0.0,8.0,good,medium,False,False,False,4.6,modern,low_burden
1628,IRR-KEN-2022-01628,Kenya,2022,3.94,semi-commercial,True,565.0,24.1,frequent,7,surface,groundwater,diesel,individual,3.16,0.79,80.1,98.0,13,poor,2524.0,240.0,False,0.0,False,545.0,490.0,47.9,261.0,1.8,78.6,78.7,29.7,666.0,95.0,weekly,calendar,fruits,32.3,1.51,2,17193.0,5449.0,True,True,False,40.7,23.6,poor,low,False,True,False,4.0,traditional,low_burden
1629,IRR-KEN-2018-01629,Kenya,2018,0.86,subsistence,False,400.0,30.1,occasional,6,none,none,none,none,0.0,0.86,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,676.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1630,IRR-UGA-2021-01630,Uganda,2021,2.82,commercial,False,1026.0,31.0,rare,7,none,none,none,none,0.0,2.82,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,425.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1631,IRR-ZAM-2022-01631,Zambia,2022,1.51,semi-commercial,False,1085.0,19.6,occasional,5,none,none,none,none,0.0,1.51,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,479.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1632,IRR-UGA-2021-01632,Uganda,2021,0.52,subsistence,False,1108.0,16.8,rare,7,none,none,none,none,0.0,0.52,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,527.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1633,IRR-UGA-2024-01633,Uganda,2024,1.33,semi-commercial,False,617.0,18.3,frequent,5,none,none,none,none,0.0,1.33,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,677.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
1634,IRR-KEN-2020-01634,Kenya,2020,1.12,semi-commercial,False,952.0,30.5,rare,6,none,none,none,none,0.0,1.12,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,562.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1635,IRR-TAN-2024-01635,Tanzania,2024,0.52,subsistence,False,757.0,28.8,occasional,5,none,none,none,none,0.0,0.52,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,469.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1636,IRR-TAN-2025-01636,Tanzania,2025,0.42,semi-commercial,False,771.0,15.0,frequent,3,none,none,none,none,0.0,0.42,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,563.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
1637,IRR-ETH-2022-01637,Ethiopia,2022,0.62,semi-commercial,False,799.0,28.9,rare,7,none,none,none,none,0.0,0.62,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,409.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
1638,IRR-NIG-2021-01638,Nigeria,2021,0.33,semi-commercial,False,841.0,16.4,rare,6,none,none,none,none,0.0,0.33,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,450.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1639,IRR-UGA-2024-01639,Uganda,2024,0.92,semi-commercial,False,1006.0,21.4,rare,7,none,none,none,none,0.0,0.92,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,498.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1640,IRR-NIG-2022-01640,Nigeria,2022,1.5,subsistence,False,947.0,34.3,rare,4,none,none,none,none,0.0,1.5,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,576.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
1641,IRR-TAN-2021-01641,Tanzania,2021,2.04,semi-commercial,False,1177.0,20.1,frequent,6,none,none,none,none,0.0,2.04,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,552.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1642,IRR-NIG-2019-01642,Nigeria,2019,3.69,subsistence,False,400.0,18.6,occasional,4,none,none,none,none,0.0,3.69,0.0,0.0,0,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,low_burden
1643,IRR-TAN-2018-01643,Tanzania,2018,0.63,subsistence,False,708.0,21.2,frequent,7,none,none,none,none,0.0,0.63,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,499.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
1644,IRR-NIG-2025-01644,Nigeria,2025,0.77,subsistence,False,1163.0,20.9,occasional,7,none,none,none,none,0.0,0.77,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,649.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
1645,IRR-NIG-2021-01645,Nigeria,2021,3.0,subsistence,False,907.0,29.7,occasional,3,none,none,none,none,0.0,3.0,0.0,0.0,0,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,low_burden
1646,IRR-NIG-2019-01646,Nigeria,2019,1.28,subsistence,False,1138.0,23.0,rare,4,none,none,none,none,0.0,1.28,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,615.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1647,IRR-MAL-2018-01647,Malawi,2018,1.64,semi-commercial,False,500.0,19.2,frequent,3,none,none,none,none,0.0,1.64,0.0,0.0,0,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,low_burden
1648,IRR-NIG-2024-01648,Nigeria,2024,1.28,semi-commercial,True,1451.0,29.4,occasional,7,drip,reservoir,manual,individual,0.96,0.32,75.2,34.0,1,fair,2397.0,265.0,False,0.0,False,692.0,553.0,85.1,588.0,2.06,72.3,95.0,58.5,0.0,14.0,as_needed,soil_moisture,vegetables,55.4,1.86,1,6631.0,6916.0,False,True,False,0.0,0.0,poor,high,False,False,False,6.8,modern,low_burden
1649,IRR-TAN-2023-01649,Tanzania,2023,0.97,commercial,False,512.0,16.8,occasional,4,none,none,none,none,0.0,0.97,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,583.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1650,IRR-UGA-2018-01650,Uganda,2018,1.08,semi-commercial,False,657.0,16.5,rare,7,none,none,none,none,0.0,1.08,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,617.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1651,IRR-MAL-2019-01651,Mali,2019,0.66,subsistence,False,965.0,34.8,occasional,5,none,none,none,none,0.0,0.66,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,564.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1652,IRR-ETH-2019-01652,Ethiopia,2019,1.76,semi-commercial,False,995.0,24.0,frequent,7,none,none,none,none,0.0,1.76,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,584.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1653,IRR-ZAM-2024-01653,Zambia,2024,0.7,semi-commercial,False,776.0,18.4,occasional,3,none,none,none,none,0.0,0.7,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,631.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1654,IRR-TAN-2019-01654,Tanzania,2019,1.22,subsistence,False,761.0,32.5,rare,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,False,False,0.0,none,low_burden
1655,IRR-ETH-2019-01655,Ethiopia,2019,1.16,subsistence,False,704.0,23.2,occasional,5,none,none,none,none,0.0,1.16,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,695.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1656,IRR-MAL-2024-01656,Malawi,2024,1.39,semi-commercial,False,790.0,30.8,occasional,4,none,none,none,none,0.0,1.39,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,696.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
1657,IRR-BUR-2019-01657,Burkina Faso,2019,1.66,subsistence,False,619.0,31.1,frequent,3,none,none,none,none,0.0,1.66,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,428.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
1658,IRR-UGA-2024-01658,Uganda,2024,0.63,subsistence,False,629.0,24.9,rare,3,none,none,none,none,0.0,0.63,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,540.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1659,IRR-NIG-2018-01659,Nigeria,2018,1.05,semi-commercial,False,1437.0,18.2,occasional,5,none,none,none,none,0.0,1.05,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,634.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1660,IRR-MAL-2019-01660,Malawi,2019,2.07,semi-commercial,False,773.0,31.7,occasional,3,none,none,none,none,0.0,2.07,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,608.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1661,IRR-BUR-2024-01661,Burkina Faso,2024,1.7,subsistence,False,1447.0,19.0,frequent,2,none,none,none,none,0.0,1.7,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,654.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1662,IRR-KEN-2018-01662,Kenya,2018,1.38,semi-commercial,False,401.0,27.0,rare,5,none,none,none,none,0.0,1.38,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,438.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
1663,IRR-ZAM-2023-01663,Zambia,2023,2.03,semi-commercial,False,910.0,26.9,occasional,2,none,none,none,none,0.0,2.03,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,616.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1664,IRR-TAN-2019-01664,Tanzania,2019,0.84,subsistence,False,723.0,33.3,rare,7,none,none,none,none,0.0,0.84,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,581.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1665,IRR-NIG-2024-01665,Nigeria,2024,1.55,subsistence,False,740.0,30.7,occasional,6,none,none,none,none,0.0,1.55,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,431.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1666,IRR-ZAM-2023-01666,Zambia,2023,1.56,semi-commercial,False,823.0,32.6,rare,5,none,none,none,none,0.0,1.56,0.0,0.0,0,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,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
1667,IRR-ETH-2021-01667,Ethiopia,2021,2.21,semi-commercial,False,1271.0,24.2,frequent,6,none,none,none,none,0.0,2.21,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,635.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1668,IRR-MAL-2021-01668,Mali,2021,2.51,semi-commercial,False,1384.0,20.0,occasional,7,none,none,none,none,0.0,2.51,0.0,0.0,0,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,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
1669,IRR-GHA-2020-01669,Ghana,2020,1.33,subsistence,True,499.0,21.2,rare,4,surface,river,diesel,government,0.93,0.4,69.8,39.0,11,excellent,744.0,89.0,False,0.0,False,785.0,439.0,48.8,383.0,1.87,73.8,63.8,23.0,218.0,28.0,biweekly,visual,sugarcane,52.9,1.34,1,7303.0,7848.0,False,False,False,0.0,17.8,good,low,False,False,False,2.1,traditional,low_burden
1670,IRR-ETH-2018-01670,Ethiopia,2018,1.45,semi-commercial,False,1170.0,29.8,occasional,6,none,none,none,none,0.0,1.45,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,426.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1671,IRR-UGA-2024-01671,Uganda,2024,4.73,subsistence,True,1071.0,24.8,rare,4,drip,groundwater,solar,shared,2.99,1.74,63.3,121.0,17,fair,7480.0,681.0,False,0.0,True,586.0,666.0,84.7,496.0,1.48,91.6,80.7,62.7,0.0,45.0,weekly,soil_moisture,maize,43.7,2.41,1,17530.0,5859.0,False,True,True,45.5,6.3,poor,high,False,False,False,7.2,modern,low_burden
1672,IRR-UGA-2023-01672,Uganda,2023,0.64,semi-commercial,False,666.0,33.7,frequent,6,none,none,none,none,0.0,0.64,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,526.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1673,IRR-TAN-2024-01673,Tanzania,2024,0.52,subsistence,True,966.0,27.0,rare,5,surface,river,gravity,shared,0.43,0.08,84.1,17.0,6,good,347.0,20.0,False,0.0,False,544.0,654.0,47.5,258.0,1.61,91.8,83.7,36.5,0.0,13.0,weekly,visual,fruits,53.9,1.4,1,2356.0,5437.0,True,False,False,0.0,0.0,good,low,False,False,False,2.5,traditional,low_burden
1674,IRR-ETH-2025-01674,Ethiopia,2025,1.83,subsistence,False,1179.0,19.1,occasional,5,none,none,none,none,0.0,1.83,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,507.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1675,IRR-NIG-2019-01675,Nigeria,2019,1.48,subsistence,False,1077.0,17.0,rare,3,none,none,none,none,0.0,1.48,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,483.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1676,IRR-TAN-2019-01676,Tanzania,2019,0.4,subsistence,False,822.0,29.6,frequent,4,none,none,none,none,0.0,0.4,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,541.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1677,IRR-ZAM-2021-01677,Zambia,2021,2.21,semi-commercial,False,1255.0,19.9,rare,4,none,none,none,none,0.0,2.21,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,527.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1678,IRR-ETH-2018-01678,Ethiopia,2018,1.85,semi-commercial,False,1446.0,28.9,frequent,6,none,none,none,none,0.0,1.85,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,453.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1679,IRR-BUR-2024-01679,Burkina Faso,2024,0.71,semi-commercial,False,1013.0,24.6,rare,3,none,none,none,none,0.0,0.71,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,537.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1680,IRR-TAN-2021-01680,Tanzania,2021,1.9,subsistence,False,472.0,15.2,frequent,7,none,none,none,none,0.0,1.9,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,686.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
1681,IRR-BUR-2021-01681,Burkina Faso,2021,0.81,semi-commercial,False,1257.0,32.4,occasional,6,none,none,none,none,0.0,0.81,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,433.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1682,IRR-KEN-2022-01682,Kenya,2022,0.84,semi-commercial,True,1016.0,24.6,frequent,7,drip,rainwater_harvesting,solar,shared,0.81,0.03,96.4,36.0,17,excellent,2027.0,235.0,False,0.0,False,756.0,670.0,87.4,661.0,1.6,90.3,80.1,63.2,0.0,12.0,as_needed,visual,horticulture,23.0,2.2,1,6129.0,7558.0,False,False,False,0.0,15.1,good,high,True,True,False,21.0,modern,low_burden
1683,IRR-MAL-2018-01683,Mali,2018,3.8,subsistence,False,711.0,23.7,occasional,4,none,none,none,none,0.0,3.8,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,534.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1684,IRR-ZAM-2024-01684,Zambia,2024,2.04,semi-commercial,False,770.0,31.6,frequent,6,none,none,none,none,0.0,2.04,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,548.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1685,IRR-ETH-2022-01685,Ethiopia,2022,1.91,subsistence,False,706.0,17.9,occasional,7,none,none,none,none,0.0,1.91,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,566.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1686,IRR-UGA-2024-01686,Uganda,2024,0.79,subsistence,False,1401.0,25.0,occasional,5,none,none,none,none,0.0,0.79,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,639.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1687,IRR-GHA-2022-01687,Ghana,2022,1.67,semi-commercial,False,1166.0,31.0,rare,6,none,none,none,none,0.0,1.67,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,697.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1688,IRR-TAN-2022-01688,Tanzania,2022,1.81,subsistence,False,1103.0,16.2,rare,5,none,none,none,none,0.0,1.81,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,536.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1689,IRR-ZAM-2018-01689,Zambia,2018,2.34,subsistence,False,1124.0,26.4,frequent,7,none,none,none,none,0.0,2.34,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,577.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1690,IRR-BUR-2023-01690,Burkina Faso,2023,1.71,semi-commercial,False,903.0,15.5,rare,5,none,none,none,none,0.0,1.71,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,481.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1691,IRR-NIG-2024-01691,Nigeria,2024,1.52,subsistence,False,1328.0,33.4,rare,6,none,none,none,none,0.0,1.52,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,525.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1692,IRR-BUR-2023-01692,Burkina Faso,2023,3.66,subsistence,False,1022.0,17.7,frequent,4,none,none,none,none,0.0,3.66,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,491.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1693,IRR-ZAM-2018-01693,Zambia,2018,0.77,subsistence,False,1074.0,33.1,occasional,6,none,none,none,none,0.0,0.77,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,446.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1694,IRR-ETH-2023-01694,Ethiopia,2023,0.43,subsistence,False,1133.0,21.9,rare,5,none,none,none,none,0.0,0.43,0.0,0.0,0,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,False,False,0.0,none,low_burden
1695,IRR-MAL-2024-01695,Mali,2024,1.27,semi-commercial,False,780.0,34.5,frequent,7,none,none,none,none,0.0,1.27,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,464.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1696,IRR-MAL-2025-01696,Mali,2025,0.75,subsistence,False,903.0,33.3,rare,4,none,none,none,none,0.0,0.75,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,446.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1697,IRR-TAN-2019-01697,Tanzania,2019,1.66,semi-commercial,False,1272.0,32.9,rare,5,none,none,none,none,0.0,1.66,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,415.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1698,IRR-GHA-2022-01698,Ghana,2022,1.6,commercial,False,864.0,31.2,frequent,3,none,none,none,none,0.0,1.6,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,406.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1699,IRR-ETH-2019-01699,Ethiopia,2019,1.23,semi-commercial,False,841.0,30.2,rare,3,none,none,none,none,0.0,1.23,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,459.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1700,IRR-ETH-2018-01700,Ethiopia,2018,1.21,subsistence,False,512.0,25.6,occasional,6,none,none,none,none,0.0,1.21,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,458.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1701,IRR-ETH-2023-01701,Ethiopia,2023,0.83,subsistence,False,712.0,21.4,frequent,7,none,none,none,none,0.0,0.83,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,456.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1702,IRR-MAL-2022-01702,Mali,2022,2.68,semi-commercial,False,400.0,19.8,frequent,5,none,none,none,none,0.0,2.68,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,405.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1703,IRR-NIG-2018-01703,Nigeria,2018,1.41,subsistence,False,793.0,23.6,rare,3,none,none,none,none,0.0,1.41,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,501.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1704,IRR-MAL-2024-01704,Mali,2024,0.67,subsistence,True,842.0,19.5,occasional,6,manual,rainwater_harvesting,solar,individual,0.27,0.4,39.7,12.0,7,excellent,53.0,3.0,False,0.0,False,359.0,601.0,51.3,184.0,2.45,79.5,70.1,28.6,0.0,21.0,weekly,calendar,sugarcane,36.8,1.83,1,955.0,3591.0,False,True,False,0.0,16.2,good,low,False,False,False,0.4,traditional,low_burden
1705,IRR-ETH-2021-01705,Ethiopia,2021,0.65,semi-commercial,False,1071.0,25.2,rare,5,none,none,none,none,0.0,0.65,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,638.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1706,IRR-NIG-2025-01706,Nigeria,2025,2.91,commercial,False,838.0,18.7,occasional,2,none,none,none,none,0.0,2.91,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,492.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1707,IRR-MAL-2022-01707,Malawi,2022,1.54,subsistence,False,1115.0,23.3,occasional,6,none,none,none,none,0.0,1.54,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,668.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1708,IRR-ETH-2023-01708,Ethiopia,2023,1.12,subsistence,False,874.0,32.0,rare,7,none,none,none,none,0.0,1.12,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,500.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1709,IRR-GHA-2023-01709,Ghana,2023,1.13,semi-commercial,False,1263.0,19.9,frequent,4,none,none,none,none,0.0,1.13,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,686.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
1710,IRR-UGA-2024-01710,Uganda,2024,1.76,subsistence,False,940.0,18.6,occasional,6,none,none,none,none,0.0,1.76,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,543.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1711,IRR-ZAM-2025-01711,Zambia,2025,1.0,subsistence,False,1381.0,28.8,occasional,7,none,none,none,none,0.0,1.0,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,541.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1712,IRR-ZAM-2023-01712,Zambia,2023,0.69,semi-commercial,False,1588.0,31.7,occasional,5,none,none,none,none,0.0,0.69,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,526.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
1713,IRR-ZAM-2020-01713,Zambia,2020,0.39,subsistence,False,955.0,33.9,frequent,5,none,none,none,none,0.0,0.39,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,636.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
1714,IRR-TAN-2022-01714,Tanzania,2022,0.89,commercial,True,1084.0,16.6,frequent,3,flood,river,gravity,shared,0.31,0.59,34.2,16.0,17,good,122.0,15.0,False,0.0,False,320.0,495.0,45.8,147.0,1.19,81.3,88.0,32.8,0.0,12.0,as_needed,calendar,vegetables,43.1,2.35,2,976.0,3201.0,True,False,True,0.0,0.0,good,low,False,False,False,0.6,traditional,low_burden
1715,IRR-ZAM-2021-01715,Zambia,2021,0.96,subsistence,False,1237.0,17.0,frequent,7,none,none,none,none,0.0,0.96,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,438.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1716,IRR-UGA-2020-01716,Uganda,2020,1.83,semi-commercial,False,1237.0,33.2,rare,3,none,none,none,none,0.0,1.83,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,405.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1717,IRR-MAL-2019-01717,Mali,2019,3.39,semi-commercial,False,562.0,21.5,rare,6,none,none,none,none,0.0,3.39,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,400.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1718,IRR-ZAM-2018-01718,Zambia,2018,1.9,subsistence,False,904.0,29.1,rare,3,none,none,none,none,0.0,1.9,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,592.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1719,IRR-GHA-2019-01719,Ghana,2019,2.53,commercial,False,969.0,15.6,rare,7,none,none,none,none,0.0,2.53,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,422.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
1720,IRR-UGA-2019-01720,Uganda,2019,1.12,semi-commercial,False,612.0,29.7,rare,2,none,none,none,none,0.0,1.12,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,417.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1721,IRR-BUR-2019-01721,Burkina Faso,2019,0.66,semi-commercial,False,637.0,15.2,rare,4,none,none,none,none,0.0,0.66,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,400.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1722,IRR-KEN-2022-01722,Kenya,2022,1.6,subsistence,False,854.0,33.5,rare,4,none,none,none,none,0.0,1.6,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,436.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1723,IRR-ETH-2022-01723,Ethiopia,2022,0.95,subsistence,False,694.0,31.9,rare,4,none,none,none,none,0.0,0.95,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,637.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1724,IRR-UGA-2023-01724,Uganda,2023,2.14,subsistence,False,740.0,20.9,occasional,3,none,none,none,none,0.0,2.14,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,412.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1725,IRR-KEN-2020-01725,Kenya,2020,2.29,semi-commercial,True,1137.0,30.1,occasional,3,center_pivot,reservoir,solar,individual,1.75,0.54,76.4,60.0,0,excellent,8735.0,826.0,False,0.0,True,608.0,447.0,72.4,441.0,2.18,76.4,62.9,34.8,0.0,17.0,weekly,weather_based,sugarcane,47.8,1.95,2,10625.0,6081.0,False,False,False,0.0,21.9,good,high,True,False,True,16.0,traditional,low_burden
1726,IRR-ETH-2019-01726,Ethiopia,2019,0.52,semi-commercial,False,777.0,33.1,occasional,5,none,none,none,none,0.0,0.52,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,478.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1727,IRR-ETH-2021-01727,Ethiopia,2021,2.13,subsistence,False,1161.0,19.3,frequent,7,none,none,none,none,0.0,2.13,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,648.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1728,IRR-GHA-2019-01728,Ghana,2019,1.16,commercial,False,929.0,22.2,occasional,7,none,none,none,none,0.0,1.16,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,625.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1729,IRR-UGA-2018-01729,Uganda,2018,2.46,subsistence,False,955.0,24.8,frequent,6,none,none,none,none,0.0,2.46,0.0,0.0,0,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,low_burden
1730,IRR-MAL-2023-01730,Mali,2023,0.72,subsistence,False,827.0,21.7,rare,7,none,none,none,none,0.0,0.72,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,690.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
1731,IRR-NIG-2023-01731,Nigeria,2023,1.78,commercial,False,645.0,24.3,rare,6,none,none,none,none,0.0,1.78,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,605.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1732,IRR-MAL-2023-01732,Mali,2023,0.57,subsistence,False,795.0,27.5,frequent,5,none,none,none,none,0.0,0.57,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,660.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
1733,IRR-KEN-2023-01733,Kenya,2023,0.81,semi-commercial,False,667.0,25.8,occasional,4,none,none,none,none,0.0,0.81,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,506.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1734,IRR-TAN-2023-01734,Tanzania,2023,0.46,subsistence,False,656.0,31.7,rare,3,none,none,none,none,0.0,0.46,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,656.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1735,IRR-NIG-2025-01735,Nigeria,2025,2.49,semi-commercial,True,1024.0,21.8,frequent,5,sprinkler,reservoir,electric,shared,1.64,0.85,65.8,92.0,17,good,2457.0,319.0,False,0.0,False,645.0,484.0,71.7,462.0,0.92,84.9,86.6,52.7,101.0,33.0,daily,calendar,rice,31.2,1.56,2,10563.0,6448.0,False,False,False,0.0,16.2,good,medium,False,True,True,6.3,modern,low_burden
1736,IRR-ETH-2025-01736,Ethiopia,2025,2.28,semi-commercial,False,735.0,31.6,rare,6,none,none,none,none,0.0,2.28,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,566.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1737,IRR-MAL-2018-01737,Mali,2018,1.92,semi-commercial,False,559.0,20.4,occasional,6,none,none,none,none,0.0,1.92,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,558.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1738,IRR-BUR-2023-01738,Burkina Faso,2023,1.45,semi-commercial,False,640.0,20.4,occasional,3,none,none,none,none,0.0,1.45,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,645.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1739,IRR-TAN-2018-01739,Tanzania,2018,4.36,semi-commercial,False,975.0,15.8,rare,7,none,none,none,none,0.0,4.36,0.0,0.0,0,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,low_burden
1740,IRR-UGA-2019-01740,Uganda,2019,1.09,semi-commercial,False,894.0,32.7,occasional,3,none,none,none,none,0.0,1.09,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,525.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1741,IRR-MAL-2020-01741,Mali,2020,1.98,subsistence,False,1355.0,17.6,rare,7,none,none,none,none,0.0,1.98,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,524.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1742,IRR-BUR-2025-01742,Burkina Faso,2025,1.75,semi-commercial,False,1019.0,20.8,frequent,5,none,none,none,none,0.0,1.75,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,609.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1743,IRR-UGA-2019-01743,Uganda,2019,1.32,subsistence,False,1237.0,17.0,rare,4,none,none,none,none,0.0,1.32,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,404.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1744,IRR-BUR-2023-01744,Burkina Faso,2023,1.59,semi-commercial,False,970.0,30.9,frequent,7,none,none,none,none,0.0,1.59,0.0,0.0,0,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,low_burden
1745,IRR-KEN-2023-01745,Kenya,2023,1.06,subsistence,False,1056.0,24.9,occasional,2,none,none,none,none,0.0,1.06,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,542.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1746,IRR-MAL-2021-01746,Malawi,2021,1.51,subsistence,False,822.0,27.4,rare,6,none,none,none,none,0.0,1.51,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,577.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1747,IRR-UGA-2020-01747,Uganda,2020,3.04,subsistence,False,509.0,34.8,frequent,6,none,none,none,none,0.0,3.04,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,529.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1748,IRR-BUR-2022-01748,Burkina Faso,2022,0.48,semi-commercial,False,1124.0,29.7,occasional,5,none,none,none,none,0.0,0.48,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,547.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1749,IRR-ZAM-2024-01749,Zambia,2024,1.52,subsistence,False,810.0,30.9,occasional,6,none,none,none,none,0.0,1.52,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,471.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
1750,IRR-GHA-2021-01750,Ghana,2021,1.29,subsistence,False,517.0,27.9,rare,6,none,none,none,none,0.0,1.29,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,581.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1751,IRR-ZAM-2024-01751,Zambia,2024,3.2,subsistence,False,892.0,30.1,rare,5,none,none,none,none,0.0,3.2,0.0,0.0,0,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,low_burden
1752,IRR-KEN-2023-01752,Kenya,2023,1.08,semi-commercial,False,924.0,30.7,occasional,4,none,none,none,none,0.0,1.08,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,488.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
1753,IRR-NIG-2024-01753,Nigeria,2024,2.15,semi-commercial,False,888.0,27.1,occasional,3,none,none,none,none,0.0,2.15,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,631.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1754,IRR-MAL-2020-01754,Mali,2020,1.31,commercial,False,604.0,30.1,occasional,3,none,none,none,none,0.0,1.31,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,439.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1755,IRR-TAN-2024-01755,Tanzania,2024,2.08,subsistence,False,626.0,24.8,occasional,2,none,none,none,none,0.0,2.08,0.0,0.0,0,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,low_burden
1756,IRR-BUR-2024-01756,Burkina Faso,2024,4.48,subsistence,False,907.0,31.5,rare,4,none,none,none,none,0.0,4.48,0.0,0.0,0,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,False,False,0.0,none,low_burden
1757,IRR-MAL-2024-01757,Mali,2024,1.09,semi-commercial,False,590.0,24.4,rare,2,none,none,none,none,0.0,1.09,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,549.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
1758,IRR-NIG-2023-01758,Nigeria,2023,1.2,subsistence,True,714.0,26.1,occasional,6,flood,groundwater,solar,individual,0.83,0.37,69.3,30.0,15,poor,332.0,34.0,False,0.0,False,417.0,592.0,39.3,164.0,1.54,91.6,83.0,29.9,0.0,33.0,biweekly,calendar,vegetables,37.9,1.21,2,3465.0,4169.0,False,True,True,5.9,7.8,poor,low,False,False,False,1.5,traditional,low_burden
1759,IRR-GHA-2019-01759,Ghana,2019,1.04,semi-commercial,False,1003.0,25.9,rare,5,none,none,none,none,0.0,1.04,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,536.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1760,IRR-GHA-2020-01760,Ghana,2020,0.53,subsistence,False,608.0,25.1,frequent,6,none,none,none,none,0.0,0.53,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,629.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
1761,IRR-NIG-2019-01761,Nigeria,2019,0.94,semi-commercial,False,1028.0,25.8,frequent,6,none,none,none,none,0.0,0.94,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,419.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
1762,IRR-ZAM-2020-01762,Zambia,2020,3.02,semi-commercial,False,630.0,23.7,rare,5,none,none,none,none,0.0,3.02,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,661.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1763,IRR-NIG-2024-01763,Nigeria,2024,1.58,semi-commercial,False,1057.0,17.9,occasional,7,none,none,none,none,0.0,1.58,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,491.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1764,IRR-NIG-2023-01764,Nigeria,2023,3.11,semi-commercial,False,855.0,24.6,rare,4,none,none,none,none,0.0,3.11,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,556.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1765,IRR-TAN-2021-01765,Tanzania,2021,3.34,subsistence,False,1190.0,28.6,occasional,4,none,none,none,none,0.0,3.34,0.0,0.0,0,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,low_burden
1766,IRR-KEN-2024-01766,Kenya,2024,1.24,subsistence,False,752.0,22.9,rare,5,none,none,none,none,0.0,1.24,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,590.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1767,IRR-KEN-2025-01767,Kenya,2025,1.57,subsistence,True,945.0,27.4,frequent,3,sprinkler,reservoir,solar,cooperative,0.98,0.59,62.4,37.0,1,good,1472.0,130.0,True,444.0,True,655.0,451.0,73.1,478.0,2.43,83.3,67.1,40.8,0.0,20.0,as_needed,visual,rice,50.0,1.34,2,6422.0,6546.0,True,False,False,0.0,15.3,good,medium,False,True,True,3.7,modern,low_burden
1768,IRR-BUR-2021-01768,Burkina Faso,2021,0.92,semi-commercial,False,963.0,23.9,occasional,2,none,none,none,none,0.0,0.92,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,463.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1769,IRR-GHA-2020-01769,Ghana,2020,0.88,subsistence,False,758.0,22.2,frequent,6,none,none,none,none,0.0,0.88,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,559.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1770,IRR-NIG-2023-01770,Nigeria,2023,0.94,semi-commercial,False,400.0,28.2,frequent,3,none,none,none,none,0.0,0.94,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,537.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1771,IRR-BUR-2025-01771,Burkina Faso,2025,4.58,subsistence,True,874.0,22.5,occasional,3,flood,river,solar,individual,4.48,0.1,97.9,138.0,17,fair,1793.0,156.0,False,0.0,True,491.0,617.0,45.0,221.0,1.68,92.2,63.2,26.2,0.0,179.0,weekly,visual,rice,21.5,2.47,2,21993.0,4906.0,True,False,False,0.0,17.8,poor,low,True,False,False,3.6,traditional,low_burden
1772,IRR-GHA-2021-01772,Ghana,2021,1.22,subsistence,False,933.0,28.4,occasional,7,none,none,none,none,0.0,1.22,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,598.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1773,IRR-UGA-2022-01773,Uganda,2022,0.86,subsistence,False,1327.0,21.3,occasional,2,none,none,none,none,0.0,0.86,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,689.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1774,IRR-TAN-2020-01774,Tanzania,2020,1.05,subsistence,False,1006.0,30.8,occasional,6,none,none,none,none,0.0,1.05,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,415.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1775,IRR-TAN-2025-01775,Tanzania,2025,1.81,commercial,True,918.0,25.6,rare,6,flood,reservoir,gravity,cooperative,1.39,0.42,76.9,76.0,17,fair,556.0,47.0,False,0.0,False,533.0,532.0,42.0,224.0,1.51,79.6,63.3,21.2,0.0,56.0,as_needed,soil_moisture,maize,33.5,2.43,3,7409.0,5334.0,False,True,False,0.0,0.0,poor,low,False,False,False,1.8,traditional,low_burden
1776,IRR-GHA-2024-01776,Ghana,2024,2.49,semi-commercial,False,1064.0,21.8,frequent,4,none,none,none,none,0.0,2.49,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,448.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1777,IRR-UGA-2021-01777,Uganda,2021,3.35,commercial,False,538.0,16.6,occasional,4,none,none,none,none,0.0,3.35,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,460.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1778,IRR-ZAM-2024-01778,Zambia,2024,0.61,semi-commercial,True,908.0,27.6,occasional,5,sprinkler,river,diesel,individual,0.28,0.33,45.6,10.0,6,fair,419.0,40.0,False,0.0,False,576.0,575.0,71.2,410.0,1.31,79.6,76.0,43.1,48.0,6.0,daily,weather_based,vegetables,49.3,1.29,3,1608.0,5763.0,True,True,True,0.0,23.5,poor,medium,False,False,False,2.8,modern,low_burden
1779,IRR-NIG-2020-01779,Nigeria,2020,0.81,semi-commercial,False,1014.0,16.0,frequent,6,none,none,none,none,0.0,0.81,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,559.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
1780,IRR-MAL-2023-01780,Malawi,2023,2.22,subsistence,False,692.0,15.0,rare,4,none,none,none,none,0.0,2.22,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,461.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1781,IRR-GHA-2023-01781,Ghana,2023,2.05,subsistence,False,714.0,31.9,frequent,2,none,none,none,none,0.0,2.05,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,653.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1782,IRR-MAL-2018-01782,Mali,2018,0.69,semi-commercial,False,568.0,33.3,occasional,5,none,none,none,none,0.0,0.69,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,416.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1783,IRR-TAN-2019-01783,Tanzania,2019,3.01,semi-commercial,False,741.0,15.4,occasional,3,none,none,none,none,0.0,3.01,0.0,0.0,0,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,low_burden
1784,IRR-KEN-2021-01784,Kenya,2021,1.92,semi-commercial,False,948.0,16.9,rare,2,none,none,none,none,0.0,1.92,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,675.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
1785,IRR-GHA-2024-01785,Ghana,2024,4.14,commercial,False,727.0,18.8,occasional,2,none,none,none,none,0.0,4.14,0.0,0.0,0,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,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
1786,IRR-GHA-2022-01786,Ghana,2022,1.24,semi-commercial,False,886.0,31.9,occasional,6,none,none,none,none,0.0,1.24,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,617.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1787,IRR-ETH-2018-01787,Ethiopia,2018,1.48,subsistence,False,769.0,31.1,occasional,5,none,none,none,none,0.0,1.48,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,676.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1788,IRR-MAL-2018-01788,Malawi,2018,0.68,semi-commercial,False,1258.0,18.2,occasional,2,none,none,none,none,0.0,0.68,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,594.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1789,IRR-MAL-2024-01789,Malawi,2024,3.61,semi-commercial,False,411.0,20.9,rare,7,none,none,none,none,0.0,3.61,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,593.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1790,IRR-ZAM-2019-01790,Zambia,2019,2.37,subsistence,False,1086.0,17.0,frequent,7,none,none,none,none,0.0,2.37,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,591.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1791,IRR-UGA-2021-01791,Uganda,2021,3.69,subsistence,False,662.0,29.4,frequent,3,none,none,none,none,0.0,3.69,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,516.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
1792,IRR-UGA-2022-01792,Uganda,2022,1.3,commercial,False,400.0,23.1,occasional,4,none,none,none,none,0.0,1.3,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,535.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1793,IRR-ETH-2019-01793,Ethiopia,2019,3.13,subsistence,False,1183.0,30.5,rare,4,none,none,none,none,0.0,3.13,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,549.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1794,IRR-MAL-2020-01794,Malawi,2020,1.41,semi-commercial,False,1033.0,23.0,rare,2,none,none,none,none,0.0,1.41,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,695.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1795,IRR-TAN-2025-01795,Tanzania,2025,4.87,subsistence,False,1184.0,22.0,rare,7,none,none,none,none,0.0,4.87,0.0,0.0,0,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,low_burden
1796,IRR-KEN-2023-01796,Kenya,2023,1.25,subsistence,False,815.0,16.2,occasional,6,none,none,none,none,0.0,1.25,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,439.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
1797,IRR-BUR-2024-01797,Burkina Faso,2024,1.6,semi-commercial,False,974.0,28.0,frequent,4,none,none,none,none,0.0,1.6,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,445.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1798,IRR-ZAM-2022-01798,Zambia,2022,0.77,subsistence,True,794.0,22.2,occasional,2,sprinkler,river,manual,government,0.3,0.47,38.7,12.0,18,poor,447.0,38.0,True,153.0,True,349.0,618.0,77.1,269.0,1.21,78.0,72.5,43.6,0.0,6.0,weekly,visual,fruits,52.1,2.18,2,1040.0,3491.0,False,False,False,0.0,0.0,poor,medium,False,False,False,2.2,modern,low_burden
1799,IRR-UGA-2022-01799,Uganda,2022,2.23,subsistence,False,400.0,22.7,frequent,5,none,none,none,none,0.0,2.23,0.0,0.0,0,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,True,False,0.0,none,low_burden
1800,IRR-ETH-2019-01800,Ethiopia,2019,0.95,subsistence,False,1025.0,32.2,rare,5,none,none,none,none,0.0,0.95,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,478.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1801,IRR-TAN-2022-01801,Tanzania,2022,1.11,subsistence,False,701.0,20.5,occasional,3,none,none,none,none,0.0,1.11,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,606.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1802,IRR-ZAM-2023-01802,Zambia,2023,3.47,semi-commercial,False,955.0,27.9,frequent,3,none,none,none,none,0.0,3.47,0.0,0.0,0,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,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,low_burden
1803,IRR-KEN-2020-01803,Kenya,2020,0.23,subsistence,False,637.0,29.0,rare,7,none,none,none,none,0.0,0.23,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,440.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1804,IRR-ETH-2022-01804,Ethiopia,2022,0.86,subsistence,False,733.0,24.6,occasional,4,none,none,none,none,0.0,0.86,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,494.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1805,IRR-KEN-2023-01805,Kenya,2023,0.31,subsistence,False,867.0,25.6,frequent,6,none,none,none,none,0.0,0.31,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,575.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1806,IRR-KEN-2024-01806,Kenya,2024,1.93,semi-commercial,False,469.0,25.5,occasional,3,none,none,none,none,0.0,1.93,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,649.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1807,IRR-TAN-2019-01807,Tanzania,2019,3.5,subsistence,False,1124.0,18.4,frequent,7,none,none,none,none,0.0,3.5,0.0,0.0,0,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,low_burden
1808,IRR-ZAM-2020-01808,Zambia,2020,1.96,commercial,False,1148.0,28.8,frequent,3,none,none,none,none,0.0,1.96,0.0,0.0,0,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,True,False,0.0,none,low_burden
1809,IRR-GHA-2018-01809,Ghana,2018,1.66,semi-commercial,False,1083.0,22.8,occasional,6,none,none,none,none,0.0,1.66,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,618.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1810,IRR-ZAM-2025-01810,Zambia,2025,1.02,semi-commercial,False,664.0,21.3,frequent,5,none,none,none,none,0.0,1.02,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,586.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1811,IRR-KEN-2025-01811,Kenya,2025,0.54,semi-commercial,False,1434.0,31.2,occasional,6,none,none,none,none,0.0,0.54,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,528.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1812,IRR-MAL-2019-01812,Mali,2019,0.62,semi-commercial,False,1210.0,34.0,rare,6,none,none,none,none,0.0,0.62,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,640.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1813,IRR-MAL-2024-01813,Mali,2024,0.66,semi-commercial,False,432.0,19.7,occasional,5,none,none,none,none,0.0,0.66,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,525.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1814,IRR-TAN-2024-01814,Tanzania,2024,1.17,subsistence,True,828.0,19.8,rare,6,flood,rainwater_harvesting,solar,cooperative,0.67,0.5,57.4,25.0,7,good,268.0,39.0,False,0.0,False,486.0,688.0,41.1,200.0,0.98,73.9,83.2,25.3,0.0,27.0,weekly,calendar,maize,58.7,1.86,1,3260.0,4863.0,False,True,False,0.0,21.7,good,low,True,False,False,0.8,traditional,low_burden
1815,IRR-UGA-2020-01815,Uganda,2020,1.4,subsistence,True,497.0,23.0,occasional,5,surface,river,manual,individual,1.32,0.08,94.2,66.0,19,fair,1058.0,82.0,False,0.0,True,480.0,648.0,47.5,228.0,2.11,90.7,81.2,35.0,0.0,40.0,daily,calendar,vegetables,48.9,1.22,2,6344.0,4797.0,True,False,True,0.0,0.0,poor,low,True,False,False,3.1,traditional,low_burden
1816,IRR-UGA-2018-01816,Uganda,2018,3.5,subsistence,False,652.0,25.2,occasional,4,none,none,none,none,0.0,3.5,0.0,0.0,0,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,low_burden
1817,IRR-NIG-2019-01817,Nigeria,2019,3.59,semi-commercial,False,1039.0,33.1,rare,7,none,none,none,none,0.0,3.59,0.0,0.0,0,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,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
1818,IRR-NIG-2021-01818,Nigeria,2021,2.36,semi-commercial,False,457.0,21.9,occasional,7,none,none,none,none,0.0,2.36,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,595.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1819,IRR-ZAM-2022-01819,Zambia,2022,1.43,commercial,True,1027.0,21.4,occasional,3,flood,groundwater,diesel,cooperative,0.45,0.98,31.4,17.0,18,good,180.0,20.0,True,83.0,True,491.0,517.0,42.2,207.0,2.31,70.4,88.2,26.2,77.0,18.0,weekly,calendar,vegetables,35.5,2.0,3,2206.0,4907.0,False,False,False,34.4,19.8,good,low,False,False,True,0.7,traditional,low_burden
1820,IRR-ETH-2019-01820,Ethiopia,2019,1.52,semi-commercial,False,587.0,19.9,rare,2,none,none,none,none,0.0,1.52,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,407.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1821,IRR-MAL-2018-01821,Malawi,2018,1.77,subsistence,False,850.0,28.9,rare,2,none,none,none,none,0.0,1.77,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,506.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1822,IRR-KEN-2023-01822,Kenya,2023,2.22,subsistence,False,760.0,17.8,occasional,5,none,none,none,none,0.0,2.22,0.0,0.0,0,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,low_burden
1823,IRR-ZAM-2022-01823,Zambia,2022,3.02,semi-commercial,True,833.0,30.8,rare,3,drip,rainwater_harvesting,diesel,government,1.59,1.43,52.5,94.0,6,good,3965.0,486.0,False,0.0,False,488.0,651.0,86.9,424.0,2.28,88.8,87.6,67.6,238.0,24.0,weekly,weather_based,vegetables,57.0,1.38,1,7745.0,4883.0,True,True,False,0.0,21.3,good,high,True,False,False,4.6,modern,low_burden
1824,IRR-ZAM-2021-01824,Zambia,2021,1.98,subsistence,False,1233.0,17.2,frequent,5,none,none,none,none,0.0,1.98,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,447.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
1825,IRR-GHA-2023-01825,Ghana,2023,1.65,subsistence,False,998.0,28.7,occasional,2,none,none,none,none,0.0,1.65,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,568.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1826,IRR-ZAM-2021-01826,Zambia,2021,3.04,semi-commercial,False,990.0,24.8,frequent,2,none,none,none,none,0.0,3.04,0.0,0.0,0,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,low_burden
1827,IRR-MAL-2022-01827,Mali,2022,0.73,subsistence,False,938.0,23.7,occasional,2,none,none,none,none,0.0,0.73,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,579.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1828,IRR-ETH-2019-01828,Ethiopia,2019,1.12,commercial,False,561.0,27.5,occasional,3,none,none,none,none,0.0,1.12,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,669.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1829,IRR-MAL-2019-01829,Malawi,2019,1.28,semi-commercial,True,900.0,32.7,occasional,6,manual,river,gravity,government,1.15,0.13,90.0,58.0,4,fair,230.0,25.0,False,0.0,True,467.0,463.0,64.3,300.0,1.04,80.6,78.7,40.7,0.0,92.0,as_needed,calendar,vegetables,32.2,1.28,1,5366.0,4668.0,False,False,False,0.0,0.0,poor,low,True,False,False,1.1,traditional,low_burden
1830,IRR-UGA-2021-01830,Uganda,2021,2.48,subsistence,False,996.0,30.3,occasional,4,none,none,none,none,0.0,2.48,0.0,0.0,0,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,low_burden
1831,IRR-NIG-2021-01831,Nigeria,2021,0.56,subsistence,False,932.0,20.0,occasional,4,none,none,none,none,0.0,0.56,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,401.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1832,IRR-TAN-2024-01832,Tanzania,2024,0.68,subsistence,False,1205.0,28.1,rare,3,none,none,none,none,0.0,0.68,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,561.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1833,IRR-ZAM-2019-01833,Zambia,2019,1.12,subsistence,False,1131.0,33.9,occasional,4,none,none,none,none,0.0,1.12,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,488.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1834,IRR-ETH-2019-01834,Ethiopia,2019,2.72,subsistence,False,841.0,33.6,rare,2,none,none,none,none,0.0,2.72,0.0,0.0,0,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,low_burden
1835,IRR-TAN-2024-01835,Tanzania,2024,0.42,subsistence,False,1223.0,29.8,rare,2,none,none,none,none,0.0,0.42,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,483.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1836,IRR-UGA-2022-01836,Uganda,2022,1.07,subsistence,True,1279.0,18.4,occasional,4,flood,wetland,diesel,individual,0.89,0.17,83.8,34.0,9,fair,358.0,49.0,False,0.0,False,317.0,694.0,49.1,155.0,0.84,82.5,72.0,29.2,135.0,36.0,as_needed,visual,fruits,30.5,1.21,2,2834.0,3167.0,False,False,False,0.0,3.5,poor,low,False,False,False,2.2,traditional,low_burden
1837,IRR-ZAM-2021-01837,Zambia,2021,5.04,semi-commercial,False,992.0,25.8,occasional,7,none,none,none,none,0.0,5.04,0.0,0.0,0,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,low_burden
1838,IRR-MAL-2020-01838,Malawi,2020,3.33,subsistence,False,1048.0,25.5,occasional,5,none,none,none,none,0.0,3.33,0.0,0.0,0,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,low_burden
1839,IRR-MAL-2019-01839,Malawi,2019,2.27,subsistence,False,895.0,28.2,rare,3,none,none,none,none,0.0,2.27,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,688.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1840,IRR-ETH-2025-01840,Ethiopia,2025,0.27,subsistence,False,618.0,17.8,occasional,5,none,none,none,none,0.0,0.27,0.0,0.0,0,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,low_burden
1841,IRR-ETH-2020-01841,Ethiopia,2020,6.77,subsistence,False,1028.0,21.0,rare,5,none,none,none,none,0.0,6.77,0.0,0.0,0,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,low_burden
1842,IRR-MAL-2019-01842,Mali,2019,2.13,semi-commercial,False,1041.0,27.3,frequent,7,none,none,none,none,0.0,2.13,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,421.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1843,IRR-NIG-2025-01843,Nigeria,2025,1.11,subsistence,False,807.0,21.0,occasional,7,none,none,none,none,0.0,1.11,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,687.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1844,IRR-KEN-2022-01844,Kenya,2022,1.07,subsistence,True,642.0,19.1,frequent,2,sprinkler,reservoir,manual,individual,0.37,0.7,34.7,12.0,9,poor,555.0,75.0,True,211.0,False,538.0,444.0,73.6,396.0,1.94,78.3,62.5,36.0,0.0,7.0,weekly,calendar,maize,59.1,1.45,3,1989.0,5377.0,False,False,False,0.0,0.0,poor,medium,False,True,False,1.8,modern,low_burden
1845,IRR-ZAM-2020-01845,Zambia,2020,2.29,subsistence,False,1247.0,23.0,rare,2,none,none,none,none,0.0,2.29,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,676.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1846,IRR-TAN-2020-01846,Tanzania,2020,0.3,subsistence,False,862.0,17.9,occasional,3,none,none,none,none,0.0,0.3,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,459.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1847,IRR-BUR-2023-01847,Burkina Faso,2023,1.67,subsistence,False,1066.0,28.2,occasional,3,none,none,none,none,0.0,1.67,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,443.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1848,IRR-BUR-2020-01848,Burkina Faso,2020,1.27,semi-commercial,True,770.0,28.0,occasional,6,drip,river,diesel,cooperative,0.4,0.87,31.6,19.0,16,good,1001.0,84.0,True,575.0,False,699.0,515.0,78.3,548.0,2.44,73.3,93.9,53.9,41.0,6.0,weekly,calendar,rice,21.2,2.15,1,2801.0,6995.0,False,False,False,0.0,12.5,good,high,False,False,False,7.5,modern,low_burden
1849,IRR-ETH-2019-01849,Ethiopia,2019,4.91,subsistence,False,1015.0,19.8,rare,4,none,none,none,none,0.0,4.91,0.0,0.0,0,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,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
1850,IRR-NIG-2021-01850,Nigeria,2021,1.12,semi-commercial,True,927.0,24.7,occasional,6,surface,reservoir,diesel,individual,0.68,0.44,60.6,26.0,17,excellent,543.0,54.0,False,0.0,False,456.0,530.0,46.9,214.0,1.48,81.8,74.0,28.4,165.0,20.0,as_needed,visual,rice,35.8,2.31,2,3090.0,4556.0,False,False,False,0.0,3.7,good,low,False,False,True,2.7,traditional,low_burden
1851,IRR-NIG-2025-01851,Nigeria,2025,0.69,subsistence,False,1147.0,31.3,occasional,3,none,none,none,none,0.0,0.69,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,507.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1852,IRR-BUR-2020-01852,Burkina Faso,2020,0.91,semi-commercial,False,503.0,22.2,occasional,2,none,none,none,none,0.0,0.91,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,446.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1853,IRR-UGA-2019-01853,Uganda,2019,0.34,subsistence,False,878.0,34.5,frequent,5,none,none,none,none,0.0,0.34,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,436.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1854,IRR-NIG-2023-01854,Nigeria,2023,0.46,semi-commercial,False,600.0,30.2,frequent,3,none,none,none,none,0.0,0.46,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,513.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1855,IRR-NIG-2025-01855,Nigeria,2025,2.79,semi-commercial,False,649.0,34.9,rare,6,none,none,none,none,0.0,2.79,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,479.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
1856,IRR-TAN-2025-01856,Tanzania,2025,0.66,semi-commercial,False,468.0,26.6,frequent,2,none,none,none,none,0.0,0.66,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,671.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
1857,IRR-TAN-2021-01857,Tanzania,2021,2.89,semi-commercial,False,1043.0,23.0,occasional,3,none,none,none,none,0.0,2.89,0.0,0.0,0,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,low_burden
1858,IRR-MAL-2023-01858,Malawi,2023,2.1,semi-commercial,True,1183.0,26.2,rare,4,surface,rainwater_harvesting,diesel,individual,0.8,1.3,38.1,33.0,3,fair,642.0,52.0,False,0.0,False,506.0,571.0,55.3,279.0,1.26,74.9,74.9,31.0,184.0,24.0,as_needed,calendar,sugarcane,47.7,1.83,2,4056.0,5057.0,False,True,False,0.0,9.9,poor,low,True,False,False,1.3,traditional,low_burden
1859,IRR-BUR-2021-01859,Burkina Faso,2021,1.32,subsistence,False,934.0,27.2,occasional,7,none,none,none,none,0.0,1.32,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,680.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1860,IRR-BUR-2020-01860,Burkina Faso,2020,0.93,subsistence,False,896.0,29.1,occasional,4,none,none,none,none,0.0,0.93,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,567.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1861,IRR-MAL-2020-01861,Mali,2020,4.93,semi-commercial,False,673.0,30.5,occasional,2,none,none,none,none,0.0,4.93,0.0,0.0,0,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,low_burden
1862,IRR-TAN-2020-01862,Tanzania,2020,1.97,subsistence,False,836.0,31.0,frequent,3,none,none,none,none,0.0,1.97,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,691.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1863,IRR-GHA-2019-01863,Ghana,2019,3.32,semi-commercial,False,907.0,20.2,frequent,5,none,none,none,none,0.0,3.32,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,474.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
1864,IRR-ETH-2020-01864,Ethiopia,2020,7.54,subsistence,False,1320.0,23.5,occasional,2,none,none,none,none,0.0,7.54,0.0,0.0,0,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,low_burden
1865,IRR-ETH-2020-01865,Ethiopia,2020,1.47,subsistence,True,1025.0,32.1,rare,5,sprinkler,groundwater,gravity,individual,1.45,0.02,98.5,46.0,11,excellent,2169.0,177.0,False,0.0,False,425.0,478.0,82.4,350.0,1.58,73.0,89.5,53.8,0.0,29.0,weekly,visual,fruits,21.0,1.8,3,6150.0,4253.0,True,False,False,21.4,0.0,good,medium,True,False,True,14.1,modern,low_burden
1866,IRR-BUR-2022-01866,Burkina Faso,2022,5.13,semi-commercial,False,536.0,30.2,rare,2,none,none,none,none,0.0,5.13,0.0,0.0,0,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,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
1867,IRR-MAL-2019-01867,Malawi,2019,0.28,semi-commercial,False,820.0,25.9,rare,6,none,none,none,none,0.0,0.28,0.0,0.0,0,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,low_burden
1868,IRR-GHA-2018-01868,Ghana,2018,0.66,subsistence,False,897.0,28.6,occasional,6,none,none,none,none,0.0,0.66,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,490.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1869,IRR-ZAM-2025-01869,Zambia,2025,1.11,semi-commercial,False,775.0,21.6,occasional,7,none,none,none,none,0.0,1.11,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,628.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1870,IRR-TAN-2020-01870,Tanzania,2020,8.81,semi-commercial,True,1160.0,15.3,frequent,3,surface,river,gravity,individual,6.86,1.95,77.9,284.0,3,good,5488.0,321.0,False,0.0,True,414.0,680.0,58.2,241.0,1.29,75.2,64.7,28.3,0.0,206.0,weekly,visual,vegetables,55.5,1.23,2,28413.0,4142.0,True,False,False,0.0,0.0,good,low,False,True,False,2.2,traditional,low_burden
1871,IRR-MAL-2025-01871,Mali,2025,4.56,semi-commercial,False,790.0,28.9,occasional,6,none,none,none,none,0.0,4.56,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,564.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1872,IRR-NIG-2023-01872,Nigeria,2023,0.28,subsistence,False,662.0,21.1,rare,4,none,none,none,none,0.0,0.28,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,466.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
1873,IRR-ZAM-2019-01873,Zambia,2019,1.08,subsistence,True,1197.0,26.9,rare,6,manual,rainwater_harvesting,diesel,shared,0.62,0.46,57.4,26.0,15,excellent,124.0,9.0,False,0.0,False,375.0,452.0,60.8,228.0,2.49,86.3,89.5,47.0,133.0,49.0,weekly,soil_moisture,vegetables,22.7,1.33,3,2315.0,3748.0,False,False,True,0.0,19.7,good,low,False,False,False,1.0,traditional,low_burden
1874,IRR-ETH-2023-01874,Ethiopia,2023,1.5,semi-commercial,True,862.0,33.4,occasional,6,drip,river,diesel,shared,1.27,0.22,85.0,47.0,15,fair,3181.0,438.0,False,0.0,True,444.0,499.0,88.9,395.0,0.87,79.5,86.7,61.2,128.0,19.0,biweekly,visual,vegetables,48.8,2.24,2,5653.0,4443.0,False,False,False,0.0,11.8,poor,high,False,False,False,8.7,modern,low_burden
1875,IRR-NIG-2022-01875,Nigeria,2022,1.08,subsistence,False,513.0,33.5,occasional,5,none,none,none,none,0.0,1.08,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,476.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1876,IRR-ETH-2018-01876,Ethiopia,2018,1.45,subsistence,False,813.0,25.6,frequent,6,none,none,none,none,0.0,1.45,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,470.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
1877,IRR-ETH-2022-01877,Ethiopia,2022,1.31,subsistence,False,1158.0,21.2,frequent,6,none,none,none,none,0.0,1.31,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,462.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1878,IRR-GHA-2023-01878,Ghana,2023,0.54,semi-commercial,False,1380.0,22.4,occasional,6,none,none,none,none,0.0,0.54,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,529.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1879,IRR-ETH-2024-01879,Ethiopia,2024,0.66,subsistence,False,920.0,29.3,frequent,7,none,none,none,none,0.0,0.66,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,607.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
1880,IRR-MAL-2019-01880,Malawi,2019,3.13,subsistence,False,1123.0,18.9,occasional,4,none,none,none,none,0.0,3.13,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,594.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1881,IRR-GHA-2020-01881,Ghana,2020,0.74,subsistence,False,677.0,26.6,occasional,2,none,none,none,none,0.0,0.74,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,593.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1882,IRR-GHA-2019-01882,Ghana,2019,0.73,semi-commercial,True,1335.0,15.6,rare,3,surface,lake,manual,shared,0.6,0.14,81.5,36.0,5,good,478.0,49.0,False,0.0,True,626.0,676.0,57.7,361.0,0.91,87.8,67.6,34.2,0.0,18.0,weekly,calendar,maize,47.9,1.41,1,3740.0,6256.0,False,True,False,0.0,0.0,good,low,False,False,False,2.7,traditional,low_burden
1883,IRR-UGA-2025-01883,Uganda,2025,2.69,semi-commercial,False,1080.0,26.5,frequent,7,none,none,none,none,0.0,2.69,0.0,0.0,0,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,True,False,0.0,none,low_burden
1884,IRR-ETH-2022-01884,Ethiopia,2022,0.8,subsistence,False,1486.0,32.9,rare,7,none,none,none,none,0.0,0.8,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,500.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1885,IRR-KEN-2021-01885,Kenya,2021,5.67,semi-commercial,False,968.0,34.0,occasional,7,none,none,none,none,0.0,5.67,0.0,0.0,0,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,low_burden
1886,IRR-BUR-2019-01886,Burkina Faso,2019,1.16,subsistence,False,1246.0,18.1,occasional,7,none,none,none,none,0.0,1.16,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,687.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
1887,IRR-KEN-2018-01887,Kenya,2018,0.98,subsistence,False,1017.0,17.6,occasional,6,none,none,none,none,0.0,0.98,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,523.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1888,IRR-UGA-2022-01888,Uganda,2022,0.99,subsistence,False,1276.0,22.1,occasional,2,none,none,none,none,0.0,0.99,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,411.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1889,IRR-NIG-2020-01889,Nigeria,2020,13.86,subsistence,False,1309.0,25.7,rare,5,none,none,none,none,0.0,13.86,0.0,0.0,0,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,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
1890,IRR-KEN-2023-01890,Kenya,2023,1.21,subsistence,False,1115.0,16.3,occasional,7,none,none,none,none,0.0,1.21,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,426.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1891,IRR-NIG-2025-01891,Nigeria,2025,1.24,subsistence,False,881.0,30.8,occasional,2,none,none,none,none,0.0,1.24,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,487.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1892,IRR-BUR-2024-01892,Burkina Faso,2024,1.6,commercial,False,1246.0,20.8,occasional,6,none,none,none,none,0.0,1.6,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,455.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1893,IRR-MAL-2025-01893,Malawi,2025,2.0,subsistence,True,868.0,17.8,rare,4,drip,river,solar,individual,0.92,1.08,46.1,32.0,18,fair,2308.0,281.0,True,1011.0,True,544.0,646.0,95.0,516.0,2.17,93.9,95.0,84.8,0.0,14.0,as_needed,visual,sugarcane,27.0,2.15,2,5017.0,5436.0,False,False,False,0.0,18.3,poor,high,True,False,False,8.5,modern,low_burden
1894,IRR-UGA-2022-01894,Uganda,2022,0.77,commercial,False,1141.0,18.0,frequent,7,none,none,none,none,0.0,0.77,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,568.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
1895,IRR-TAN-2020-01895,Tanzania,2020,0.68,semi-commercial,False,1072.0,33.4,occasional,5,none,none,none,none,0.0,0.68,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,482.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1896,IRR-UGA-2020-01896,Uganda,2020,4.05,semi-commercial,False,1625.0,16.7,occasional,5,none,none,none,none,0.0,4.05,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,538.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1897,IRR-KEN-2020-01897,Kenya,2020,3.91,subsistence,False,870.0,19.8,occasional,6,none,none,none,none,0.0,3.91,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,555.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1898,IRR-KEN-2025-01898,Kenya,2025,1.39,commercial,False,805.0,31.7,occasional,4,none,none,none,none,0.0,1.39,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,611.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1899,IRR-ZAM-2019-01899,Zambia,2019,2.21,subsistence,False,755.0,30.5,frequent,6,none,none,none,none,0.0,2.21,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,437.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
1900,IRR-KEN-2024-01900,Kenya,2024,1.68,semi-commercial,False,897.0,25.5,occasional,4,none,none,none,none,0.0,1.68,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,570.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1901,IRR-MAL-2020-01901,Mali,2020,1.93,semi-commercial,False,900.0,24.3,occasional,4,none,none,none,none,0.0,1.93,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,621.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1902,IRR-KEN-2021-01902,Kenya,2021,2.94,subsistence,False,1006.0,17.9,rare,4,none,none,none,none,0.0,2.94,0.0,0.0,0,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,low_burden
1903,IRR-ZAM-2023-01903,Zambia,2023,0.7,subsistence,False,418.0,17.4,rare,2,none,none,none,none,0.0,0.7,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,693.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1904,IRR-ETH-2022-01904,Ethiopia,2022,0.68,semi-commercial,False,1085.0,15.9,occasional,6,none,none,none,none,0.0,0.68,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,460.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1905,IRR-MAL-2023-01905,Malawi,2023,1.44,commercial,False,1092.0,16.7,occasional,5,none,none,none,none,0.0,1.44,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,492.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1906,IRR-UGA-2024-01906,Uganda,2024,1.19,subsistence,False,530.0,25.3,frequent,3,none,none,none,none,0.0,1.19,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,418.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
1907,IRR-NIG-2022-01907,Nigeria,2022,2.33,subsistence,False,813.0,30.9,occasional,3,none,none,none,none,0.0,2.33,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,599.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1908,IRR-BUR-2021-01908,Burkina Faso,2021,1.07,subsistence,False,669.0,24.5,rare,5,none,none,none,none,0.0,1.07,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,636.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
1909,IRR-NIG-2023-01909,Nigeria,2023,1.07,subsistence,False,1001.0,20.7,frequent,4,none,none,none,none,0.0,1.07,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,543.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
1910,IRR-BUR-2023-01910,Burkina Faso,2023,1.02,subsistence,False,1016.0,19.7,occasional,6,none,none,none,none,0.0,1.02,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,439.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1911,IRR-UGA-2019-01911,Uganda,2019,0.65,subsistence,False,703.0,25.5,frequent,4,none,none,none,none,0.0,0.65,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,520.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1912,IRR-UGA-2021-01912,Uganda,2021,2.4,semi-commercial,False,1002.0,32.8,rare,7,none,none,none,none,0.0,2.4,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,498.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1913,IRR-MAL-2019-01913,Malawi,2019,0.39,semi-commercial,False,1108.0,30.9,rare,3,none,none,none,none,0.0,0.39,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,541.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1914,IRR-NIG-2023-01914,Nigeria,2023,1.31,semi-commercial,False,1053.0,21.5,occasional,6,none,none,none,none,0.0,1.31,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,413.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1915,IRR-TAN-2023-01915,Tanzania,2023,0.9,subsistence,False,831.0,30.0,frequent,2,none,none,none,none,0.0,0.9,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,609.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
1916,IRR-MAL-2020-01916,Mali,2020,1.52,subsistence,False,808.0,33.8,occasional,3,none,none,none,none,0.0,1.52,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,530.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1917,IRR-MAL-2019-01917,Mali,2019,1.23,semi-commercial,False,925.0,29.3,occasional,4,none,none,none,none,0.0,1.23,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,471.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1918,IRR-TAN-2018-01918,Tanzania,2018,1.15,subsistence,False,988.0,15.6,occasional,4,none,none,none,none,0.0,1.15,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,502.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1919,IRR-NIG-2018-01919,Nigeria,2018,1.58,subsistence,False,1327.0,25.4,rare,6,none,none,none,none,0.0,1.58,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,649.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1920,IRR-KEN-2021-01920,Kenya,2021,0.46,semi-commercial,False,1010.0,24.5,occasional,4,none,none,none,none,0.0,0.46,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,614.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1921,IRR-NIG-2019-01921,Nigeria,2019,10.24,subsistence,False,725.0,32.2,occasional,3,none,none,none,none,0.0,10.24,0.0,0.0,0,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,low_burden
1922,IRR-GHA-2024-01922,Ghana,2024,0.55,semi-commercial,False,808.0,29.4,rare,3,none,none,none,none,0.0,0.55,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,488.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1923,IRR-ETH-2022-01923,Ethiopia,2022,0.79,semi-commercial,False,764.0,15.8,occasional,2,none,none,none,none,0.0,0.79,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,551.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1924,IRR-UGA-2019-01924,Uganda,2019,2.86,semi-commercial,False,1097.0,17.2,frequent,3,none,none,none,none,0.0,2.86,0.0,0.0,0,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,low_burden
1925,IRR-NIG-2019-01925,Nigeria,2019,2.79,subsistence,False,1187.0,18.0,occasional,2,none,none,none,none,0.0,2.79,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,692.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1926,IRR-ETH-2018-01926,Ethiopia,2018,0.58,subsistence,False,782.0,31.5,rare,4,none,none,none,none,0.0,0.58,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,683.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1927,IRR-UGA-2019-01927,Uganda,2019,2.03,subsistence,False,1046.0,27.5,frequent,3,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,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
1928,IRR-KEN-2020-01928,Kenya,2020,1.29,semi-commercial,False,546.0,31.5,frequent,3,none,none,none,none,0.0,1.29,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,469.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1929,IRR-MAL-2018-01929,Malawi,2018,0.58,subsistence,False,1210.0,22.3,rare,3,none,none,none,none,0.0,0.58,0.0,0.0,0,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,False,False,0.0,none,low_burden
1930,IRR-NIG-2019-01930,Nigeria,2019,1.31,subsistence,False,430.0,33.8,rare,2,none,none,none,none,0.0,1.31,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,403.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1931,IRR-ZAM-2021-01931,Zambia,2021,0.84,commercial,False,869.0,30.0,rare,4,none,none,none,none,0.0,0.84,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,678.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1932,IRR-TAN-2019-01932,Tanzania,2019,1.83,subsistence,False,710.0,17.9,frequent,3,none,none,none,none,0.0,1.83,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,428.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
1933,IRR-NIG-2023-01933,Nigeria,2023,2.77,semi-commercial,False,629.0,20.2,occasional,2,none,none,none,none,0.0,2.77,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,571.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1934,IRR-GHA-2021-01934,Ghana,2021,0.82,subsistence,False,696.0,31.7,occasional,7,none,none,none,none,0.0,0.82,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,508.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
1935,IRR-UGA-2025-01935,Uganda,2025,6.29,subsistence,False,1505.0,28.0,rare,7,none,none,none,none,0.0,6.29,0.0,0.0,0,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,low_burden
1936,IRR-ETH-2021-01936,Ethiopia,2021,0.96,subsistence,False,1198.0,20.4,rare,4,none,none,none,none,0.0,0.96,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,622.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1937,IRR-MAL-2020-01937,Malawi,2020,1.46,subsistence,False,1001.0,19.4,occasional,7,none,none,none,none,0.0,1.46,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,684.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
1938,IRR-GHA-2024-01938,Ghana,2024,1.42,subsistence,False,1017.0,19.5,rare,4,none,none,none,none,0.0,1.42,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,622.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1939,IRR-UGA-2018-01939,Uganda,2018,1.0,semi-commercial,True,637.0,26.1,occasional,7,sprinkler,river,diesel,government,0.41,0.6,40.6,22.0,1,fair,611.0,47.0,True,288.0,True,325.0,563.0,70.6,230.0,1.54,85.0,69.4,41.7,87.0,8.0,biweekly,visual,fruits,34.0,1.32,1,1324.0,3250.0,True,False,True,0.0,22.0,poor,medium,True,False,False,3.6,modern,low_burden
1940,IRR-NIG-2025-01940,Nigeria,2025,0.99,subsistence,False,1092.0,26.0,occasional,7,none,none,none,none,0.0,0.99,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,634.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1941,IRR-ZAM-2021-01941,Zambia,2021,0.75,semi-commercial,False,912.0,22.2,rare,5,none,none,none,none,0.0,0.75,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,541.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1942,IRR-KEN-2023-01942,Kenya,2023,1.81,semi-commercial,False,920.0,25.8,occasional,2,none,none,none,none,0.0,1.81,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,448.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1943,IRR-BUR-2022-01943,Burkina Faso,2022,1.57,subsistence,False,1081.0,25.2,occasional,5,none,none,none,none,0.0,1.57,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,409.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
1944,IRR-ZAM-2020-01944,Zambia,2020,1.77,subsistence,False,847.0,22.7,occasional,6,none,none,none,none,0.0,1.77,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,674.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1945,IRR-MAL-2019-01945,Mali,2019,1.34,semi-commercial,False,868.0,27.5,occasional,6,none,none,none,none,0.0,1.34,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,552.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
1946,IRR-BUR-2021-01946,Burkina Faso,2021,1.2,subsistence,False,582.0,22.9,rare,6,none,none,none,none,0.0,1.2,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,450.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1947,IRR-MAL-2021-01947,Mali,2021,0.82,subsistence,False,645.0,34.8,frequent,3,none,none,none,none,0.0,0.82,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,564.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1948,IRR-TAN-2024-01948,Tanzania,2024,0.72,semi-commercial,False,1406.0,18.1,frequent,2,none,none,none,none,0.0,0.72,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,454.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
1949,IRR-KEN-2023-01949,Kenya,2023,0.89,subsistence,False,978.0,33.6,occasional,6,none,none,none,none,0.0,0.89,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,496.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1950,IRR-ZAM-2025-01950,Zambia,2025,10.4,semi-commercial,False,951.0,31.2,rare,5,none,none,none,none,0.0,10.4,0.0,0.0,0,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,low_burden
1951,IRR-KEN-2018-01951,Kenya,2018,0.75,subsistence,False,1100.0,15.0,rare,5,none,none,none,none,0.0,0.75,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,596.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1952,IRR-NIG-2021-01952,Nigeria,2021,3.08,subsistence,False,898.0,28.1,occasional,2,none,none,none,none,0.0,3.08,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,691.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1953,IRR-ETH-2018-01953,Ethiopia,2018,1.43,commercial,False,1165.0,15.9,rare,5,none,none,none,none,0.0,1.43,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,698.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1954,IRR-MAL-2019-01954,Mali,2019,5.52,semi-commercial,False,1026.0,33.9,rare,3,none,none,none,none,0.0,5.52,0.0,0.0,0,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,False,False,0.0,none,low_burden
1955,IRR-GHA-2019-01955,Ghana,2019,1.17,subsistence,False,576.0,17.3,frequent,4,none,none,none,none,0.0,1.17,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,497.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1956,IRR-ETH-2021-01956,Ethiopia,2021,1.24,semi-commercial,False,984.0,34.4,rare,5,none,none,none,none,0.0,1.24,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,480.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1957,IRR-TAN-2018-01957,Tanzania,2018,1.02,subsistence,False,882.0,27.3,occasional,6,none,none,none,none,0.0,1.02,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,648.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1958,IRR-GHA-2019-01958,Ghana,2019,0.6,subsistence,False,1109.0,31.9,frequent,4,none,none,none,none,0.0,0.6,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,528.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1959,IRR-MAL-2024-01959,Mali,2024,3.39,semi-commercial,False,817.0,20.6,occasional,7,none,none,none,none,0.0,3.39,0.0,0.0,0,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,low_burden
1960,IRR-ETH-2019-01960,Ethiopia,2019,2.04,semi-commercial,False,1185.0,17.7,rare,2,none,none,none,none,0.0,2.04,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,550.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1961,IRR-GHA-2023-01961,Ghana,2023,2.41,commercial,False,1146.0,32.3,occasional,3,none,none,none,none,0.0,2.41,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,625.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
1962,IRR-ZAM-2024-01962,Zambia,2024,1.48,subsistence,False,993.0,27.2,occasional,6,none,none,none,none,0.0,1.48,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,460.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1963,IRR-UGA-2025-01963,Uganda,2025,1.5,subsistence,True,487.0,20.8,occasional,2,surface,river,diesel,government,1.25,0.25,83.5,70.0,2,excellent,1002.0,140.0,True,389.0,False,533.0,631.0,55.2,294.0,1.39,76.6,63.5,26.9,229.0,38.0,weekly,weather_based,vegetables,21.5,1.97,2,6678.0,5330.0,True,False,False,0.0,13.4,good,low,False,False,False,6.2,traditional,low_burden
1964,IRR-NIG-2019-01964,Nigeria,2019,1.09,commercial,False,914.0,15.4,rare,3,none,none,none,none,0.0,1.09,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,644.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1965,IRR-MAL-2022-01965,Mali,2022,2.14,subsistence,False,1025.0,32.0,occasional,4,none,none,none,none,0.0,2.14,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,587.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1966,IRR-MAL-2019-01966,Malawi,2019,1.43,semi-commercial,False,851.0,17.4,frequent,3,none,none,none,none,0.0,1.43,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,496.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1967,IRR-GHA-2019-01967,Ghana,2019,0.92,semi-commercial,False,1032.0,25.6,occasional,2,none,none,none,none,0.0,0.92,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,491.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1968,IRR-TAN-2024-01968,Tanzania,2024,3.02,subsistence,False,1454.0,15.5,frequent,3,none,none,none,none,0.0,3.02,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,567.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
1969,IRR-TAN-2018-01969,Tanzania,2018,1.23,semi-commercial,False,744.0,34.1,frequent,3,none,none,none,none,0.0,1.23,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,588.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1970,IRR-MAL-2020-01970,Mali,2020,1.17,semi-commercial,False,820.0,16.3,frequent,5,none,none,none,none,0.0,1.17,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,602.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1971,IRR-BUR-2023-01971,Burkina Faso,2023,1.62,subsistence,True,937.0,28.8,occasional,4,surface,river,gravity,individual,1.37,0.25,84.4,81.0,10,fair,1093.0,122.0,False,0.0,False,789.0,490.0,57.5,454.0,1.51,73.9,82.2,34.9,0.0,41.0,as_needed,soil_moisture,rice,56.9,2.17,2,10774.0,7888.0,False,True,True,0.0,0.0,poor,low,False,False,False,2.4,traditional,low_burden
1972,IRR-ZAM-2018-01972,Zambia,2018,1.06,semi-commercial,False,1021.0,27.3,frequent,2,none,none,none,none,0.0,1.06,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,555.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1973,IRR-UGA-2018-01973,Uganda,2018,3.64,subsistence,False,664.0,29.3,rare,2,none,none,none,none,0.0,3.64,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,628.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1974,IRR-UGA-2022-01974,Uganda,2022,0.48,commercial,False,848.0,21.4,rare,6,none,none,none,none,0.0,0.48,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,589.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
1975,IRR-KEN-2019-01975,Kenya,2019,1.76,commercial,True,784.0,33.0,occasional,4,flood,reservoir,diesel,shared,0.7,1.07,39.6,36.0,1,poor,279.0,29.0,False,0.0,True,776.0,531.0,47.9,372.0,2.12,72.2,87.4,30.2,197.0,28.0,weekly,soil_moisture,maize,29.0,1.24,1,5417.0,7761.0,False,True,True,0.0,23.9,poor,low,True,False,False,1.1,traditional,low_burden
1976,IRR-ETH-2024-01976,Ethiopia,2024,3.94,subsistence,False,661.0,24.5,occasional,3,none,none,none,none,0.0,3.94,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,615.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1977,IRR-KEN-2020-01977,Kenya,2020,0.76,subsistence,False,723.0,30.3,occasional,3,none,none,none,none,0.0,0.76,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,691.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1978,IRR-BUR-2018-01978,Burkina Faso,2018,0.83,subsistence,False,1224.0,21.8,frequent,3,none,none,none,none,0.0,0.83,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,464.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
1979,IRR-TAN-2019-01979,Tanzania,2019,0.93,subsistence,False,400.0,27.5,frequent,5,none,none,none,none,0.0,0.93,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,604.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1980,IRR-TAN-2023-01980,Tanzania,2023,0.78,subsistence,False,703.0,25.8,occasional,4,none,none,none,none,0.0,0.78,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,518.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1981,IRR-MAL-2025-01981,Malawi,2025,1.01,subsistence,False,400.0,22.7,frequent,4,none,none,none,none,0.0,1.01,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,678.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1982,IRR-TAN-2025-01982,Tanzania,2025,2.84,commercial,False,942.0,31.7,occasional,7,none,none,none,none,0.0,2.84,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,566.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1983,IRR-ETH-2018-01983,Ethiopia,2018,2.27,semi-commercial,False,977.0,17.9,rare,5,none,none,none,none,0.0,2.27,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,592.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1984,IRR-NIG-2018-01984,Nigeria,2018,2.41,subsistence,False,997.0,29.1,occasional,2,none,none,none,none,0.0,2.41,0.0,0.0,0,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,low_burden
1985,IRR-BUR-2021-01985,Burkina Faso,2021,0.4,subsistence,False,606.0,22.2,occasional,2,none,none,none,none,0.0,0.4,0.0,0.0,0,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,low_burden
1986,IRR-BUR-2021-01986,Burkina Faso,2021,1.27,semi-commercial,True,723.0,24.0,rare,5,flood,rainwater_harvesting,diesel,shared,1.26,0.01,98.9,48.0,0,fair,502.0,33.0,False,0.0,True,766.0,400.0,41.6,318.0,2.46,86.8,66.4,23.9,324.0,50.0,as_needed,calendar,maize,26.2,1.54,3,9622.0,7660.0,True,False,True,0.0,4.4,poor,low,True,False,False,3.0,traditional,low_burden
1987,IRR-ZAM-2018-01987,Zambia,2018,1.08,subsistence,False,873.0,21.1,occasional,4,none,none,none,none,0.0,1.08,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,603.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1988,IRR-ZAM-2025-01988,Zambia,2025,1.35,subsistence,True,798.0,26.4,frequent,3,manual,rainwater_harvesting,electric,individual,0.51,0.84,38.0,24.0,1,fair,102.0,9.0,False,0.0,True,727.0,539.0,61.3,446.0,1.37,74.9,69.4,31.8,70.0,41.0,as_needed,visual,cotton,26.6,1.29,2,3722.0,7274.0,False,False,True,0.0,3.9,poor,low,True,False,False,0.6,traditional,low_burden
1989,IRR-BUR-2018-01989,Burkina Faso,2018,0.62,subsistence,False,963.0,22.7,occasional,3,none,none,none,none,0.0,0.62,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,496.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1990,IRR-TAN-2024-01990,Tanzania,2024,0.61,semi-commercial,False,1144.0,16.5,occasional,4,none,none,none,none,0.0,0.61,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,631.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1991,IRR-TAN-2020-01991,Tanzania,2020,1.25,subsistence,False,621.0,22.5,occasional,5,none,none,none,none,0.0,1.25,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,618.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1992,IRR-ETH-2019-01992,Ethiopia,2019,0.45,subsistence,False,1027.0,21.8,occasional,2,none,none,none,none,0.0,0.45,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,403.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1993,IRR-ETH-2025-01993,Ethiopia,2025,3.09,semi-commercial,False,761.0,32.0,occasional,3,none,none,none,none,0.0,3.09,0.0,0.0,0,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,low_burden
1994,IRR-ETH-2023-01994,Ethiopia,2023,3.58,semi-commercial,False,1025.0,24.7,rare,6,none,none,none,none,0.0,3.58,0.0,0.0,0,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,low_burden
1995,IRR-ETH-2024-01995,Ethiopia,2024,1.76,subsistence,False,1138.0,24.0,occasional,7,none,none,none,none,0.0,1.76,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,444.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1996,IRR-MAL-2023-01996,Mali,2023,1.45,semi-commercial,False,587.0,15.6,frequent,7,none,none,none,none,0.0,1.45,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,505.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
1997,IRR-ZAM-2018-01997,Zambia,2018,0.86,commercial,False,981.0,24.3,frequent,6,none,none,none,none,0.0,0.86,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,595.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1998,IRR-NIG-2025-01998,Nigeria,2025,2.84,commercial,False,505.0,15.1,occasional,3,none,none,none,none,0.0,2.84,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,469.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
1999,IRR-NIG-2020-01999,Nigeria,2020,1.58,semi-commercial,True,614.0,18.2,frequent,2,sprinkler,rainwater_harvesting,gravity,government,1.05,0.54,66.2,47.0,7,fair,1571.0,161.0,True,673.0,False,603.0,439.0,73.9,446.0,1.57,84.9,79.8,50.1,0.0,21.0,weekly,calendar,fruits,35.8,2.2,2,6319.0,6032.0,False,True,False,0.0,0.0,poor,medium,False,True,False,5.5,modern,low_burden
2000,IRR-KEN-2025-02000,Kenya,2025,1.69,semi-commercial,False,1031.0,24.5,occasional,2,none,none,none,none,0.0,1.69,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,613.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2001,IRR-GHA-2022-02001,Ghana,2022,3.09,commercial,True,1097.0,20.1,occasional,2,flood,reservoir,electric,individual,1.0,2.09,32.3,48.0,19,good,399.0,29.0,False,0.0,True,492.0,682.0,47.8,235.0,1.53,94.5,73.9,33.4,85.0,40.0,weekly,soil_moisture,vegetables,30.7,1.49,3,4912.0,4921.0,False,False,False,0.0,17.7,good,low,True,False,True,0.8,traditional,low_burden
2002,IRR-ZAM-2025-02002,Zambia,2025,1.14,subsistence,False,1066.0,34.6,rare,7,none,none,none,none,0.0,1.14,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,620.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2003,IRR-GHA-2022-02003,Ghana,2022,0.54,semi-commercial,True,885.0,20.5,frequent,3,flood,reservoir,gravity,individual,0.26,0.28,48.2,12.0,18,fair,103.0,9.0,False,0.0,False,697.0,466.0,39.2,273.0,1.22,92.6,76.3,27.7,0.0,10.0,weekly,calendar,fruits,20.4,1.35,1,1799.0,6968.0,True,False,False,0.0,0.0,poor,low,True,True,False,1.9,traditional,low_burden
2004,IRR-ZAM-2019-02004,Zambia,2019,1.01,subsistence,False,720.0,28.8,frequent,5,none,none,none,none,0.0,1.01,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,418.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2005,IRR-MAL-2018-02005,Mali,2018,1.89,semi-commercial,True,837.0,20.2,frequent,6,flood,groundwater,wind,individual,1.48,0.42,77.9,80.0,4,good,591.0,34.0,False,0.0,False,576.0,603.0,47.4,273.0,1.26,91.8,87.5,38.1,0.0,59.0,biweekly,visual,sugarcane,23.5,2.5,2,8500.0,5756.0,False,False,True,61.8,0.0,good,low,False,False,True,2.7,traditional,low_burden
2006,IRR-NIG-2018-02006,Nigeria,2018,0.96,semi-commercial,False,1701.0,34.5,occasional,2,none,none,none,none,0.0,0.96,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,666.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2007,IRR-MAL-2019-02007,Mali,2019,1.05,semi-commercial,False,1015.0,15.2,rare,3,none,none,none,none,0.0,1.05,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,585.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2008,IRR-BUR-2021-02008,Burkina Faso,2021,0.95,subsistence,False,422.0,26.2,occasional,3,none,none,none,none,0.0,0.95,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,580.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2009,IRR-TAN-2020-02009,Tanzania,2020,1.48,subsistence,False,806.0,28.8,frequent,3,none,none,none,none,0.0,1.48,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,612.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2010,IRR-TAN-2020-02010,Tanzania,2020,1.0,semi-commercial,False,734.0,23.3,occasional,6,none,none,none,none,0.0,1.0,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,624.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2011,IRR-MAL-2023-02011,Malawi,2023,0.84,subsistence,False,1077.0,34.4,frequent,3,none,none,none,none,0.0,0.84,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,433.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2012,IRR-BUR-2024-02012,Burkina Faso,2024,0.71,semi-commercial,True,907.0,15.6,rare,4,surface,rainwater_harvesting,solar,individual,0.4,0.31,56.1,23.0,13,fair,319.0,44.0,False,0.0,True,506.0,578.0,59.9,303.0,1.01,76.6,87.5,40.1,0.0,12.0,weekly,visual,fruits,59.9,1.33,2,2018.0,5062.0,False,False,False,0.0,3.0,poor,low,True,False,False,1.5,traditional,low_burden
2013,IRR-GHA-2022-02013,Ghana,2022,0.61,semi-commercial,False,601.0,33.5,frequent,3,none,none,none,none,0.0,0.61,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,691.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2014,IRR-ZAM-2023-02014,Zambia,2023,0.51,subsistence,False,521.0,29.7,occasional,7,none,none,none,none,0.0,0.51,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,537.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2015,IRR-MAL-2019-02015,Mali,2019,3.82,subsistence,False,984.0,25.6,occasional,7,none,none,none,none,0.0,3.82,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,479.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2016,IRR-MAL-2020-02016,Malawi,2020,1.05,semi-commercial,False,1247.0,23.4,occasional,5,none,none,none,none,0.0,1.05,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,685.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
2017,IRR-KEN-2018-02017,Kenya,2018,1.84,subsistence,False,963.0,17.1,rare,2,none,none,none,none,0.0,1.84,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,536.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2018,IRR-TAN-2018-02018,Tanzania,2018,1.56,semi-commercial,False,1384.0,27.6,occasional,3,none,none,none,none,0.0,1.56,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,491.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2019,IRR-GHA-2023-02019,Ghana,2023,1.49,subsistence,False,1002.0,19.8,occasional,6,none,none,none,none,0.0,1.49,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,632.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2020,IRR-MAL-2022-02020,Mali,2022,2.28,semi-commercial,False,734.0,17.1,rare,3,none,none,none,none,0.0,2.28,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,653.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2021,IRR-TAN-2019-02021,Tanzania,2019,0.59,semi-commercial,False,1240.0,20.2,frequent,3,none,none,none,none,0.0,0.59,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,476.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2022,IRR-NIG-2020-02022,Nigeria,2020,0.59,semi-commercial,False,921.0,34.3,frequent,5,none,none,none,none,0.0,0.59,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,638.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2023,IRR-MAL-2025-02023,Malawi,2025,2.44,subsistence,False,887.0,33.2,occasional,2,none,none,none,none,0.0,2.44,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,630.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2024,IRR-GHA-2025-02024,Ghana,2025,1.4,semi-commercial,True,796.0,16.3,occasional,4,surface,river,solar,cooperative,1.04,0.35,74.6,37.0,15,good,834.0,85.0,False,0.0,False,695.0,629.0,51.1,356.0,2.23,94.1,74.2,35.7,0.0,31.0,biweekly,visual,vegetables,34.2,1.81,1,7251.0,6953.0,False,True,True,0.0,12.1,good,low,True,False,False,3.5,traditional,low_burden
2025,IRR-BUR-2025-02025,Burkina Faso,2025,1.07,semi-commercial,False,1122.0,27.6,occasional,3,none,none,none,none,0.0,1.07,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,407.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2026,IRR-MAL-2020-02026,Mali,2020,2.57,commercial,False,970.0,31.6,frequent,7,none,none,none,none,0.0,2.57,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,562.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2027,IRR-TAN-2024-02027,Tanzania,2024,0.31,subsistence,False,699.0,29.7,rare,6,none,none,none,none,0.0,0.31,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,552.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2028,IRR-TAN-2024-02028,Tanzania,2024,2.04,commercial,False,577.0,22.2,occasional,6,none,none,none,none,0.0,2.04,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,508.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2029,IRR-GHA-2024-02029,Ghana,2024,0.88,subsistence,False,1325.0,28.3,rare,4,none,none,none,none,0.0,0.88,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,568.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2030,IRR-NIG-2020-02030,Nigeria,2020,2.08,subsistence,False,719.0,19.8,occasional,3,none,none,none,none,0.0,2.08,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,474.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2031,IRR-TAN-2020-02031,Tanzania,2020,1.44,subsistence,False,790.0,16.3,frequent,3,none,none,none,none,0.0,1.44,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,663.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
2032,IRR-GHA-2024-02032,Ghana,2024,3.02,semi-commercial,False,1248.0,16.5,rare,7,none,none,none,none,0.0,3.02,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,488.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2033,IRR-MAL-2023-02033,Mali,2023,1.34,subsistence,False,1219.0,19.1,rare,3,none,none,none,none,0.0,1.34,0.0,0.0,0,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,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
2034,IRR-UGA-2024-02034,Uganda,2024,0.41,subsistence,False,997.0,29.8,occasional,6,none,none,none,none,0.0,0.41,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,508.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
2035,IRR-MAL-2022-02035,Mali,2022,2.21,subsistence,False,1067.0,15.3,occasional,4,none,none,none,none,0.0,2.21,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,452.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
2036,IRR-MAL-2024-02036,Malawi,2024,0.75,subsistence,False,1132.0,19.1,occasional,2,none,none,none,none,0.0,0.75,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,456.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2037,IRR-MAL-2020-02037,Mali,2020,2.93,subsistence,False,1414.0,17.2,occasional,2,none,none,none,none,0.0,2.93,0.0,0.0,0,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,low_burden
2038,IRR-MAL-2019-02038,Malawi,2019,1.0,semi-commercial,False,1055.0,25.9,frequent,3,none,none,none,none,0.0,1.0,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,447.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2039,IRR-KEN-2020-02039,Kenya,2020,1.89,semi-commercial,False,794.0,33.8,occasional,4,none,none,none,none,0.0,1.89,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,656.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2040,IRR-MAL-2020-02040,Malawi,2020,1.9,commercial,False,1132.0,19.4,frequent,4,none,none,none,none,0.0,1.9,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,587.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2041,IRR-GHA-2018-02041,Ghana,2018,0.99,semi-commercial,False,941.0,17.5,occasional,5,none,none,none,none,0.0,0.99,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,435.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2042,IRR-GHA-2025-02042,Ghana,2025,2.66,semi-commercial,False,1051.0,30.2,occasional,7,none,none,none,none,0.0,2.66,0.0,0.0,0,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,False,False,0.0,none,low_burden
2043,IRR-BUR-2022-02043,Burkina Faso,2022,0.82,subsistence,False,1251.0,31.1,rare,4,none,none,none,none,0.0,0.82,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,528.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2044,IRR-ZAM-2021-02044,Zambia,2021,1.22,semi-commercial,True,790.0,23.5,occasional,5,sprinkler,rainwater_harvesting,manual,government,0.96,0.26,79.0,31.0,4,good,1441.0,100.0,False,0.0,False,649.0,448.0,82.1,533.0,1.13,71.3,85.3,49.9,0.0,19.0,weekly,visual,rice,41.9,2.46,1,6232.0,6488.0,False,True,False,0.0,0.0,good,medium,False,False,False,5.7,modern,low_burden
2045,IRR-ZAM-2023-02045,Zambia,2023,0.66,subsistence,False,742.0,25.1,rare,7,none,none,none,none,0.0,0.66,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,512.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2046,IRR-UGA-2020-02046,Uganda,2020,0.92,semi-commercial,False,696.0,15.3,frequent,3,none,none,none,none,0.0,0.92,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,555.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
2047,IRR-MAL-2023-02047,Malawi,2023,0.54,subsistence,False,1272.0,32.2,occasional,6,none,none,none,none,0.0,0.54,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,445.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2048,IRR-MAL-2024-02048,Mali,2024,2.4,commercial,False,773.0,27.7,occasional,4,none,none,none,none,0.0,2.4,0.0,0.0,0,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,low_burden
2049,IRR-TAN-2024-02049,Tanzania,2024,1.21,semi-commercial,False,760.0,17.9,occasional,7,none,none,none,none,0.0,1.21,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,660.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2050,IRR-NIG-2023-02050,Nigeria,2023,1.63,subsistence,False,1221.0,29.3,frequent,4,none,none,none,none,0.0,1.63,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,522.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
2051,IRR-NIG-2018-02051,Nigeria,2018,0.44,subsistence,True,1226.0,18.3,occasional,7,flood,groundwater,gravity,individual,0.16,0.28,36.8,6.0,11,excellent,64.0,6.0,False,0.0,False,670.0,635.0,40.9,274.0,0.98,74.6,89.5,27.3,0.0,6.0,weekly,calendar,horticulture,23.0,2.23,1,1075.0,6702.0,True,False,False,40.5,0.0,good,low,False,False,True,1.3,traditional,low_burden
2052,IRR-UGA-2024-02052,Uganda,2024,0.66,semi-commercial,False,1006.0,25.4,frequent,6,none,none,none,none,0.0,0.66,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,496.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
2053,IRR-BUR-2021-02053,Burkina Faso,2021,1.61,subsistence,False,605.0,16.0,rare,5,none,none,none,none,0.0,1.61,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,490.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2054,IRR-MAL-2024-02054,Malawi,2024,0.45,subsistence,False,1082.0,29.3,frequent,6,none,none,none,none,0.0,0.45,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,543.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2055,IRR-GHA-2020-02055,Ghana,2020,3.65,subsistence,False,420.0,15.5,rare,4,none,none,none,none,0.0,3.65,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,562.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2056,IRR-ETH-2023-02056,Ethiopia,2023,1.84,semi-commercial,False,1298.0,28.0,occasional,5,none,none,none,none,0.0,1.84,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,548.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2057,IRR-BUR-2023-02057,Burkina Faso,2023,2.51,semi-commercial,False,1226.0,34.3,occasional,4,none,none,none,none,0.0,2.51,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,685.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2058,IRR-GHA-2024-02058,Ghana,2024,2.87,semi-commercial,False,736.0,30.5,frequent,5,none,none,none,none,0.0,2.87,0.0,0.0,0,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,low_burden
2059,IRR-ZAM-2024-02059,Zambia,2024,1.22,subsistence,False,781.0,24.4,occasional,7,none,none,none,none,0.0,1.22,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,606.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2060,IRR-BUR-2020-02060,Burkina Faso,2020,2.01,semi-commercial,False,847.0,33.3,occasional,3,none,none,none,none,0.0,2.01,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,620.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2061,IRR-UGA-2025-02061,Uganda,2025,0.38,semi-commercial,False,1359.0,26.6,occasional,2,none,none,none,none,0.0,0.38,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,504.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2062,IRR-BUR-2022-02062,Burkina Faso,2022,1.33,commercial,False,1133.0,15.5,occasional,2,none,none,none,none,0.0,1.33,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,416.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2063,IRR-BUR-2023-02063,Burkina Faso,2023,2.4,subsistence,False,1357.0,34.3,occasional,6,none,none,none,none,0.0,2.4,0.0,0.0,0,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,low_burden
2064,IRR-TAN-2022-02064,Tanzania,2022,2.12,subsistence,True,714.0,19.1,frequent,5,sprinkler,rainwater_harvesting,solar,shared,0.9,1.21,42.7,54.0,10,fair,1355.0,184.0,False,0.0,True,680.0,551.0,63.9,435.0,1.93,72.5,88.8,41.2,0.0,18.0,weekly,visual,maize,42.1,1.85,2,6139.0,6799.0,False,False,False,0.0,12.8,poor,medium,True,True,False,3.0,modern,low_burden
2065,IRR-UGA-2018-02065,Uganda,2018,7.3,semi-commercial,False,887.0,15.9,occasional,5,none,none,none,none,0.0,7.3,0.0,0.0,0,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,low_burden
2066,IRR-UGA-2021-02066,Uganda,2021,4.04,commercial,False,1086.0,31.2,occasional,6,none,none,none,none,0.0,4.04,0.0,0.0,0,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,low_burden
2067,IRR-BUR-2023-02067,Burkina Faso,2023,1.16,semi-commercial,False,447.0,31.3,frequent,2,none,none,none,none,0.0,1.16,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,509.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2068,IRR-TAN-2024-02068,Tanzania,2024,1.08,semi-commercial,False,541.0,24.0,occasional,7,none,none,none,none,0.0,1.08,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,619.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2069,IRR-BUR-2024-02069,Burkina Faso,2024,0.92,subsistence,False,995.0,28.7,rare,7,none,none,none,none,0.0,0.92,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,493.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2070,IRR-ZAM-2022-02070,Zambia,2022,0.49,subsistence,False,753.0,26.7,rare,4,none,none,none,none,0.0,0.49,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,636.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2071,IRR-NIG-2022-02071,Nigeria,2022,1.73,subsistence,False,1173.0,29.2,occasional,2,none,none,none,none,0.0,1.73,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,539.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2072,IRR-MAL-2024-02072,Mali,2024,4.6,subsistence,False,602.0,30.7,frequent,7,none,none,none,none,0.0,4.6,0.0,0.0,0,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,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,low_burden
2073,IRR-UGA-2020-02073,Uganda,2020,0.38,subsistence,False,812.0,16.8,frequent,2,none,none,none,none,0.0,0.38,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,467.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2074,IRR-GHA-2020-02074,Ghana,2020,1.77,subsistence,False,697.0,23.7,occasional,2,none,none,none,none,0.0,1.77,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,621.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2075,IRR-MAL-2025-02075,Malawi,2025,4.37,subsistence,True,976.0,31.6,occasional,7,surface,lake,solar,individual,4.05,0.32,92.8,209.0,2,good,3240.0,313.0,True,1126.0,False,636.0,501.0,60.5,385.0,2.13,86.0,80.6,42.0,0.0,122.0,as_needed,visual,fruits,20.9,2.22,1,25773.0,6363.0,False,False,False,0.0,7.3,good,low,True,False,False,7.1,traditional,low_burden
2076,IRR-KEN-2023-02076,Kenya,2023,2.97,semi-commercial,False,853.0,34.8,frequent,5,none,none,none,none,0.0,2.97,0.0,0.0,0,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,low_burden
2077,IRR-MAL-2024-02077,Mali,2024,1.49,subsistence,False,1056.0,19.5,frequent,3,none,none,none,none,0.0,1.49,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,687.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2078,IRR-GHA-2020-02078,Ghana,2020,0.86,commercial,False,1239.0,28.5,frequent,2,none,none,none,none,0.0,0.86,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,531.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
2079,IRR-UGA-2018-02079,Uganda,2018,1.04,semi-commercial,False,960.0,21.9,occasional,6,none,none,none,none,0.0,1.04,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,698.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2080,IRR-MAL-2024-02080,Malawi,2024,1.05,semi-commercial,False,731.0,32.1,occasional,7,none,none,none,none,0.0,1.05,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,496.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2081,IRR-NIG-2025-02081,Nigeria,2025,0.88,subsistence,False,1236.0,21.7,occasional,4,none,none,none,none,0.0,0.88,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,559.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2082,IRR-MAL-2023-02082,Mali,2023,0.86,subsistence,True,1042.0,18.1,frequent,2,sprinkler,rainwater_harvesting,electric,individual,0.64,0.21,75.3,38.0,18,good,966.0,117.0,False,0.0,False,467.0,475.0,75.6,353.0,2.09,87.9,88.3,58.7,39.0,13.0,weekly,visual,maize,52.7,1.28,1,3012.0,4674.0,False,False,False,0.0,25.0,good,medium,False,True,False,4.3,modern,low_burden
2083,IRR-TAN-2019-02083,Tanzania,2019,2.67,semi-commercial,False,687.0,19.5,frequent,2,none,none,none,none,0.0,2.67,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,666.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
2084,IRR-KEN-2019-02084,Kenya,2019,1.03,subsistence,False,533.0,22.2,occasional,7,none,none,none,none,0.0,1.03,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,531.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2085,IRR-ETH-2020-02085,Ethiopia,2020,2.39,semi-commercial,False,400.0,29.2,occasional,6,none,none,none,none,0.0,2.39,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,645.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
2086,IRR-MAL-2023-02086,Malawi,2023,0.65,semi-commercial,True,1036.0,28.2,rare,2,sprinkler,rainwater_harvesting,solar,government,0.56,0.09,86.6,27.0,6,excellent,846.0,111.0,False,0.0,True,421.0,674.0,78.3,330.0,0.94,85.9,87.6,58.9,0.0,11.0,as_needed,calendar,rice,26.9,2.08,2,2374.0,4209.0,False,True,False,0.0,13.6,good,medium,False,False,False,9.7,modern,low_burden
2087,IRR-TAN-2020-02087,Tanzania,2020,1.83,subsistence,False,1144.0,22.1,occasional,3,none,none,none,none,0.0,1.83,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,521.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2088,IRR-TAN-2021-02088,Tanzania,2021,1.8,subsistence,False,674.0,24.2,occasional,2,none,none,none,none,0.0,1.8,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,565.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2089,IRR-ZAM-2020-02089,Zambia,2020,0.43,subsistence,True,897.0,35.0,frequent,3,sprinkler,river,gravity,individual,0.14,0.3,31.6,6.0,10,good,205.0,24.0,False,0.0,False,663.0,568.0,64.0,424.0,0.84,92.0,65.6,38.6,0.0,3.0,weekly,visual,sugarcane,29.2,1.83,1,907.0,6630.0,False,False,False,0.0,0.0,good,medium,False,True,False,3.2,modern,low_burden
2090,IRR-TAN-2020-02090,Tanzania,2020,2.09,semi-commercial,False,797.0,15.6,rare,2,none,none,none,none,0.0,2.09,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,424.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2091,IRR-TAN-2024-02091,Tanzania,2024,3.61,subsistence,False,800.0,31.0,frequent,6,none,none,none,none,0.0,3.61,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,519.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
2092,IRR-TAN-2019-02092,Tanzania,2019,1.08,subsistence,False,711.0,21.6,frequent,7,none,none,none,none,0.0,1.08,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,422.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2093,IRR-TAN-2019-02093,Tanzania,2019,2.3,commercial,False,1068.0,32.2,occasional,6,none,none,none,none,0.0,2.3,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,553.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2094,IRR-ETH-2024-02094,Ethiopia,2024,6.09,subsistence,False,773.0,26.0,occasional,6,none,none,none,none,0.0,6.09,0.0,0.0,0,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,False,False,0.0,none,low_burden
2095,IRR-KEN-2024-02095,Kenya,2024,1.46,subsistence,False,863.0,17.3,rare,3,none,none,none,none,0.0,1.46,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,639.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2096,IRR-ZAM-2022-02096,Zambia,2022,1.35,semi-commercial,False,1331.0,22.1,rare,7,none,none,none,none,0.0,1.35,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,476.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
2097,IRR-ZAM-2025-02097,Zambia,2025,1.3,semi-commercial,True,874.0,31.7,occasional,3,surface,river,diesel,cooperative,0.49,0.81,37.6,28.0,9,fair,390.0,42.0,False,0.0,False,789.0,665.0,49.8,393.0,2.42,81.1,64.6,26.1,68.0,15.0,biweekly,weather_based,vegetables,37.8,1.95,1,3851.0,7891.0,False,True,False,0.0,15.5,poor,low,False,False,False,1.6,traditional,low_burden
2098,IRR-KEN-2023-02098,Kenya,2023,3.49,subsistence,True,1155.0,26.2,occasional,2,flood,river,diesel,individual,2.9,0.59,83.2,159.0,11,good,1160.0,128.0,False,0.0,False,448.0,543.0,48.8,219.0,1.26,89.7,61.3,26.8,490.0,116.0,biweekly,soil_moisture,sugarcane,43.7,2.33,2,12983.0,4476.0,False,False,False,0.0,16.1,good,low,True,False,False,1.5,traditional,low_burden
2099,IRR-BUR-2018-02099,Burkina Faso,2018,0.8,semi-commercial,False,530.0,28.4,rare,6,none,none,none,none,0.0,0.8,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,649.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
2100,IRR-MAL-2019-02100,Malawi,2019,3.47,subsistence,False,813.0,23.3,frequent,4,none,none,none,none,0.0,3.47,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,456.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2101,IRR-MAL-2024-02101,Malawi,2024,2.91,semi-commercial,False,656.0,28.2,frequent,2,none,none,none,none,0.0,2.91,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,671.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2102,IRR-UGA-2023-02102,Uganda,2023,2.0,commercial,False,1147.0,23.0,rare,6,none,none,none,none,0.0,2.0,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,449.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2103,IRR-ZAM-2020-02103,Zambia,2020,0.33,semi-commercial,False,1270.0,17.3,occasional,5,none,none,none,none,0.0,0.33,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,623.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2104,IRR-MAL-2025-02104,Malawi,2025,0.97,semi-commercial,False,1016.0,33.7,frequent,7,none,none,none,none,0.0,0.97,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,649.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2105,IRR-TAN-2025-02105,Tanzania,2025,4.45,subsistence,False,1341.0,30.5,occasional,2,none,none,none,none,0.0,4.45,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,699.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2106,IRR-ETH-2022-02106,Ethiopia,2022,0.52,subsistence,False,881.0,34.1,occasional,2,none,none,none,none,0.0,0.52,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,512.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2107,IRR-KEN-2023-02107,Kenya,2023,1.32,semi-commercial,False,623.0,26.7,frequent,3,none,none,none,none,0.0,1.32,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,645.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2108,IRR-NIG-2018-02108,Nigeria,2018,1.05,subsistence,False,748.0,30.9,frequent,2,none,none,none,none,0.0,1.05,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,514.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2109,IRR-MAL-2025-02109,Malawi,2025,2.95,semi-commercial,False,824.0,21.7,frequent,7,none,none,none,none,0.0,2.95,0.0,0.0,0,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,True,False,0.0,none,low_burden
2110,IRR-ZAM-2025-02110,Zambia,2025,0.78,semi-commercial,False,1114.0,21.6,occasional,3,none,none,none,none,0.0,0.78,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,504.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2111,IRR-GHA-2020-02111,Ghana,2020,1.81,commercial,True,822.0,26.8,occasional,6,manual,river,electric,government,1.32,0.48,73.2,63.0,12,poor,265.0,22.0,False,0.0,False,379.0,439.0,63.3,240.0,2.26,75.8,73.7,35.4,144.0,106.0,daily,soil_moisture,rice,36.8,2.32,2,5016.0,3786.0,False,False,False,0.0,9.2,poor,low,False,False,False,0.8,traditional,low_burden
2112,IRR-GHA-2020-02112,Ghana,2020,0.33,semi-commercial,False,929.0,23.6,occasional,7,none,none,none,none,0.0,0.33,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,662.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2113,IRR-UGA-2024-02113,Uganda,2024,1.3,semi-commercial,False,1296.0,16.1,rare,7,none,none,none,none,0.0,1.3,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,424.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2114,IRR-MAL-2024-02114,Mali,2024,1.9,semi-commercial,False,1280.0,22.7,frequent,4,none,none,none,none,0.0,1.9,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,697.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
2115,IRR-ETH-2018-02115,Ethiopia,2018,0.82,subsistence,False,400.0,32.4,occasional,4,none,none,none,none,0.0,0.82,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,452.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2116,IRR-ETH-2021-02116,Ethiopia,2021,1.77,subsistence,True,601.0,20.2,rare,4,center_pivot,reservoir,electric,cooperative,0.63,1.15,35.3,35.0,7,good,3126.0,163.0,False,0.0,True,481.0,418.0,71.3,343.0,2.06,80.1,60.2,34.4,72.0,6.0,biweekly,weather_based,fruits,26.2,2.31,2,3009.0,4812.0,False,True,False,0.0,6.6,good,high,True,False,True,13.5,traditional,low_burden
2117,IRR-MAL-2025-02117,Malawi,2025,0.41,semi-commercial,False,621.0,27.5,frequent,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,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,low_burden
2118,IRR-GHA-2021-02118,Ghana,2021,1.93,subsistence,False,692.0,20.4,occasional,2,none,none,none,none,0.0,1.93,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,534.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2119,IRR-ETH-2024-02119,Ethiopia,2024,0.75,semi-commercial,False,861.0,26.5,rare,5,none,none,none,none,0.0,0.75,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,584.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2120,IRR-MAL-2019-02120,Malawi,2019,2.5,subsistence,False,663.0,19.9,rare,3,none,none,none,none,0.0,2.5,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,481.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
2121,IRR-TAN-2022-02121,Tanzania,2022,0.38,semi-commercial,False,838.0,25.9,occasional,2,none,none,none,none,0.0,0.38,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,452.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2122,IRR-ETH-2018-02122,Ethiopia,2018,1.79,semi-commercial,False,1010.0,16.5,occasional,3,none,none,none,none,0.0,1.79,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,562.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
2123,IRR-ZAM-2022-02123,Zambia,2022,3.8,subsistence,False,1139.0,22.5,occasional,7,none,none,none,none,0.0,3.8,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,627.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2124,IRR-BUR-2025-02124,Burkina Faso,2025,0.39,semi-commercial,False,565.0,15.4,frequent,5,none,none,none,none,0.0,0.39,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,424.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2125,IRR-ETH-2019-02125,Ethiopia,2019,0.4,subsistence,False,1204.0,18.7,rare,7,none,none,none,none,0.0,0.4,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,593.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2126,IRR-NIG-2025-02126,Nigeria,2025,0.87,subsistence,False,842.0,22.6,occasional,6,none,none,none,none,0.0,0.87,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,644.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2127,IRR-TAN-2021-02127,Tanzania,2021,1.98,subsistence,False,797.0,26.7,occasional,7,none,none,none,none,0.0,1.98,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,538.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2128,IRR-KEN-2019-02128,Kenya,2019,0.9,semi-commercial,False,1093.0,27.7,occasional,4,none,none,none,none,0.0,0.9,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,402.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2129,IRR-MAL-2018-02129,Mali,2018,2.2,subsistence,False,1066.0,34.5,rare,7,none,none,none,none,0.0,2.2,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,667.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
2130,IRR-TAN-2022-02130,Tanzania,2022,3.55,semi-commercial,False,703.0,35.0,occasional,3,none,none,none,none,0.0,3.55,0.0,0.0,0,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,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
2131,IRR-TAN-2023-02131,Tanzania,2023,1.06,subsistence,False,818.0,33.9,frequent,4,none,none,none,none,0.0,1.06,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,571.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2132,IRR-GHA-2024-02132,Ghana,2024,3.61,semi-commercial,False,731.0,33.0,frequent,5,none,none,none,none,0.0,3.61,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,644.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
2133,IRR-ETH-2021-02133,Ethiopia,2021,0.78,commercial,False,804.0,18.0,occasional,6,none,none,none,none,0.0,0.78,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,550.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2134,IRR-ZAM-2025-02134,Zambia,2025,0.48,subsistence,False,687.0,33.6,frequent,6,none,none,none,none,0.0,0.48,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,535.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
2135,IRR-KEN-2024-02135,Kenya,2024,3.21,semi-commercial,False,972.0,15.8,occasional,4,none,none,none,none,0.0,3.21,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,695.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2136,IRR-ZAM-2021-02136,Zambia,2021,5.87,semi-commercial,False,1500.0,32.2,occasional,4,none,none,none,none,0.0,5.87,0.0,0.0,0,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,low_burden
2137,IRR-BUR-2019-02137,Burkina Faso,2019,2.35,subsistence,False,716.0,30.9,occasional,5,none,none,none,none,0.0,2.35,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,698.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2138,IRR-KEN-2024-02138,Kenya,2024,0.82,subsistence,False,788.0,24.6,rare,2,none,none,none,none,0.0,0.82,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,607.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
2139,IRR-TAN-2019-02139,Tanzania,2019,2.02,subsistence,False,625.0,33.2,occasional,7,none,none,none,none,0.0,2.02,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,682.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2140,IRR-NIG-2024-02140,Nigeria,2024,1.28,subsistence,False,827.0,18.8,rare,7,none,none,none,none,0.0,1.28,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,541.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2141,IRR-ZAM-2024-02141,Zambia,2024,1.09,subsistence,True,959.0,30.7,occasional,2,drip,groundwater,manual,cooperative,0.49,0.6,45.3,21.0,8,fair,1232.0,75.0,False,0.0,False,594.0,572.0,80.1,475.0,2.5,72.3,95.0,55.0,0.0,7.0,weekly,visual,cotton,24.5,2.11,2,2926.0,5937.0,False,False,True,64.2,0.0,poor,high,False,False,False,9.2,modern,low_burden
2142,IRR-KEN-2022-02142,Kenya,2022,0.38,subsistence,False,400.0,34.4,occasional,6,none,none,none,none,0.0,0.38,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,420.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2143,IRR-KEN-2024-02143,Kenya,2024,1.09,subsistence,False,839.0,23.8,occasional,5,none,none,none,none,0.0,1.09,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,438.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2144,IRR-KEN-2018-02144,Kenya,2018,5.32,commercial,False,960.0,17.7,rare,3,none,none,none,none,0.0,5.32,0.0,0.0,0,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,False,False,0.0,none,low_burden
2145,IRR-MAL-2023-02145,Mali,2023,0.99,semi-commercial,False,932.0,23.6,occasional,2,none,none,none,none,0.0,0.99,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,512.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2146,IRR-TAN-2023-02146,Tanzania,2023,0.62,subsistence,False,1014.0,24.1,frequent,2,none,none,none,none,0.0,0.62,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,676.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2147,IRR-ETH-2022-02147,Ethiopia,2022,1.07,subsistence,False,966.0,33.2,occasional,6,none,none,none,none,0.0,1.07,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,536.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2148,IRR-GHA-2021-02148,Ghana,2021,0.91,commercial,False,870.0,24.0,rare,7,none,none,none,none,0.0,0.91,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,694.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2149,IRR-GHA-2020-02149,Ghana,2020,3.72,subsistence,False,612.0,15.3,occasional,5,none,none,none,none,0.0,3.72,0.0,0.0,0,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,low_burden
2150,IRR-NIG-2020-02150,Nigeria,2020,1.85,semi-commercial,False,1240.0,31.4,rare,3,none,none,none,none,0.0,1.85,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,583.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2151,IRR-MAL-2018-02151,Malawi,2018,0.63,subsistence,False,688.0,15.1,occasional,7,none,none,none,none,0.0,0.63,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,561.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2152,IRR-KEN-2020-02152,Kenya,2020,1.96,subsistence,False,813.0,21.7,rare,3,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,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
2153,IRR-NIG-2025-02153,Nigeria,2025,1.24,semi-commercial,True,687.0,19.9,frequent,4,sprinkler,groundwater,solar,shared,1.07,0.16,86.8,45.0,14,fair,1610.0,198.0,False,0.0,False,796.0,585.0,73.0,581.0,1.03,94.7,80.5,55.6,0.0,21.0,daily,calendar,rice,42.4,1.48,2,8549.0,7963.0,False,True,False,76.2,8.1,poor,medium,False,True,False,6.1,modern,low_burden
2154,IRR-NIG-2022-02154,Nigeria,2022,0.66,semi-commercial,False,1174.0,15.5,rare,3,none,none,none,none,0.0,0.66,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,478.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2155,IRR-MAL-2018-02155,Mali,2018,2.13,subsistence,False,1087.0,31.5,rare,7,none,none,none,none,0.0,2.13,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,416.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2156,IRR-ZAM-2022-02156,Zambia,2022,1.43,semi-commercial,False,1038.0,18.9,frequent,4,none,none,none,none,0.0,1.43,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,450.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2157,IRR-BUR-2022-02157,Burkina Faso,2022,2.15,subsistence,False,1164.0,34.6,occasional,7,none,none,none,none,0.0,2.15,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,462.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2158,IRR-BUR-2020-02158,Burkina Faso,2020,2.33,subsistence,False,1117.0,32.0,frequent,5,none,none,none,none,0.0,2.33,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,606.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2159,IRR-NIG-2022-02159,Nigeria,2022,1.57,semi-commercial,False,926.0,28.2,occasional,5,none,none,none,none,0.0,1.57,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,505.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2160,IRR-MAL-2020-02160,Malawi,2020,2.32,semi-commercial,False,718.0,34.9,occasional,3,none,none,none,none,0.0,2.32,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,506.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
2161,IRR-ZAM-2023-02161,Zambia,2023,0.83,semi-commercial,False,818.0,32.2,occasional,2,none,none,none,none,0.0,0.83,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,450.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2162,IRR-ZAM-2023-02162,Zambia,2023,1.01,subsistence,False,1008.0,17.5,frequent,7,none,none,none,none,0.0,1.01,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,537.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2163,IRR-TAN-2024-02163,Tanzania,2024,1.99,subsistence,False,518.0,20.2,frequent,3,none,none,none,none,0.0,1.99,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,699.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
2164,IRR-UGA-2018-02164,Uganda,2018,1.8,subsistence,False,1199.0,32.4,rare,7,none,none,none,none,0.0,1.8,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,585.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2165,IRR-NIG-2020-02165,Nigeria,2020,1.12,semi-commercial,False,1426.0,31.1,frequent,7,none,none,none,none,0.0,1.12,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,655.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2166,IRR-GHA-2019-02166,Ghana,2019,0.85,commercial,False,944.0,27.1,frequent,3,none,none,none,none,0.0,0.85,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,585.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2167,IRR-GHA-2018-02167,Ghana,2018,0.9,subsistence,False,1081.0,31.4,rare,6,none,none,none,none,0.0,0.9,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,658.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
2168,IRR-MAL-2024-02168,Mali,2024,0.91,semi-commercial,False,1019.0,33.2,occasional,3,none,none,none,none,0.0,0.91,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,525.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2169,IRR-MAL-2018-02169,Malawi,2018,2.81,semi-commercial,False,1149.0,20.0,rare,4,none,none,none,none,0.0,2.81,0.0,0.0,0,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,low_burden
2170,IRR-BUR-2023-02170,Burkina Faso,2023,1.59,semi-commercial,False,1261.0,34.1,occasional,2,none,none,none,none,0.0,1.59,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,643.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2171,IRR-KEN-2020-02171,Kenya,2020,1.4,semi-commercial,False,1132.0,20.4,occasional,7,none,none,none,none,0.0,1.4,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,461.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2172,IRR-KEN-2018-02172,Kenya,2018,5.09,subsistence,False,1267.0,33.9,rare,2,none,none,none,none,0.0,5.09,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,469.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
2173,IRR-KEN-2019-02173,Kenya,2019,0.51,subsistence,False,857.0,30.0,occasional,6,none,none,none,none,0.0,0.51,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,521.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2174,IRR-UGA-2023-02174,Uganda,2023,3.15,subsistence,False,400.0,32.6,frequent,7,none,none,none,none,0.0,3.15,0.0,0.0,0,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,low_burden
2175,IRR-ETH-2023-02175,Ethiopia,2023,1.37,semi-commercial,False,673.0,26.0,occasional,6,none,none,none,none,0.0,1.37,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,536.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
2176,IRR-ZAM-2020-02176,Zambia,2020,0.99,subsistence,False,400.0,21.0,rare,4,none,none,none,none,0.0,0.99,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,553.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2177,IRR-MAL-2021-02177,Malawi,2021,0.54,semi-commercial,False,400.0,34.5,frequent,2,none,none,none,none,0.0,0.54,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,485.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2178,IRR-KEN-2019-02178,Kenya,2019,0.58,semi-commercial,False,859.0,29.3,occasional,2,none,none,none,none,0.0,0.58,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,445.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2179,IRR-TAN-2023-02179,Tanzania,2023,0.69,subsistence,False,1086.0,25.9,frequent,7,none,none,none,none,0.0,0.69,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,683.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
2180,IRR-GHA-2023-02180,Ghana,2023,1.0,semi-commercial,False,421.0,25.8,rare,6,none,none,none,none,0.0,1.0,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,602.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2181,IRR-ETH-2022-02181,Ethiopia,2022,1.14,subsistence,False,914.0,19.7,occasional,3,none,none,none,none,0.0,1.14,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,466.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
2182,IRR-ETH-2025-02182,Ethiopia,2025,1.43,commercial,False,1090.0,27.0,occasional,4,none,none,none,none,0.0,1.43,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,548.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2183,IRR-NIG-2023-02183,Nigeria,2023,0.99,semi-commercial,False,702.0,33.5,occasional,7,none,none,none,none,0.0,0.99,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,447.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
2184,IRR-KEN-2023-02184,Kenya,2023,1.15,subsistence,False,798.0,24.0,occasional,5,none,none,none,none,0.0,1.15,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,551.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2185,IRR-BUR-2023-02185,Burkina Faso,2023,5.85,semi-commercial,False,632.0,18.2,occasional,5,none,none,none,none,0.0,5.85,0.0,0.0,0,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,low_burden
2186,IRR-TAN-2019-02186,Tanzania,2019,2.57,semi-commercial,False,860.0,20.9,occasional,4,none,none,none,none,0.0,2.57,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,556.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
2187,IRR-MAL-2023-02187,Malawi,2023,1.43,semi-commercial,False,773.0,26.8,rare,3,none,none,none,none,0.0,1.43,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,629.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2188,IRR-GHA-2024-02188,Ghana,2024,3.45,subsistence,True,1412.0,22.4,occasional,7,flood,river,solar,cooperative,1.77,1.69,51.1,62.0,17,good,706.0,61.0,True,255.0,True,712.0,500.0,40.2,286.0,1.2,70.9,87.0,24.8,0.0,71.0,biweekly,calendar,fruits,42.4,1.53,1,12574.0,7120.0,False,False,False,0.0,8.5,good,low,True,False,False,1.0,traditional,low_burden
2189,IRR-TAN-2022-02189,Tanzania,2022,1.52,subsistence,False,590.0,16.3,rare,3,none,none,none,none,0.0,1.52,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,440.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2190,IRR-ETH-2019-02190,Ethiopia,2019,1.9,semi-commercial,False,964.0,29.1,occasional,6,none,none,none,none,0.0,1.9,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,608.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2191,IRR-ETH-2019-02191,Ethiopia,2019,2.19,subsistence,False,812.0,24.7,frequent,7,none,none,none,none,0.0,2.19,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,597.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
2192,IRR-UGA-2024-02192,Uganda,2024,3.67,semi-commercial,False,828.0,33.7,frequent,3,none,none,none,none,0.0,3.67,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,421.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2193,IRR-MAL-2022-02193,Malawi,2022,1.25,semi-commercial,False,1039.0,22.8,frequent,3,none,none,none,none,0.0,1.25,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,659.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
2194,IRR-NIG-2021-02194,Nigeria,2021,2.27,subsistence,False,1484.0,29.0,occasional,4,none,none,none,none,0.0,2.27,0.0,0.0,0,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,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
2195,IRR-BUR-2018-02195,Burkina Faso,2018,1.21,semi-commercial,False,902.0,15.5,rare,2,none,none,none,none,0.0,1.21,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,463.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2196,IRR-ZAM-2021-02196,Zambia,2021,2.61,semi-commercial,False,756.0,18.0,occasional,6,none,none,none,none,0.0,2.61,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,435.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2197,IRR-BUR-2023-02197,Burkina Faso,2023,2.49,semi-commercial,False,826.0,32.4,occasional,5,none,none,none,none,0.0,2.49,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,548.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2198,IRR-MAL-2023-02198,Mali,2023,0.93,subsistence,False,724.0,22.7,rare,5,none,none,none,none,0.0,0.93,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,607.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
2199,IRR-UGA-2020-02199,Uganda,2020,0.69,semi-commercial,False,764.0,24.1,occasional,2,none,none,none,none,0.0,0.69,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,415.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2200,IRR-NIG-2025-02200,Nigeria,2025,1.32,subsistence,False,913.0,34.6,frequent,3,none,none,none,none,0.0,1.32,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,540.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2201,IRR-MAL-2021-02201,Malawi,2021,1.12,semi-commercial,True,616.0,34.3,rare,5,flood,rainwater_harvesting,solar,government,0.74,0.38,65.8,28.0,1,good,294.0,22.0,False,0.0,False,693.0,585.0,42.4,294.0,1.52,79.3,73.4,24.7,0.0,29.0,weekly,visual,vegetables,52.7,2.41,2,5102.0,6935.0,False,False,True,0.0,6.4,good,low,False,False,False,1.0,traditional,low_burden
2202,IRR-TAN-2024-02202,Tanzania,2024,0.59,subsistence,True,1011.0,20.4,rare,4,surface,rainwater_harvesting,diesel,government,0.38,0.21,65.0,13.0,18,excellent,306.0,40.0,True,97.0,False,681.0,521.0,50.5,343.0,2.01,84.2,64.4,27.3,96.0,11.0,weekly,soil_moisture,sugarcane,53.2,1.56,1,2606.0,6808.0,False,False,True,0.0,9.3,good,low,False,False,False,2.0,traditional,low_burden
2203,IRR-MAL-2018-02203,Malawi,2018,8.38,semi-commercial,False,690.0,34.3,rare,5,none,none,none,none,0.0,8.38,0.0,0.0,0,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,low_burden
2204,IRR-UGA-2019-02204,Uganda,2019,3.0,subsistence,False,479.0,21.5,frequent,5,none,none,none,none,0.0,3.0,0.0,0.0,0,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,True,False,0.0,none,low_burden
2205,IRR-BUR-2022-02205,Burkina Faso,2022,2.99,subsistence,True,914.0,22.4,occasional,4,sprinkler,river,diesel,cooperative,2.28,0.71,76.3,79.0,14,fair,3419.0,224.0,False,0.0,False,444.0,692.0,71.4,317.0,1.2,83.1,66.2,39.3,589.0,46.0,biweekly,soil_moisture,horticulture,44.7,2.1,1,10117.0,4438.0,False,True,False,0.0,24.8,poor,medium,True,False,False,5.1,modern,low_burden
2206,IRR-MAL-2022-02206,Mali,2022,1.04,subsistence,False,972.0,34.4,frequent,5,none,none,none,none,0.0,1.04,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,640.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
2207,IRR-MAL-2018-02207,Malawi,2018,1.07,subsistence,False,1430.0,32.8,occasional,2,none,none,none,none,0.0,1.07,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,628.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2208,IRR-GHA-2024-02208,Ghana,2024,2.18,semi-commercial,True,969.0,33.4,rare,3,sprinkler,river,solar,private_company,1.13,1.05,51.7,62.0,17,good,1689.0,215.0,True,1001.0,False,794.0,686.0,75.1,596.0,1.06,73.0,68.0,37.3,0.0,23.0,biweekly,visual,vegetables,48.0,2.22,1,8939.0,7941.0,False,True,False,0.0,20.7,good,medium,False,False,False,3.2,modern,low_burden
2209,IRR-MAL-2025-02209,Mali,2025,1.26,subsistence,False,684.0,18.3,occasional,3,none,none,none,none,0.0,1.26,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,415.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2210,IRR-BUR-2018-02210,Burkina Faso,2018,2.53,subsistence,False,883.0,28.0,rare,7,none,none,none,none,0.0,2.53,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,604.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2211,IRR-ZAM-2025-02211,Zambia,2025,0.66,commercial,False,1142.0,15.7,rare,6,none,none,none,none,0.0,0.66,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,459.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2212,IRR-MAL-2020-02212,Mali,2020,1.88,semi-commercial,False,623.0,16.0,rare,6,none,none,none,none,0.0,1.88,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,564.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
2213,IRR-MAL-2022-02213,Malawi,2022,1.03,semi-commercial,False,573.0,26.6,rare,7,none,none,none,none,0.0,1.03,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,505.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2214,IRR-BUR-2022-02214,Burkina Faso,2022,5.85,commercial,False,884.0,31.7,occasional,2,none,none,none,none,0.0,5.85,0.0,0.0,0,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,False,False,0.0,none,low_burden
2215,IRR-ZAM-2025-02215,Zambia,2025,2.05,semi-commercial,False,750.0,21.8,occasional,7,none,none,none,none,0.0,2.05,0.0,0.0,0,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,low_burden
2216,IRR-ZAM-2024-02216,Zambia,2024,1.35,subsistence,False,967.0,34.3,occasional,4,none,none,none,none,0.0,1.35,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,452.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
2217,IRR-NIG-2025-02217,Nigeria,2025,4.14,semi-commercial,False,1066.0,15.2,occasional,7,none,none,none,none,0.0,4.14,0.0,0.0,0,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,low_burden
2218,IRR-NIG-2021-02218,Nigeria,2021,3.4,subsistence,False,828.0,21.8,occasional,6,none,none,none,none,0.0,3.4,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,540.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2219,IRR-GHA-2019-02219,Ghana,2019,1.38,subsistence,False,900.0,15.6,occasional,4,none,none,none,none,0.0,1.38,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,663.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2220,IRR-MAL-2021-02220,Malawi,2021,2.26,subsistence,False,1271.0,29.1,frequent,2,none,none,none,none,0.0,2.26,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,454.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2221,IRR-ETH-2023-02221,Ethiopia,2023,1.82,semi-commercial,False,630.0,28.4,rare,6,none,none,none,none,0.0,1.82,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,498.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2222,IRR-MAL-2022-02222,Mali,2022,4.26,semi-commercial,False,818.0,26.7,rare,5,none,none,none,none,0.0,4.26,0.0,0.0,0,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,low_burden
2223,IRR-TAN-2020-02223,Tanzania,2020,0.94,semi-commercial,False,548.0,26.7,rare,7,none,none,none,none,0.0,0.94,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,677.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2224,IRR-MAL-2021-02224,Malawi,2021,1.94,subsistence,False,823.0,31.1,rare,3,none,none,none,none,0.0,1.94,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,672.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2225,IRR-ZAM-2020-02225,Zambia,2020,0.73,semi-commercial,True,810.0,26.3,rare,6,flood,river,solar,shared,0.67,0.06,91.3,25.0,1,fair,268.0,26.0,False,0.0,False,381.0,584.0,48.4,184.0,2.06,75.2,67.2,24.5,0.0,27.0,biweekly,calendar,fruits,59.2,1.34,2,2552.0,3806.0,False,True,False,0.0,12.6,poor,low,False,False,False,1.2,traditional,low_burden
2226,IRR-UGA-2018-02226,Uganda,2018,9.12,subsistence,False,1146.0,27.1,occasional,2,none,none,none,none,0.0,9.12,0.0,0.0,0,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,low_burden
2227,IRR-NIG-2019-02227,Nigeria,2019,1.29,subsistence,False,773.0,33.2,rare,6,none,none,none,none,0.0,1.29,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,450.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2228,IRR-TAN-2020-02228,Tanzania,2020,0.63,subsistence,False,737.0,23.0,rare,5,none,none,none,none,0.0,0.63,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,484.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2229,IRR-TAN-2025-02229,Tanzania,2025,1.41,subsistence,False,752.0,17.2,frequent,3,none,none,none,none,0.0,1.41,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,492.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
2230,IRR-ZAM-2022-02230,Zambia,2022,0.86,subsistence,False,1075.0,29.9,occasional,5,none,none,none,none,0.0,0.86,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,646.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
2231,IRR-TAN-2020-02231,Tanzania,2020,2.02,semi-commercial,True,698.0,28.4,frequent,3,flood,river,gravity,cooperative,1.66,0.36,82.4,53.0,1,fair,664.0,49.0,True,286.0,True,548.0,697.0,39.3,215.0,1.81,74.1,75.3,21.9,0.0,66.0,weekly,calendar,rice,45.6,2.47,2,9101.0,5479.0,False,True,False,0.0,0.0,poor,low,False,True,False,1.4,traditional,low_burden
2232,IRR-NIG-2018-02232,Nigeria,2018,1.23,subsistence,False,903.0,25.3,occasional,5,none,none,none,none,0.0,1.23,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,656.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
2233,IRR-ZAM-2024-02233,Zambia,2024,3.12,subsistence,False,1490.0,17.5,frequent,3,none,none,none,none,0.0,3.12,0.0,0.0,0,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,True,False,0.0,none,low_burden
2234,IRR-KEN-2023-02234,Kenya,2023,0.67,semi-commercial,False,480.0,18.5,rare,5,none,none,none,none,0.0,0.67,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,611.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2235,IRR-ZAM-2018-02235,Zambia,2018,0.85,subsistence,False,649.0,24.7,occasional,3,none,none,none,none,0.0,0.85,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,593.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2236,IRR-GHA-2021-02236,Ghana,2021,0.96,semi-commercial,False,775.0,31.9,occasional,4,none,none,none,none,0.0,0.96,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,514.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2237,IRR-KEN-2018-02237,Kenya,2018,0.47,semi-commercial,False,773.0,24.6,frequent,4,none,none,none,none,0.0,0.47,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,524.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2238,IRR-GHA-2021-02238,Ghana,2021,1.84,subsistence,False,1310.0,26.7,frequent,4,none,none,none,none,0.0,1.84,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,591.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2239,IRR-ETH-2024-02239,Ethiopia,2024,0.96,semi-commercial,False,958.0,24.5,occasional,6,none,none,none,none,0.0,0.96,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,408.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2240,IRR-UGA-2022-02240,Uganda,2022,1.22,subsistence,False,868.0,29.5,occasional,6,none,none,none,none,0.0,1.22,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,423.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2241,IRR-MAL-2018-02241,Mali,2018,0.82,commercial,False,760.0,16.1,frequent,4,none,none,none,none,0.0,0.82,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,451.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
2242,IRR-ZAM-2020-02242,Zambia,2020,0.91,subsistence,False,575.0,23.6,frequent,6,none,none,none,none,0.0,0.91,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,590.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2243,IRR-NIG-2020-02243,Nigeria,2020,1.21,semi-commercial,False,917.0,33.4,rare,5,none,none,none,none,0.0,1.21,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,439.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2244,IRR-UGA-2023-02244,Uganda,2023,0.81,semi-commercial,False,1015.0,20.7,occasional,4,none,none,none,none,0.0,0.81,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,528.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2245,IRR-TAN-2024-02245,Tanzania,2024,0.79,subsistence,True,942.0,15.3,frequent,7,drip,lake,gravity,cooperative,0.56,0.24,70.4,20.0,17,fair,1397.0,133.0,True,509.0,False,579.0,470.0,85.6,496.0,1.01,80.2,84.0,57.7,0.0,8.0,as_needed,calendar,maize,56.4,2.46,1,3237.0,5793.0,False,True,False,0.0,0.0,poor,high,True,True,False,6.2,modern,low_burden
2246,IRR-ZAM-2018-02246,Zambia,2018,1.07,semi-commercial,False,752.0,17.3,rare,4,none,none,none,none,0.0,1.07,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,691.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2247,IRR-MAL-2021-02247,Malawi,2021,0.61,subsistence,False,742.0,30.3,occasional,4,none,none,none,none,0.0,0.61,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,470.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2248,IRR-MAL-2022-02248,Malawi,2022,0.96,subsistence,False,922.0,18.0,occasional,6,none,none,none,none,0.0,0.96,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,554.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2249,IRR-MAL-2020-02249,Malawi,2020,5.92,semi-commercial,False,1008.0,23.8,rare,7,none,none,none,none,0.0,5.92,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,688.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2250,IRR-TAN-2019-02250,Tanzania,2019,1.51,subsistence,False,722.0,16.6,occasional,5,none,none,none,none,0.0,1.51,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,424.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2251,IRR-NIG-2024-02251,Nigeria,2024,1.32,subsistence,False,1332.0,17.4,occasional,3,none,none,none,none,0.0,1.32,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,428.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2252,IRR-KEN-2021-02252,Kenya,2021,1.17,commercial,False,822.0,19.4,occasional,6,none,none,none,none,0.0,1.17,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,618.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2253,IRR-ZAM-2022-02253,Zambia,2022,0.77,semi-commercial,False,707.0,27.2,occasional,2,none,none,none,none,0.0,0.77,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,577.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2254,IRR-MAL-2018-02254,Malawi,2018,0.98,subsistence,False,797.0,28.1,occasional,7,none,none,none,none,0.0,0.98,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,505.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
2255,IRR-UGA-2025-02255,Uganda,2025,2.41,subsistence,False,775.0,23.2,rare,4,none,none,none,none,0.0,2.41,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,532.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2256,IRR-ZAM-2023-02256,Zambia,2023,0.44,subsistence,False,1091.0,25.1,occasional,5,none,none,none,none,0.0,0.44,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,412.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2257,IRR-MAL-2024-02257,Mali,2024,2.83,semi-commercial,False,853.0,25.4,occasional,3,none,none,none,none,0.0,2.83,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,691.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2258,IRR-TAN-2022-02258,Tanzania,2022,1.4,semi-commercial,True,820.0,16.2,frequent,3,sprinkler,river,diesel,individual,0.48,0.91,34.6,17.0,8,fair,725.0,57.0,False,0.0,False,640.0,631.0,82.1,526.0,1.55,79.4,89.2,58.1,139.0,10.0,as_needed,calendar,vegetables,44.7,2.41,1,3093.0,6399.0,True,False,False,0.0,3.3,poor,medium,False,True,False,2.3,modern,low_burden
2259,IRR-ETH-2020-02259,Ethiopia,2020,1.6,semi-commercial,False,906.0,15.9,rare,2,none,none,none,none,0.0,1.6,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,464.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2260,IRR-TAN-2021-02260,Tanzania,2021,0.65,semi-commercial,False,964.0,34.5,rare,2,none,none,none,none,0.0,0.65,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,524.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2261,IRR-MAL-2019-02261,Mali,2019,0.55,semi-commercial,False,873.0,25.6,occasional,4,none,none,none,none,0.0,0.55,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,676.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2262,IRR-BUR-2022-02262,Burkina Faso,2022,0.55,subsistence,True,1069.0,31.7,occasional,6,drip,river,solar,shared,0.34,0.21,61.6,19.0,17,fair,840.0,73.0,True,328.0,False,660.0,496.0,95.0,627.0,1.28,86.7,82.5,67.9,0.0,5.0,daily,calendar,maize,35.3,2.02,2,2215.0,6595.0,True,True,False,0.0,12.8,poor,high,False,False,False,8.7,modern,low_burden
2263,IRR-KEN-2022-02263,Kenya,2022,0.88,subsistence,False,988.0,19.4,occasional,4,none,none,none,none,0.0,0.88,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,410.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2264,IRR-NIG-2024-02264,Nigeria,2024,1.65,subsistence,True,777.0,15.8,occasional,2,flood,reservoir,diesel,individual,0.69,0.96,42.1,29.0,19,good,278.0,33.0,True,92.0,False,539.0,422.0,38.9,210.0,2.31,87.4,79.7,27.1,196.0,28.0,weekly,visual,maize,48.6,1.41,2,3746.0,5394.0,False,True,True,0.0,11.0,good,low,False,False,True,0.7,traditional,low_burden
2265,IRR-GHA-2019-02265,Ghana,2019,0.94,subsistence,False,1400.0,17.7,rare,6,none,none,none,none,0.0,0.94,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,658.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2266,IRR-MAL-2018-02266,Mali,2018,0.95,subsistence,False,1050.0,31.2,occasional,5,none,none,none,none,0.0,0.95,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,470.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2267,IRR-MAL-2021-02267,Mali,2021,0.8,semi-commercial,False,916.0,28.6,frequent,7,none,none,none,none,0.0,0.8,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,407.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
2268,IRR-MAL-2019-02268,Malawi,2019,0.67,semi-commercial,False,766.0,27.2,occasional,7,none,none,none,none,0.0,0.67,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,432.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2269,IRR-MAL-2019-02269,Malawi,2019,6.09,subsistence,False,962.0,17.4,occasional,6,none,none,none,none,0.0,6.09,0.0,0.0,0,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,False,False,0.0,none,low_burden
2270,IRR-ETH-2022-02270,Ethiopia,2022,2.78,semi-commercial,False,445.0,17.8,frequent,2,none,none,none,none,0.0,2.78,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,665.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
2271,IRR-MAL-2021-02271,Mali,2021,1.15,semi-commercial,True,1046.0,31.2,occasional,5,sprinkler,reservoir,manual,individual,0.6,0.56,51.8,30.0,3,fair,895.0,98.0,False,0.0,False,343.0,530.0,80.4,276.0,1.41,79.5,70.7,45.2,0.0,12.0,weekly,calendar,vegetables,50.9,1.79,2,2046.0,3429.0,False,False,True,0.0,0.0,poor,medium,False,False,False,3.0,modern,low_burden
2272,IRR-MAL-2023-02272,Mali,2023,1.49,subsistence,False,1070.0,29.2,frequent,5,none,none,none,none,0.0,1.49,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,597.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2273,IRR-NIG-2020-02273,Nigeria,2020,1.77,commercial,False,802.0,32.8,rare,7,none,none,none,none,0.0,1.77,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,441.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
2274,IRR-KEN-2025-02274,Kenya,2025,2.84,subsistence,False,1613.0,19.7,frequent,2,none,none,none,none,0.0,2.84,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,688.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2275,IRR-TAN-2025-02275,Tanzania,2025,0.66,semi-commercial,True,696.0,26.7,rare,7,surface,rainwater_harvesting,solar,shared,0.21,0.45,31.6,12.0,15,excellent,168.0,22.0,False,0.0,False,644.0,421.0,54.2,349.0,2.43,93.1,64.4,32.5,0.0,6.0,daily,visual,vegetables,50.2,1.41,1,1355.0,6441.0,False,False,False,0.0,18.7,good,low,False,False,False,1.0,traditional,low_burden
2276,IRR-MAL-2023-02276,Mali,2023,0.58,subsistence,True,1591.0,34.4,occasional,2,surface,lake,manual,individual,0.53,0.05,91.3,30.0,17,good,421.0,61.0,False,0.0,False,741.0,461.0,52.2,386.0,1.37,82.5,86.7,37.3,0.0,16.0,as_needed,visual,rice,42.0,1.89,1,3894.0,7405.0,False,False,False,0.0,0.0,good,low,False,False,False,3.5,traditional,low_burden
2277,IRR-MAL-2025-02277,Malawi,2025,0.67,semi-commercial,False,892.0,27.8,occasional,7,none,none,none,none,0.0,0.67,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,510.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
2278,IRR-KEN-2025-02278,Kenya,2025,0.44,subsistence,False,952.0,24.0,rare,7,none,none,none,none,0.0,0.44,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,681.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2279,IRR-MAL-2025-02279,Mali,2025,0.93,semi-commercial,False,841.0,16.5,rare,5,none,none,none,none,0.0,0.93,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,669.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2280,IRR-NIG-2018-02280,Nigeria,2018,0.86,subsistence,False,582.0,33.0,rare,7,none,none,none,none,0.0,0.86,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,459.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2281,IRR-TAN-2024-02281,Tanzania,2024,1.27,subsistence,False,734.0,27.1,occasional,2,none,none,none,none,0.0,1.27,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,534.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2282,IRR-NIG-2021-02282,Nigeria,2021,0.59,subsistence,True,692.0,29.8,frequent,3,center_pivot,groundwater,electric,shared,0.51,0.09,85.5,22.0,6,fair,2533.0,205.0,True,1400.0,False,697.0,445.0,86.7,604.0,1.38,87.1,78.8,59.5,30.0,5.0,biweekly,visual,horticulture,35.2,1.33,2,3530.0,6969.0,False,True,False,72.3,4.2,poor,high,False,True,False,24.3,traditional,low_burden
2283,IRR-BUR-2022-02283,Burkina Faso,2022,6.09,semi-commercial,False,639.0,27.9,occasional,4,none,none,none,none,0.0,6.09,0.0,0.0,0,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,low_burden
2284,IRR-ZAM-2019-02284,Zambia,2019,2.14,semi-commercial,False,1177.0,16.8,frequent,3,none,none,none,none,0.0,2.14,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,425.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2285,IRR-KEN-2025-02285,Kenya,2025,0.83,subsistence,False,720.0,21.8,occasional,2,none,none,none,none,0.0,0.83,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,588.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2286,IRR-GHA-2019-02286,Ghana,2019,1.93,subsistence,False,445.0,15.9,rare,2,none,none,none,none,0.0,1.93,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,664.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
2287,IRR-ZAM-2024-02287,Zambia,2024,1.14,subsistence,False,556.0,32.7,frequent,4,none,none,none,none,0.0,1.14,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,680.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2288,IRR-MAL-2025-02288,Mali,2025,2.69,subsistence,False,1172.0,23.8,occasional,6,none,none,none,none,0.0,2.69,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,508.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
2289,IRR-UGA-2024-02289,Uganda,2024,0.8,semi-commercial,False,1077.0,19.8,occasional,6,none,none,none,none,0.0,0.8,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,540.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2290,IRR-MAL-2025-02290,Malawi,2025,3.69,commercial,True,1115.0,20.8,frequent,7,surface,river,solar,individual,1.14,2.54,31.0,67.0,16,fair,914.0,47.0,False,0.0,False,545.0,447.0,57.8,315.0,0.85,79.3,67.1,30.8,0.0,34.0,as_needed,visual,vegetables,48.8,1.82,2,6231.0,5453.0,True,False,False,0.0,6.9,poor,low,False,True,False,1.0,traditional,low_burden
2291,IRR-TAN-2024-02291,Tanzania,2024,1.11,subsistence,False,685.0,24.9,occasional,6,none,none,none,none,0.0,1.11,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,642.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2292,IRR-ETH-2018-02292,Ethiopia,2018,1.15,subsistence,False,759.0,22.6,rare,4,none,none,none,none,0.0,1.15,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,601.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
2293,IRR-KEN-2021-02293,Kenya,2021,1.1,subsistence,False,1352.0,18.4,occasional,6,none,none,none,none,0.0,1.1,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,476.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2294,IRR-MAL-2022-02294,Mali,2022,3.0,semi-commercial,False,733.0,29.8,occasional,7,none,none,none,none,0.0,3.0,0.0,0.0,0,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,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
2295,IRR-BUR-2018-02295,Burkina Faso,2018,2.48,subsistence,False,1190.0,27.5,occasional,7,none,none,none,none,0.0,2.48,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,595.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2296,IRR-ETH-2024-02296,Ethiopia,2024,5.63,semi-commercial,False,1101.0,26.8,frequent,3,none,none,none,none,0.0,5.63,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,615.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2297,IRR-TAN-2021-02297,Tanzania,2021,1.32,subsistence,False,861.0,18.7,occasional,6,none,none,none,none,0.0,1.32,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,691.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2298,IRR-BUR-2021-02298,Burkina Faso,2021,0.58,commercial,False,813.0,19.6,rare,7,none,none,none,none,0.0,0.58,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,413.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2299,IRR-ZAM-2025-02299,Zambia,2025,0.74,semi-commercial,False,843.0,24.0,occasional,3,none,none,none,none,0.0,0.74,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,638.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2300,IRR-KEN-2018-02300,Kenya,2018,1.15,semi-commercial,False,1122.0,20.1,frequent,3,none,none,none,none,0.0,1.15,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,455.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2301,IRR-ETH-2021-02301,Ethiopia,2021,2.29,commercial,True,688.0,32.6,frequent,7,surface,groundwater,manual,individual,1.5,0.79,65.4,90.0,5,good,1197.0,135.0,False,0.0,True,798.0,510.0,50.5,403.0,1.28,85.4,64.9,28.0,0.0,45.0,daily,visual,vegetables,41.6,2.3,2,11936.0,7978.0,False,False,False,53.2,0.0,good,low,False,True,True,2.5,traditional,low_burden
2302,IRR-MAL-2025-02302,Malawi,2025,3.25,subsistence,False,501.0,30.6,rare,5,none,none,none,none,0.0,3.25,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,522.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2303,IRR-ETH-2019-02303,Ethiopia,2019,1.89,subsistence,False,672.0,17.5,frequent,6,none,none,none,none,0.0,1.89,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,539.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
2304,IRR-ETH-2020-02304,Ethiopia,2020,2.55,subsistence,False,1230.0,34.9,frequent,7,none,none,none,none,0.0,2.55,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,662.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
2305,IRR-MAL-2019-02305,Mali,2019,0.87,subsistence,False,1259.0,17.1,occasional,4,none,none,none,none,0.0,0.87,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,699.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2306,IRR-ETH-2019-02306,Ethiopia,2019,1.19,subsistence,False,1070.0,30.7,occasional,2,none,none,none,none,0.0,1.19,0.0,0.0,0,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,low_burden
2307,IRR-MAL-2019-02307,Malawi,2019,1.23,subsistence,False,908.0,18.4,occasional,5,none,none,none,none,0.0,1.23,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,487.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2308,IRR-ZAM-2018-02308,Zambia,2018,2.57,subsistence,True,919.0,33.9,occasional,5,center_pivot,groundwater,solar,cooperative,2.29,0.29,88.9,97.0,15,poor,11427.0,1265.0,False,0.0,True,737.0,425.0,77.3,569.0,1.1,92.8,67.0,48.1,0.0,23.0,biweekly,visual,sugarcane,28.0,1.62,2,16842.0,7369.0,False,False,False,79.4,17.6,poor,high,False,False,False,31.7,traditional,low_burden
2309,IRR-KEN-2024-02309,Kenya,2024,1.73,subsistence,False,1132.0,21.1,frequent,3,none,none,none,none,0.0,1.73,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,540.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2310,IRR-GHA-2019-02310,Ghana,2019,3.05,commercial,False,596.0,34.2,occasional,4,none,none,none,none,0.0,3.05,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,690.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
2311,IRR-ZAM-2022-02311,Zambia,2022,2.64,subsistence,False,521.0,31.4,frequent,4,none,none,none,none,0.0,2.64,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,689.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2312,IRR-BUR-2024-02312,Burkina Faso,2024,0.83,semi-commercial,False,903.0,32.3,occasional,5,none,none,none,none,0.0,0.83,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,550.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2313,IRR-BUR-2022-02313,Burkina Faso,2022,1.53,semi-commercial,False,1192.0,32.5,rare,5,none,none,none,none,0.0,1.53,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,654.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2314,IRR-MAL-2025-02314,Malawi,2025,3.2,subsistence,False,803.0,26.7,occasional,2,none,none,none,none,0.0,3.2,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,600.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2315,IRR-NIG-2018-02315,Nigeria,2018,1.15,subsistence,False,1260.0,21.8,occasional,4,none,none,none,none,0.0,1.15,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,595.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2316,IRR-MAL-2025-02316,Mali,2025,0.65,subsistence,False,906.0,30.5,occasional,3,none,none,none,none,0.0,0.65,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,504.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2317,IRR-MAL-2024-02317,Mali,2024,3.2,subsistence,False,1249.0,22.6,occasional,3,none,none,none,none,0.0,3.2,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,539.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2318,IRR-MAL-2023-02318,Malawi,2023,0.33,subsistence,False,725.0,24.6,occasional,4,none,none,none,none,0.0,0.33,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,576.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2319,IRR-TAN-2025-02319,Tanzania,2025,3.29,semi-commercial,True,834.0,25.2,frequent,6,surface,lake,gravity,shared,1.8,1.49,54.8,97.0,19,excellent,1443.0,150.0,False,0.0,False,337.0,476.0,56.7,191.0,2.08,92.2,81.5,42.6,0.0,54.0,biweekly,weather_based,maize,41.5,2.05,2,6077.0,3369.0,False,False,False,0.0,0.0,good,low,False,True,False,2.1,traditional,low_burden
2320,IRR-GHA-2019-02320,Ghana,2019,0.44,subsistence,False,615.0,17.9,rare,5,none,none,none,none,0.0,0.44,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,563.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2321,IRR-MAL-2025-02321,Mali,2025,1.08,subsistence,True,774.0,25.4,rare,2,flood,groundwater,diesel,shared,0.59,0.49,54.6,28.0,16,fair,236.0,34.0,False,0.0,True,477.0,523.0,47.9,229.0,1.88,94.2,83.8,37.8,120.0,24.0,biweekly,calendar,rice,25.1,1.73,1,2814.0,4770.0,False,False,False,11.0,12.8,poor,low,False,False,False,1.7,traditional,low_burden
2322,IRR-MAL-2025-02322,Malawi,2025,0.56,semi-commercial,False,530.0,33.1,rare,5,none,none,none,none,0.0,0.56,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,482.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2323,IRR-TAN-2019-02323,Tanzania,2019,1.51,subsistence,False,1153.0,27.5,frequent,4,none,none,none,none,0.0,1.51,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,547.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
2324,IRR-GHA-2022-02324,Ghana,2022,0.77,commercial,False,727.0,26.6,frequent,2,none,none,none,none,0.0,0.77,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,494.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
2325,IRR-MAL-2020-02325,Malawi,2020,1.29,semi-commercial,False,1079.0,17.4,occasional,2,none,none,none,none,0.0,1.29,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,589.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2326,IRR-KEN-2022-02326,Kenya,2022,1.29,subsistence,False,1089.0,16.8,rare,4,none,none,none,none,0.0,1.29,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,586.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2327,IRR-KEN-2021-02327,Kenya,2021,0.98,subsistence,False,867.0,29.2,occasional,4,none,none,none,none,0.0,0.98,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,427.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2328,IRR-MAL-2020-02328,Mali,2020,1.11,semi-commercial,False,812.0,22.7,rare,6,none,none,none,none,0.0,1.11,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,548.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2329,IRR-MAL-2021-02329,Malawi,2021,0.42,semi-commercial,False,1012.0,26.7,occasional,5,none,none,none,none,0.0,0.42,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,556.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2330,IRR-NIG-2025-02330,Nigeria,2025,1.64,subsistence,False,1244.0,30.3,occasional,4,none,none,none,none,0.0,1.64,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,486.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
2331,IRR-UGA-2023-02331,Uganda,2023,1.18,semi-commercial,False,900.0,19.7,frequent,4,none,none,none,none,0.0,1.18,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,525.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2332,IRR-UGA-2020-02332,Uganda,2020,1.3,subsistence,False,1117.0,29.4,frequent,6,none,none,none,none,0.0,1.3,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,419.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2333,IRR-MAL-2019-02333,Malawi,2019,0.54,semi-commercial,False,962.0,26.0,frequent,6,none,none,none,none,0.0,0.54,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,429.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
2334,IRR-UGA-2024-02334,Uganda,2024,0.71,subsistence,False,965.0,21.4,rare,7,none,none,none,none,0.0,0.71,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,475.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2335,IRR-ETH-2020-02335,Ethiopia,2020,0.87,semi-commercial,False,1109.0,32.2,occasional,3,none,none,none,none,0.0,0.87,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,496.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2336,IRR-ZAM-2020-02336,Zambia,2020,0.2,subsistence,False,612.0,23.5,rare,6,none,none,none,none,0.0,0.2,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,663.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2337,IRR-ETH-2023-02337,Ethiopia,2023,1.25,semi-commercial,False,1036.0,28.8,occasional,4,none,none,none,none,0.0,1.25,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,554.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2338,IRR-MAL-2021-02338,Malawi,2021,1.28,subsistence,False,490.0,22.1,frequent,5,none,none,none,none,0.0,1.28,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,659.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2339,IRR-BUR-2025-02339,Burkina Faso,2025,0.45,semi-commercial,False,1042.0,24.2,frequent,5,none,none,none,none,0.0,0.45,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,632.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2340,IRR-MAL-2019-02340,Malawi,2019,1.73,subsistence,False,949.0,33.2,rare,6,none,none,none,none,0.0,1.73,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,427.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
2341,IRR-NIG-2019-02341,Nigeria,2019,0.7,subsistence,False,646.0,22.8,occasional,4,none,none,none,none,0.0,0.7,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,566.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2342,IRR-NIG-2020-02342,Nigeria,2020,3.3,semi-commercial,False,1077.0,26.4,rare,2,none,none,none,none,0.0,3.3,0.0,0.0,0,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,low_burden
2343,IRR-BUR-2024-02343,Burkina Faso,2024,0.69,subsistence,False,1182.0,17.0,occasional,2,none,none,none,none,0.0,0.69,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,577.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2344,IRR-ETH-2018-02344,Ethiopia,2018,1.22,subsistence,False,1218.0,28.5,frequent,3,none,none,none,none,0.0,1.22,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,644.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2345,IRR-MAL-2018-02345,Malawi,2018,0.35,semi-commercial,False,704.0,31.2,frequent,5,none,none,none,none,0.0,0.35,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,512.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2346,IRR-ETH-2022-02346,Ethiopia,2022,1.16,subsistence,False,532.0,16.3,occasional,2,none,none,none,none,0.0,1.16,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,614.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
2347,IRR-UGA-2023-02347,Uganda,2023,0.57,subsistence,False,1118.0,18.7,frequent,3,none,none,none,none,0.0,0.57,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,429.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2348,IRR-KEN-2024-02348,Kenya,2024,1.01,subsistence,False,477.0,18.1,occasional,5,none,none,none,none,0.0,1.01,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,592.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2349,IRR-ZAM-2019-02349,Zambia,2019,2.79,commercial,False,1260.0,34.3,occasional,6,none,none,none,none,0.0,2.79,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,683.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2350,IRR-GHA-2021-02350,Ghana,2021,6.21,commercial,False,425.0,23.4,frequent,5,none,none,none,none,0.0,6.21,0.0,0.0,0,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,low_burden
2351,IRR-ETH-2021-02351,Ethiopia,2021,1.97,semi-commercial,False,1171.0,30.0,occasional,5,none,none,none,none,0.0,1.97,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,430.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2352,IRR-MAL-2019-02352,Mali,2019,2.88,subsistence,False,927.0,28.1,rare,5,none,none,none,none,0.0,2.88,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,454.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
2353,IRR-UGA-2018-02353,Uganda,2018,1.44,subsistence,False,747.0,29.4,occasional,7,none,none,none,none,0.0,1.44,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,423.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2354,IRR-TAN-2023-02354,Tanzania,2023,5.61,subsistence,False,1292.0,27.6,rare,2,none,none,none,none,0.0,5.61,0.0,0.0,0,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,low_burden
2355,IRR-UGA-2025-02355,Uganda,2025,1.32,commercial,True,400.0,26.5,frequent,2,flood,rainwater_harvesting,diesel,shared,0.58,0.74,44.1,23.0,12,fair,233.0,32.0,True,90.0,True,698.0,491.0,46.0,321.0,0.8,78.3,85.2,30.7,76.0,23.0,weekly,visual,sugarcane,20.9,1.39,1,4068.0,6984.0,False,False,True,0.0,22.0,poor,low,False,False,False,1.7,traditional,low_burden
2356,IRR-ETH-2023-02356,Ethiopia,2023,2.32,subsistence,False,915.0,16.8,occasional,2,none,none,none,none,0.0,2.32,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,606.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2357,IRR-MAL-2018-02357,Malawi,2018,0.55,semi-commercial,False,990.0,17.5,occasional,4,none,none,none,none,0.0,0.55,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,586.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2358,IRR-BUR-2023-02358,Burkina Faso,2023,1.35,semi-commercial,False,1167.0,33.5,occasional,2,none,none,none,none,0.0,1.35,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,549.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2359,IRR-BUR-2021-02359,Burkina Faso,2021,2.39,subsistence,True,598.0,18.1,rare,2,manual,wetland,manual,private_company,2.1,0.28,88.1,122.0,0,good,421.0,57.0,False,0.0,False,540.0,615.0,59.4,321.0,1.32,77.1,82.4,37.8,0.0,168.0,weekly,visual,maize,44.7,1.75,1,11351.0,5397.0,False,False,False,0.0,0.0,good,low,False,False,False,0.8,traditional,low_burden
2360,IRR-UGA-2019-02360,Uganda,2019,2.7,semi-commercial,False,521.0,19.3,rare,6,none,none,none,none,0.0,2.7,0.0,0.0,0,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,low_burden
2361,IRR-TAN-2022-02361,Tanzania,2022,1.26,subsistence,False,1063.0,33.4,rare,4,none,none,none,none,0.0,1.26,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,444.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2362,IRR-TAN-2021-02362,Tanzania,2021,1.79,semi-commercial,False,537.0,33.0,occasional,2,none,none,none,none,0.0,1.79,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,501.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2363,IRR-KEN-2020-02363,Kenya,2020,2.76,subsistence,False,1182.0,20.9,occasional,4,none,none,none,none,0.0,2.76,0.0,0.0,0,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,low_burden
2364,IRR-ETH-2022-02364,Ethiopia,2022,1.06,subsistence,False,1342.0,29.8,rare,3,none,none,none,none,0.0,1.06,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,667.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2365,IRR-KEN-2019-02365,Kenya,2019,2.75,semi-commercial,False,1351.0,19.0,frequent,5,none,none,none,none,0.0,2.75,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,690.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
2366,IRR-TAN-2019-02366,Tanzania,2019,0.71,semi-commercial,False,667.0,29.7,occasional,4,none,none,none,none,0.0,0.71,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,496.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2367,IRR-UGA-2022-02367,Uganda,2022,1.48,semi-commercial,False,951.0,18.3,occasional,4,none,none,none,none,0.0,1.48,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,638.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2368,IRR-MAL-2024-02368,Malawi,2024,0.89,semi-commercial,False,591.0,23.0,occasional,5,none,none,none,none,0.0,0.89,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,673.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2369,IRR-NIG-2018-02369,Nigeria,2018,1.57,commercial,False,460.0,34.8,occasional,7,none,none,none,none,0.0,1.57,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,403.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2370,IRR-GHA-2018-02370,Ghana,2018,1.87,commercial,False,1237.0,25.0,occasional,4,none,none,none,none,0.0,1.87,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,562.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
2371,IRR-MAL-2021-02371,Mali,2021,1.27,semi-commercial,True,765.0,33.8,rare,6,flood,groundwater,electric,private_company,0.58,0.68,46.1,27.0,11,excellent,234.0,19.0,True,78.0,False,725.0,615.0,45.1,327.0,0.99,91.3,68.9,28.4,60.0,23.0,weekly,calendar,vegetables,42.5,1.64,2,4236.0,7255.0,False,False,False,70.9,3.1,good,low,True,False,True,0.9,traditional,low_burden
2372,IRR-KEN-2018-02372,Kenya,2018,0.99,semi-commercial,False,742.0,34.3,rare,7,none,none,none,none,0.0,0.99,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,476.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2373,IRR-ETH-2024-02373,Ethiopia,2024,0.77,semi-commercial,False,964.0,22.2,rare,3,none,none,none,none,0.0,0.77,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,675.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2374,IRR-ETH-2019-02374,Ethiopia,2019,0.47,subsistence,False,907.0,28.1,rare,5,none,none,none,none,0.0,0.47,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,450.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2375,IRR-BUR-2025-02375,Burkina Faso,2025,0.57,semi-commercial,False,1175.0,16.5,rare,7,none,none,none,none,0.0,0.57,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,479.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
2376,IRR-MAL-2022-02376,Mali,2022,2.02,semi-commercial,False,1205.0,22.9,frequent,2,none,none,none,none,0.0,2.02,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,693.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
2377,IRR-TAN-2023-02377,Tanzania,2023,1.01,semi-commercial,False,589.0,22.5,rare,6,none,none,none,none,0.0,1.01,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,644.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2378,IRR-KEN-2024-02378,Kenya,2024,2.4,subsistence,False,1152.0,24.5,occasional,5,none,none,none,none,0.0,2.4,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,546.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2379,IRR-GHA-2018-02379,Ghana,2018,1.1,subsistence,False,1047.0,15.3,occasional,3,none,none,none,none,0.0,1.1,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,605.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2380,IRR-NIG-2021-02380,Nigeria,2021,1.0,semi-commercial,False,920.0,28.8,rare,3,none,none,none,none,0.0,1.0,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,667.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2381,IRR-TAN-2024-02381,Tanzania,2024,1.78,commercial,True,656.0,19.4,frequent,3,center_pivot,rainwater_harvesting,manual,government,1.17,0.61,65.9,52.0,19,good,5873.0,677.0,False,0.0,False,364.0,683.0,72.5,264.0,0.95,75.9,61.5,33.8,0.0,12.0,daily,calendar,vegetables,31.6,2.24,1,4272.0,3637.0,False,False,True,0.0,0.0,good,high,True,False,False,20.9,traditional,low_burden
2382,IRR-UGA-2019-02382,Uganda,2019,1.98,subsistence,False,887.0,22.8,occasional,6,none,none,none,none,0.0,1.98,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,441.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2383,IRR-GHA-2019-02383,Ghana,2019,2.26,semi-commercial,False,761.0,16.4,rare,3,none,none,none,none,0.0,2.26,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,555.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2384,IRR-MAL-2019-02384,Mali,2019,1.68,semi-commercial,False,1241.0,19.8,occasional,4,none,none,none,none,0.0,1.68,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,692.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
2385,IRR-MAL-2023-02385,Mali,2023,3.6,semi-commercial,False,558.0,30.1,frequent,6,none,none,none,none,0.0,3.6,0.0,0.0,0,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,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,low_burden
2386,IRR-BUR-2024-02386,Burkina Faso,2024,0.27,subsistence,False,643.0,24.7,frequent,4,none,none,none,none,0.0,0.27,0.0,0.0,0,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,True,False,0.0,none,low_burden
2387,IRR-TAN-2021-02387,Tanzania,2021,1.5,subsistence,False,1108.0,15.8,occasional,3,none,none,none,none,0.0,1.5,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,585.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
2388,IRR-TAN-2025-02388,Tanzania,2025,1.14,subsistence,False,730.0,25.9,rare,6,none,none,none,none,0.0,1.14,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,636.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2389,IRR-ETH-2020-02389,Ethiopia,2020,1.48,semi-commercial,False,866.0,20.3,rare,5,none,none,none,none,0.0,1.48,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,488.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2390,IRR-MAL-2024-02390,Malawi,2024,0.36,subsistence,False,634.0,29.4,frequent,4,none,none,none,none,0.0,0.36,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,697.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
2391,IRR-TAN-2021-02391,Tanzania,2021,0.71,semi-commercial,False,428.0,25.4,rare,5,none,none,none,none,0.0,0.71,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,476.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2392,IRR-MAL-2020-02392,Malawi,2020,4.82,subsistence,False,756.0,25.8,occasional,2,none,none,none,none,0.0,4.82,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,667.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2393,IRR-ZAM-2022-02393,Zambia,2022,1.52,semi-commercial,False,1080.0,25.1,rare,6,none,none,none,none,0.0,1.52,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,596.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
2394,IRR-MAL-2024-02394,Mali,2024,1.21,semi-commercial,False,400.0,19.0,frequent,2,none,none,none,none,0.0,1.21,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,694.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
2395,IRR-KEN-2022-02395,Kenya,2022,0.64,subsistence,False,1169.0,25.1,frequent,6,none,none,none,none,0.0,0.64,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,538.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
2396,IRR-MAL-2025-02396,Malawi,2025,2.08,semi-commercial,False,924.0,31.1,occasional,5,none,none,none,none,0.0,2.08,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,525.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2397,IRR-TAN-2025-02397,Tanzania,2025,0.61,semi-commercial,False,853.0,24.5,rare,7,none,none,none,none,0.0,0.61,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,470.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2398,IRR-UGA-2022-02398,Uganda,2022,1.85,subsistence,False,944.0,33.6,frequent,5,none,none,none,none,0.0,1.85,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,486.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2399,IRR-NIG-2024-02399,Nigeria,2024,0.76,semi-commercial,False,842.0,19.6,occasional,4,none,none,none,none,0.0,0.76,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,553.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2400,IRR-MAL-2024-02400,Malawi,2024,0.4,subsistence,False,899.0,19.4,frequent,5,none,none,none,none,0.0,0.4,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,687.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
2401,IRR-MAL-2020-02401,Mali,2020,0.73,semi-commercial,True,1097.0,18.1,occasional,3,surface,rainwater_harvesting,gravity,individual,0.7,0.04,94.6,34.0,18,fair,556.0,65.0,False,0.0,False,444.0,408.0,52.8,235.0,2.06,93.0,72.9,35.8,0.0,21.0,weekly,visual,maize,57.4,1.5,3,3087.0,4441.0,True,True,False,0.0,0.0,poor,low,False,False,False,2.6,traditional,low_burden
2402,IRR-BUR-2018-02402,Burkina Faso,2018,1.35,subsistence,False,1007.0,34.7,occasional,2,none,none,none,none,0.0,1.35,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,530.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2403,IRR-GHA-2024-02403,Ghana,2024,1.49,subsistence,False,1044.0,16.0,frequent,4,none,none,none,none,0.0,1.49,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,638.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2404,IRR-ZAM-2025-02404,Zambia,2025,3.33,semi-commercial,False,1392.0,26.4,occasional,6,none,none,none,none,0.0,3.33,0.0,0.0,0,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,False,False,0.0,none,low_burden
2405,IRR-ETH-2023-02405,Ethiopia,2023,0.52,subsistence,False,1070.0,27.7,rare,7,none,none,none,none,0.0,0.52,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,679.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
2406,IRR-ETH-2021-02406,Ethiopia,2021,4.28,subsistence,True,675.0,26.7,frequent,7,flood,river,electric,cooperative,3.76,0.52,87.8,219.0,4,fair,1505.0,145.0,False,0.0,False,330.0,483.0,48.6,161.0,1.79,78.6,67.5,25.8,231.0,150.0,biweekly,calendar,horticulture,57.5,1.79,2,12426.0,3303.0,True,True,False,0.0,6.4,poor,low,False,True,False,1.2,traditional,low_burden
2407,IRR-UGA-2022-02407,Uganda,2022,1.08,subsistence,False,806.0,33.4,occasional,5,none,none,none,none,0.0,1.08,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,676.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2408,IRR-ZAM-2020-02408,Zambia,2020,4.0,semi-commercial,False,641.0,16.4,occasional,2,none,none,none,none,0.0,4.0,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,621.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2409,IRR-UGA-2024-02409,Uganda,2024,3.48,subsistence,False,436.0,28.1,occasional,6,none,none,none,none,0.0,3.48,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,525.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
2410,IRR-NIG-2025-02410,Nigeria,2025,3.6,subsistence,True,780.0,17.6,occasional,4,sprinkler,reservoir,diesel,individual,1.31,2.29,36.4,70.0,9,good,1970.0,171.0,True,975.0,True,446.0,676.0,82.3,367.0,1.52,75.0,74.9,46.3,261.0,26.0,weekly,visual,vegetables,25.1,1.38,1,5862.0,4464.0,False,False,False,0.0,19.7,good,medium,False,False,True,4.4,modern,low_burden
2411,IRR-UGA-2023-02411,Uganda,2023,0.56,subsistence,False,993.0,16.6,frequent,7,none,none,none,none,0.0,0.56,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,486.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2412,IRR-MAL-2019-02412,Mali,2019,1.92,semi-commercial,True,456.0,24.3,occasional,2,sprinkler,lake,diesel,government,1.79,0.13,93.3,88.0,16,poor,2692.0,245.0,False,0.0,False,650.0,403.0,68.9,448.0,1.76,91.9,88.6,56.1,387.0,36.0,as_needed,soil_moisture,horticulture,50.9,1.34,1,11657.0,6496.0,False,False,False,0.0,20.9,poor,medium,False,False,False,5.5,modern,low_burden
2413,IRR-ZAM-2023-02413,Zambia,2023,7.48,commercial,False,895.0,21.6,occasional,7,none,none,none,none,0.0,7.48,0.0,0.0,0,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,low_burden
2414,IRR-MAL-2025-02414,Mali,2025,0.55,subsistence,False,400.0,32.3,rare,6,none,none,none,none,0.0,0.55,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,680.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2415,IRR-ZAM-2019-02415,Zambia,2019,2.4,semi-commercial,False,1010.0,26.1,rare,3,none,none,none,none,0.0,2.4,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,695.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2416,IRR-MAL-2019-02416,Mali,2019,1.26,subsistence,False,1178.0,16.8,rare,2,none,none,none,none,0.0,1.26,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,626.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
2417,IRR-ETH-2023-02417,Ethiopia,2023,3.83,semi-commercial,False,864.0,30.3,occasional,3,none,none,none,none,0.0,3.83,0.0,0.0,0,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,low_burden
2418,IRR-ETH-2019-02418,Ethiopia,2019,0.65,subsistence,False,885.0,19.7,occasional,2,none,none,none,none,0.0,0.65,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,544.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2419,IRR-BUR-2023-02419,Burkina Faso,2023,4.45,subsistence,False,894.0,29.0,occasional,5,none,none,none,none,0.0,4.45,0.0,0.0,0,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,low_burden
2420,IRR-ZAM-2020-02420,Zambia,2020,2.45,semi-commercial,False,658.0,28.3,occasional,3,none,none,none,none,0.0,2.45,0.0,0.0,0,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,low_burden
2421,IRR-KEN-2025-02421,Kenya,2025,1.91,semi-commercial,False,982.0,15.3,frequent,5,none,none,none,none,0.0,1.91,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,468.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2422,IRR-UGA-2024-02422,Uganda,2024,0.84,subsistence,False,816.0,30.8,occasional,7,none,none,none,none,0.0,0.84,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,401.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2423,IRR-BUR-2020-02423,Burkina Faso,2020,1.01,subsistence,False,745.0,29.5,rare,6,none,none,none,none,0.0,1.01,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,653.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2424,IRR-BUR-2018-02424,Burkina Faso,2018,0.36,commercial,False,605.0,34.8,occasional,4,none,none,none,none,0.0,0.36,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,608.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2425,IRR-MAL-2024-02425,Malawi,2024,2.08,subsistence,False,1554.0,23.6,occasional,4,none,none,none,none,0.0,2.08,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,691.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2426,IRR-MAL-2019-02426,Malawi,2019,1.2,semi-commercial,False,569.0,22.8,occasional,3,none,none,none,none,0.0,1.2,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,458.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2427,IRR-ZAM-2018-02427,Zambia,2018,0.64,subsistence,False,947.0,30.6,frequent,5,none,none,none,none,0.0,0.64,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,661.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2428,IRR-MAL-2022-02428,Mali,2022,3.29,semi-commercial,False,1163.0,17.3,rare,3,none,none,none,none,0.0,3.29,0.0,0.0,0,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,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
2429,IRR-ETH-2024-02429,Ethiopia,2024,1.05,subsistence,True,878.0,22.4,frequent,6,center_pivot,groundwater,diesel,individual,0.36,0.69,34.2,16.0,13,good,1801.0,96.0,False,0.0,False,661.0,593.0,69.5,459.0,2.01,72.1,75.5,37.8,81.0,4.0,weekly,calendar,maize,35.4,1.48,1,2380.0,6606.0,False,True,False,20.1,12.8,good,high,False,True,True,9.7,traditional,low_burden
2430,IRR-UGA-2025-02430,Uganda,2025,0.79,semi-commercial,False,711.0,30.0,frequent,6,none,none,none,none,0.0,0.79,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,686.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2431,IRR-TAN-2022-02431,Tanzania,2022,1.87,semi-commercial,True,828.0,22.5,occasional,2,surface,reservoir,gravity,cooperative,1.43,0.44,76.2,53.0,15,poor,1141.0,100.0,False,0.0,False,315.0,559.0,58.6,184.0,2.2,92.4,89.1,48.3,0.0,43.0,biweekly,visual,vegetables,21.5,1.4,1,4485.0,3146.0,True,False,False,0.0,0.0,poor,low,True,False,False,5.7,traditional,low_burden
2432,IRR-BUR-2018-02432,Burkina Faso,2018,11.42,semi-commercial,False,796.0,28.5,frequent,2,none,none,none,none,0.0,11.42,0.0,0.0,0,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,True,False,0.0,none,low_burden
2433,IRR-NIG-2021-02433,Nigeria,2021,0.83,commercial,False,1033.0,29.0,rare,4,none,none,none,none,0.0,0.83,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,408.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2434,IRR-ZAM-2023-02434,Zambia,2023,1.1,commercial,False,1143.0,34.6,occasional,3,none,none,none,none,0.0,1.1,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,421.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2435,IRR-KEN-2021-02435,Kenya,2021,2.52,semi-commercial,False,1174.0,22.0,occasional,5,none,none,none,none,0.0,2.52,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,631.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2436,IRR-ETH-2019-02436,Ethiopia,2019,1.25,subsistence,False,986.0,22.7,occasional,4,none,none,none,none,0.0,1.25,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,611.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2437,IRR-ETH-2024-02437,Ethiopia,2024,0.48,semi-commercial,True,1139.0,21.6,occasional,5,sprinkler,river,diesel,individual,0.41,0.07,84.9,13.0,19,good,615.0,35.0,False,0.0,True,708.0,432.0,81.1,574.0,1.93,92.7,72.3,54.3,84.0,8.0,daily,calendar,vegetables,43.6,1.33,3,2904.0,7078.0,True,True,False,0.0,13.4,good,medium,False,False,False,5.8,modern,low_burden
2438,IRR-GHA-2018-02438,Ghana,2018,0.39,subsistence,False,999.0,20.9,rare,7,none,none,none,none,0.0,0.39,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,464.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2439,IRR-BUR-2025-02439,Burkina Faso,2025,0.46,subsistence,True,991.0,22.9,frequent,2,surface,groundwater,electric,individual,0.14,0.32,30.7,4.0,16,excellent,113.0,10.0,False,0.0,False,519.0,534.0,49.4,256.0,1.65,79.8,89.7,35.3,8.0,4.0,daily,soil_moisture,fruits,30.6,1.44,2,733.0,5187.0,False,False,True,24.6,8.0,good,low,False,False,True,1.6,traditional,low_burden
2440,IRR-GHA-2024-02440,Ghana,2024,1.34,semi-commercial,False,770.0,33.4,occasional,7,none,none,none,none,0.0,1.34,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,607.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2441,IRR-UGA-2022-02441,Uganda,2022,5.31,semi-commercial,False,1001.0,24.7,frequent,7,none,none,none,none,0.0,5.31,0.0,0.0,0,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,low_burden
2442,IRR-GHA-2024-02442,Ghana,2024,1.17,semi-commercial,False,1305.0,33.2,frequent,4,none,none,none,none,0.0,1.17,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,505.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2443,IRR-MAL-2018-02443,Mali,2018,1.57,subsistence,False,765.0,28.2,frequent,6,none,none,none,none,0.0,1.57,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,586.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2444,IRR-ETH-2025-02444,Ethiopia,2025,3.14,semi-commercial,False,1290.0,32.1,occasional,3,none,none,none,none,0.0,3.14,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,477.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
2445,IRR-ETH-2021-02445,Ethiopia,2021,1.46,subsistence,True,535.0,32.7,frequent,5,manual,groundwater,electric,shared,0.7,0.76,47.8,34.0,11,good,139.0,21.0,False,0.0,False,386.0,423.0,56.3,217.0,1.17,94.8,76.8,40.9,60.0,56.0,biweekly,calendar,rice,28.4,1.71,1,2691.0,3860.0,False,False,False,51.6,18.3,good,low,False,True,True,0.7,traditional,low_burden
2446,IRR-TAN-2021-02446,Tanzania,2021,0.65,subsistence,False,847.0,33.9,rare,4,none,none,none,none,0.0,0.65,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,581.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2447,IRR-TAN-2018-02447,Tanzania,2018,0.71,subsistence,False,1131.0,30.7,frequent,7,none,none,none,none,0.0,0.71,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,403.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2448,IRR-UGA-2023-02448,Uganda,2023,0.63,subsistence,False,634.0,20.1,occasional,3,none,none,none,none,0.0,0.63,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,675.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
2449,IRR-ZAM-2023-02449,Zambia,2023,1.26,subsistence,False,1193.0,17.8,occasional,7,none,none,none,none,0.0,1.26,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,473.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2450,IRR-MAL-2018-02450,Mali,2018,0.2,subsistence,False,995.0,27.9,occasional,7,none,none,none,none,0.0,0.2,0.0,0.0,0,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,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
2451,IRR-UGA-2023-02451,Uganda,2023,2.52,subsistence,False,901.0,31.5,occasional,5,none,none,none,none,0.0,2.52,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,540.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2452,IRR-UGA-2023-02452,Uganda,2023,0.89,subsistence,False,906.0,32.5,occasional,3,none,none,none,none,0.0,0.89,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,622.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2453,IRR-BUR-2023-02453,Burkina Faso,2023,0.69,semi-commercial,False,1195.0,24.3,rare,4,none,none,none,none,0.0,0.69,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,415.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
2454,IRR-NIG-2023-02454,Nigeria,2023,0.92,semi-commercial,False,1091.0,16.3,rare,6,none,none,none,none,0.0,0.92,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,630.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
2455,IRR-MAL-2025-02455,Malawi,2025,1.9,semi-commercial,False,634.0,34.8,occasional,2,none,none,none,none,0.0,1.9,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,588.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2456,IRR-MAL-2019-02456,Malawi,2019,1.56,subsistence,False,946.0,28.5,frequent,3,none,none,none,none,0.0,1.56,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,490.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
2457,IRR-MAL-2021-02457,Mali,2021,2.35,subsistence,False,856.0,19.4,rare,4,none,none,none,none,0.0,2.35,0.0,0.0,0,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,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
2458,IRR-UGA-2023-02458,Uganda,2023,0.93,semi-commercial,True,774.0,19.2,occasional,7,flood,rainwater_harvesting,gravity,shared,0.67,0.26,71.9,35.0,4,good,267.0,27.0,False,0.0,False,642.0,451.0,45.6,293.0,1.05,88.1,71.7,28.8,0.0,27.0,as_needed,visual,fruits,38.4,1.42,2,4294.0,6422.0,True,False,True,0.0,0.0,good,low,True,False,False,1.5,traditional,low_burden
2459,IRR-TAN-2020-02459,Tanzania,2020,0.59,semi-commercial,True,1144.0,23.3,occasional,5,sprinkler,rainwater_harvesting,gravity,shared,0.49,0.1,82.7,17.0,5,poor,734.0,70.0,True,240.0,False,734.0,621.0,69.1,508.0,1.77,94.2,61.1,39.8,0.0,10.0,weekly,calendar,vegetables,33.6,1.61,2,3596.0,7344.0,False,False,False,0.0,0.0,poor,medium,False,False,False,7.4,modern,low_burden
2460,IRR-ETH-2019-02460,Ethiopia,2019,1.85,semi-commercial,False,875.0,27.1,frequent,5,none,none,none,none,0.0,1.85,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,672.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
2461,IRR-ZAM-2021-02461,Zambia,2021,3.21,semi-commercial,False,471.0,26.3,rare,7,none,none,none,none,0.0,3.21,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,575.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
2462,IRR-KEN-2021-02462,Kenya,2021,0.67,semi-commercial,False,1031.0,33.8,rare,7,none,none,none,none,0.0,0.67,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,409.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2463,IRR-MAL-2020-02463,Mali,2020,4.66,semi-commercial,False,1278.0,20.8,frequent,3,none,none,none,none,0.0,4.66,0.0,0.0,0,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,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,low_burden
2464,IRR-MAL-2024-02464,Malawi,2024,3.7,subsistence,False,642.0,28.4,frequent,2,none,none,none,none,0.0,3.7,0.0,0.0,0,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,low_burden
2465,IRR-BUR-2025-02465,Burkina Faso,2025,2.4,semi-commercial,False,1362.0,25.5,frequent,5,none,none,none,none,0.0,2.4,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,553.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
2466,IRR-TAN-2019-02466,Tanzania,2019,1.21,subsistence,False,1056.0,24.6,rare,4,none,none,none,none,0.0,1.21,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,570.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2467,IRR-NIG-2021-02467,Nigeria,2021,3.54,subsistence,False,809.0,26.9,occasional,4,none,none,none,none,0.0,3.54,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,510.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
2468,IRR-BUR-2022-02468,Burkina Faso,2022,0.87,semi-commercial,False,678.0,18.5,frequent,2,none,none,none,none,0.0,0.87,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,431.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2469,IRR-ETH-2022-02469,Ethiopia,2022,2.29,subsistence,False,1383.0,18.2,rare,6,none,none,none,none,0.0,2.29,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,586.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
2470,IRR-UGA-2023-02470,Uganda,2023,0.68,subsistence,False,1451.0,23.5,rare,7,none,none,none,none,0.0,0.68,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,645.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2471,IRR-TAN-2019-02471,Tanzania,2019,0.96,semi-commercial,False,1247.0,22.1,occasional,7,none,none,none,none,0.0,0.96,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,435.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
2472,IRR-BUR-2024-02472,Burkina Faso,2024,0.33,subsistence,False,711.0,16.3,occasional,2,none,none,none,none,0.0,0.33,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,687.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2473,IRR-UGA-2019-02473,Uganda,2019,0.98,semi-commercial,True,517.0,29.2,rare,2,manual,river,diesel,individual,0.39,0.59,39.9,18.0,5,good,78.0,12.0,False,0.0,False,466.0,524.0,55.4,258.0,2.22,74.9,63.8,26.5,108.0,31.0,daily,soil_moisture,vegetables,43.1,2.27,1,1822.0,4664.0,False,True,True,0.0,19.6,good,low,True,False,False,0.4,traditional,low_burden
2474,IRR-GHA-2018-02474,Ghana,2018,3.86,subsistence,False,1014.0,22.1,occasional,3,none,none,none,none,0.0,3.86,0.0,0.0,0,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,low_burden
2475,IRR-NIG-2018-02475,Nigeria,2018,0.56,subsistence,False,992.0,16.2,rare,2,none,none,none,none,0.0,0.56,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,608.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2476,IRR-TAN-2025-02476,Tanzania,2025,0.47,subsistence,False,1292.0,16.4,rare,7,none,none,none,none,0.0,0.47,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,543.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2477,IRR-ZAM-2022-02477,Zambia,2022,0.66,commercial,False,904.0,17.5,occasional,2,none,none,none,none,0.0,0.66,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,407.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2478,IRR-MAL-2021-02478,Mali,2021,0.55,semi-commercial,False,896.0,19.2,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,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
2479,IRR-TAN-2024-02479,Tanzania,2024,2.07,subsistence,False,842.0,16.8,rare,4,none,none,none,none,0.0,2.07,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,413.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2480,IRR-MAL-2020-02480,Mali,2020,0.41,subsistence,False,873.0,32.7,occasional,3,none,none,none,none,0.0,0.41,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,499.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2481,IRR-GHA-2022-02481,Ghana,2022,2.91,semi-commercial,True,1174.0,21.0,occasional,4,surface,river,diesel,individual,1.97,0.95,67.5,117.0,19,poor,1573.0,191.0,False,0.0,False,660.0,485.0,59.5,393.0,1.72,74.1,88.5,39.0,396.0,59.0,daily,calendar,vegetables,29.4,1.44,1,12983.0,6603.0,False,True,True,0.0,10.9,poor,low,True,False,False,3.7,traditional,low_burden
2482,IRR-MAL-2019-02482,Mali,2019,1.78,subsistence,False,1285.0,18.2,rare,4,none,none,none,none,0.0,1.78,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,498.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
2483,IRR-MAL-2023-02483,Malawi,2023,0.71,subsistence,False,936.0,25.6,occasional,6,none,none,none,none,0.0,0.71,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,478.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2484,IRR-KEN-2018-02484,Kenya,2018,3.32,semi-commercial,False,954.0,27.0,rare,4,none,none,none,none,0.0,3.32,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,523.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
2485,IRR-MAL-2023-02485,Malawi,2023,1.94,subsistence,False,921.0,28.7,occasional,7,none,none,none,none,0.0,1.94,0.0,0.0,0,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,low_burden
2486,IRR-KEN-2023-02486,Kenya,2023,1.35,subsistence,False,887.0,19.5,occasional,7,none,none,none,none,0.0,1.35,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,649.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2487,IRR-UGA-2020-02487,Uganda,2020,0.84,semi-commercial,False,1177.0,21.8,frequent,4,none,none,none,none,0.0,0.84,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,672.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2488,IRR-ETH-2022-02488,Ethiopia,2022,1.33,subsistence,False,726.0,15.4,occasional,4,none,none,none,none,0.0,1.33,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,473.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2489,IRR-ETH-2019-02489,Ethiopia,2019,1.8,semi-commercial,False,504.0,30.9,occasional,3,none,none,none,none,0.0,1.8,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,587.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2490,IRR-ZAM-2021-02490,Zambia,2021,0.66,subsistence,False,996.0,28.2,occasional,5,none,none,none,none,0.0,0.66,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,508.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2491,IRR-NIG-2019-02491,Nigeria,2019,1.22,subsistence,False,637.0,21.4,occasional,7,none,none,none,none,0.0,1.22,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,660.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2492,IRR-UGA-2021-02492,Uganda,2021,1.02,commercial,False,878.0,34.8,rare,2,none,none,none,none,0.0,1.02,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,631.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2493,IRR-ZAM-2022-02493,Zambia,2022,0.86,subsistence,False,1377.0,23.0,occasional,6,none,none,none,none,0.0,0.86,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,408.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2494,IRR-ZAM-2021-02494,Zambia,2021,1.86,subsistence,True,766.0,34.0,occasional,4,manual,reservoir,solar,shared,0.79,1.07,42.3,31.0,12,poor,157.0,15.0,True,52.0,False,402.0,648.0,52.3,210.0,1.89,87.5,69.1,31.6,0.0,63.0,daily,calendar,vegetables,50.2,2.35,2,3158.0,4021.0,True,True,False,0.0,18.3,poor,low,False,False,False,0.3,traditional,low_burden
2495,IRR-TAN-2025-02495,Tanzania,2025,0.55,semi-commercial,False,808.0,16.4,rare,6,none,none,none,none,0.0,0.55,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,615.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2496,IRR-NIG-2023-02496,Nigeria,2023,1.6,subsistence,False,932.0,18.0,rare,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,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
2497,IRR-GHA-2024-02497,Ghana,2024,3.21,semi-commercial,False,797.0,19.4,frequent,7,none,none,none,none,0.0,3.21,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,470.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
2498,IRR-ZAM-2019-02498,Zambia,2019,2.64,subsistence,False,1221.0,22.5,rare,6,none,none,none,none,0.0,2.64,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,409.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2499,IRR-KEN-2021-02499,Kenya,2021,1.59,semi-commercial,False,727.0,30.9,occasional,2,none,none,none,none,0.0,1.59,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,452.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2500,IRR-ETH-2022-02500,Ethiopia,2022,1.54,subsistence,True,848.0,29.7,occasional,7,center_pivot,river,electric,private_company,0.96,0.59,62.0,53.0,5,good,4779.0,697.0,False,0.0,False,462.0,593.0,73.1,338.0,1.78,83.5,67.8,41.4,142.0,10.0,daily,calendar,cotton,21.3,2.09,1,4418.0,4622.0,False,False,False,0.0,24.2,good,high,True,False,False,29.2,traditional,low_burden
2501,IRR-MAL-2024-02501,Malawi,2024,0.39,subsistence,False,512.0,27.8,frequent,2,none,none,none,none,0.0,0.39,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,452.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2502,IRR-UGA-2018-02502,Uganda,2018,0.85,commercial,True,1163.0,23.5,rare,4,manual,rainwater_harvesting,electric,cooperative,0.78,0.08,91.1,29.0,10,fair,156.0,17.0,True,53.0,True,667.0,425.0,62.0,413.0,2.14,87.2,65.9,35.6,51.0,62.0,biweekly,calendar,rice,59.3,1.79,1,5190.0,6669.0,False,False,False,0.0,19.2,poor,low,False,False,False,0.6,traditional,low_burden
2503,IRR-TAN-2020-02503,Tanzania,2020,1.27,subsistence,False,1021.0,19.2,occasional,2,none,none,none,none,0.0,1.27,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,683.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2504,IRR-BUR-2022-02504,Burkina Faso,2022,1.79,subsistence,False,773.0,27.7,rare,5,none,none,none,none,0.0,1.79,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,698.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2505,IRR-MAL-2019-02505,Malawi,2019,0.88,semi-commercial,False,733.0,20.6,rare,4,none,none,none,none,0.0,0.88,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,482.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2506,IRR-MAL-2021-02506,Mali,2021,3.21,semi-commercial,False,818.0,30.9,occasional,7,none,none,none,none,0.0,3.21,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,418.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2507,IRR-GHA-2021-02507,Ghana,2021,1.42,subsistence,True,733.0,22.0,rare,7,sprinkler,groundwater,diesel,cooperative,1.27,0.14,89.8,41.0,12,fair,1906.0,258.0,True,964.0,True,782.0,648.0,74.1,580.0,0.92,71.9,65.9,35.1,241.0,25.0,as_needed,visual,maize,41.6,2.5,1,9944.0,7825.0,True,True,False,42.4,11.7,poor,medium,False,False,False,6.5,modern,low_burden
2508,IRR-BUR-2018-02508,Burkina Faso,2018,1.66,semi-commercial,False,622.0,23.7,frequent,2,none,none,none,none,0.0,1.66,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,437.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
2509,IRR-BUR-2018-02509,Burkina Faso,2018,0.24,semi-commercial,False,865.0,31.8,rare,3,none,none,none,none,0.0,0.24,0.0,0.0,0,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,low_burden
2510,IRR-UGA-2021-02510,Uganda,2021,1.28,semi-commercial,False,895.0,33.7,frequent,3,none,none,none,none,0.0,1.28,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,490.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
2511,IRR-BUR-2021-02511,Burkina Faso,2021,1.31,subsistence,False,722.0,17.7,occasional,3,none,none,none,none,0.0,1.31,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,611.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2512,IRR-KEN-2022-02512,Kenya,2022,0.67,semi-commercial,False,931.0,17.9,frequent,4,none,none,none,none,0.0,0.67,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,483.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2513,IRR-KEN-2018-02513,Kenya,2018,1.34,commercial,False,915.0,18.5,occasional,7,none,none,none,none,0.0,1.34,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,646.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
2514,IRR-UGA-2025-02514,Uganda,2025,0.69,semi-commercial,False,949.0,24.2,rare,6,none,none,none,none,0.0,0.69,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,427.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2515,IRR-GHA-2022-02515,Ghana,2022,1.12,semi-commercial,False,558.0,23.5,occasional,3,none,none,none,none,0.0,1.12,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,555.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2516,IRR-NIG-2022-02516,Nigeria,2022,1.35,subsistence,False,948.0,25.3,frequent,2,none,none,none,none,0.0,1.35,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,573.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2517,IRR-ZAM-2022-02517,Zambia,2022,2.48,semi-commercial,True,635.0,32.9,rare,2,sprinkler,reservoir,solar,shared,1.35,1.13,54.4,61.0,7,good,2023.0,211.0,False,0.0,True,490.0,499.0,69.4,340.0,1.18,89.0,89.5,55.3,0.0,27.0,daily,visual,maize,58.6,1.64,1,6603.0,4896.0,False,False,False,0.0,22.7,good,medium,True,False,True,2.8,modern,low_burden
2518,IRR-ZAM-2025-02518,Zambia,2025,1.06,semi-commercial,True,1220.0,15.4,occasional,7,flood,groundwater,electric,government,0.46,0.6,43.3,16.0,19,good,183.0,13.0,True,97.0,False,402.0,459.0,43.6,175.0,2.44,90.7,76.3,30.2,27.0,18.0,biweekly,calendar,vegetables,51.1,1.84,2,1836.0,4017.0,True,False,False,33.1,24.2,good,low,True,False,True,0.7,traditional,low_burden
2519,IRR-MAL-2025-02519,Malawi,2025,1.27,subsistence,False,781.0,25.4,occasional,2,none,none,none,none,0.0,1.27,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,618.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
2520,IRR-NIG-2018-02520,Nigeria,2018,0.94,subsistence,False,1003.0,15.1,occasional,6,none,none,none,none,0.0,0.94,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,475.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2521,IRR-BUR-2020-02521,Burkina Faso,2020,1.53,subsistence,False,716.0,27.7,occasional,6,none,none,none,none,0.0,1.53,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,467.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2522,IRR-MAL-2022-02522,Mali,2022,2.3,semi-commercial,False,717.0,29.6,occasional,2,none,none,none,none,0.0,2.3,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,483.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2523,IRR-UGA-2025-02523,Uganda,2025,1.83,subsistence,False,706.0,31.7,frequent,2,none,none,none,none,0.0,1.83,0.0,0.0,0,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,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,low_burden
2524,IRR-UGA-2021-02524,Uganda,2021,0.69,semi-commercial,False,1472.0,30.5,occasional,2,none,none,none,none,0.0,0.69,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,489.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
2525,IRR-GHA-2021-02525,Ghana,2021,2.34,subsistence,False,707.0,16.0,occasional,3,none,none,none,none,0.0,2.34,0.0,0.0,0,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,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
2526,IRR-BUR-2018-02526,Burkina Faso,2018,0.97,subsistence,False,763.0,15.5,rare,6,none,none,none,none,0.0,0.97,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,639.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2527,IRR-UGA-2023-02527,Uganda,2023,0.55,semi-commercial,False,1049.0,17.5,occasional,5,none,none,none,none,0.0,0.55,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,545.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
2528,IRR-ZAM-2019-02528,Zambia,2019,1.32,commercial,False,667.0,17.6,occasional,5,none,none,none,none,0.0,1.32,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,455.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2529,IRR-UGA-2021-02529,Uganda,2021,1.93,semi-commercial,False,1042.0,26.1,occasional,2,none,none,none,none,0.0,1.93,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,529.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2530,IRR-TAN-2024-02530,Tanzania,2024,6.46,semi-commercial,False,952.0,25.2,rare,2,none,none,none,none,0.0,6.46,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,685.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2531,IRR-NIG-2020-02531,Nigeria,2020,1.06,semi-commercial,False,827.0,31.7,occasional,3,none,none,none,none,0.0,1.06,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,673.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
2532,IRR-ZAM-2019-02532,Zambia,2019,1.48,subsistence,False,1052.0,22.7,frequent,2,none,none,none,none,0.0,1.48,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,566.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
2533,IRR-ZAM-2025-02533,Zambia,2025,0.88,semi-commercial,True,1108.0,15.4,rare,4,sprinkler,groundwater,solar,individual,0.74,0.14,84.2,32.0,3,excellent,1112.0,87.0,False,0.0,True,477.0,538.0,65.6,313.0,2.47,76.7,73.2,36.9,0.0,15.0,biweekly,visual,vegetables,23.3,1.69,2,3539.0,4772.0,False,False,False,46.0,18.5,good,medium,True,False,True,10.8,modern,low_burden
2534,IRR-UGA-2024-02534,Uganda,2024,1.0,subsistence,False,565.0,31.2,occasional,5,none,none,none,none,0.0,1.0,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,523.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
2535,IRR-GHA-2025-02535,Ghana,2025,2.58,semi-commercial,False,400.0,26.2,rare,6,none,none,none,none,0.0,2.58,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,696.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
2536,IRR-ZAM-2018-02536,Zambia,2018,0.66,semi-commercial,False,886.0,17.8,rare,3,none,none,none,none,0.0,0.66,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,454.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2537,IRR-NIG-2025-02537,Nigeria,2025,1.13,subsistence,False,639.0,30.1,frequent,4,none,none,none,none,0.0,1.13,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,694.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2538,IRR-KEN-2020-02538,Kenya,2020,1.79,semi-commercial,False,1205.0,15.8,rare,6,none,none,none,none,0.0,1.79,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,418.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2539,IRR-BUR-2022-02539,Burkina Faso,2022,0.73,subsistence,False,889.0,27.8,frequent,5,none,none,none,none,0.0,0.73,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,543.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2540,IRR-ETH-2022-02540,Ethiopia,2022,1.44,semi-commercial,False,659.0,23.3,frequent,5,none,none,none,none,0.0,1.44,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,563.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
2541,IRR-MAL-2018-02541,Mali,2018,0.5,semi-commercial,False,670.0,34.2,frequent,2,none,none,none,none,0.0,0.5,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,650.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2542,IRR-ZAM-2023-02542,Zambia,2023,4.36,subsistence,True,896.0,31.1,rare,3,drip,reservoir,gravity,individual,2.06,2.3,47.3,115.0,5,fair,5156.0,327.0,True,2778.0,False,532.0,578.0,93.8,499.0,0.99,90.6,95.0,80.7,0.0,31.0,biweekly,weather_based,vegetables,54.9,2.2,2,10977.0,5322.0,False,False,False,0.0,0.0,poor,high,True,False,False,4.3,modern,low_burden
2543,IRR-KEN-2020-02543,Kenya,2020,1.59,subsistence,False,712.0,26.3,frequent,7,none,none,none,none,0.0,1.59,0.0,0.0,0,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,low_burden
2544,IRR-ETH-2024-02544,Ethiopia,2024,1.52,subsistence,True,1114.0,19.8,rare,3,drip,river,electric,individual,1.17,0.34,77.3,67.0,5,fair,2937.0,348.0,False,0.0,True,792.0,619.0,77.6,614.0,1.17,85.9,89.2,59.4,157.0,18.0,daily,weather_based,cotton,40.7,2.4,2,9299.0,7915.0,True,False,False,0.0,8.1,poor,high,False,False,False,9.5,modern,low_burden
2545,IRR-KEN-2022-02545,Kenya,2022,0.89,subsistence,False,1337.0,33.7,rare,6,none,none,none,none,0.0,0.89,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,600.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2546,IRR-MAL-2019-02546,Malawi,2019,1.54,subsistence,False,1266.0,18.4,occasional,5,none,none,none,none,0.0,1.54,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,446.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2547,IRR-ETH-2019-02547,Ethiopia,2019,1.3,semi-commercial,False,596.0,30.3,rare,6,none,none,none,none,0.0,1.3,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,579.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2548,IRR-NIG-2019-02548,Nigeria,2019,1.09,subsistence,False,803.0,30.3,frequent,2,none,none,none,none,0.0,1.09,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,652.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2549,IRR-MAL-2022-02549,Malawi,2022,1.93,commercial,False,1242.0,34.9,rare,6,none,none,none,none,0.0,1.93,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,683.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2550,IRR-GHA-2023-02550,Ghana,2023,0.78,semi-commercial,True,922.0,21.2,rare,3,sprinkler,groundwater,gravity,individual,0.34,0.44,44.0,15.0,2,poor,514.0,35.0,False,0.0,True,729.0,585.0,79.0,576.0,2.31,90.1,77.7,55.3,0.0,7.0,weekly,calendar,cotton,20.2,1.69,2,2499.0,7293.0,False,True,False,6.1,0.0,poor,medium,True,False,False,6.5,modern,low_burden
2551,IRR-UGA-2025-02551,Uganda,2025,4.93,commercial,False,1323.0,28.0,occasional,7,none,none,none,none,0.0,4.93,0.0,0.0,0,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,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
2552,IRR-KEN-2020-02552,Kenya,2020,1.94,semi-commercial,False,651.0,26.5,occasional,7,none,none,none,none,0.0,1.94,0.0,0.0,0,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,low_burden
2553,IRR-NIG-2022-02553,Nigeria,2022,0.7,semi-commercial,False,976.0,21.3,occasional,7,none,none,none,none,0.0,0.7,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,499.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2554,IRR-MAL-2022-02554,Mali,2022,1.17,subsistence,False,1018.0,17.3,rare,7,none,none,none,none,0.0,1.17,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,680.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2555,IRR-ETH-2018-02555,Ethiopia,2018,2.77,semi-commercial,False,1123.0,29.9,occasional,6,none,none,none,none,0.0,2.77,0.0,0.0,0,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,low_burden
2556,IRR-MAL-2019-02556,Malawi,2019,1.07,semi-commercial,False,1167.0,29.2,frequent,3,none,none,none,none,0.0,1.07,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,514.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
2557,IRR-NIG-2023-02557,Nigeria,2023,0.49,semi-commercial,False,967.0,22.9,frequent,5,none,none,none,none,0.0,0.49,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,465.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
2558,IRR-KEN-2023-02558,Kenya,2023,3.13,subsistence,False,577.0,33.0,frequent,5,none,none,none,none,0.0,3.13,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,688.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2559,IRR-ETH-2024-02559,Ethiopia,2024,2.28,semi-commercial,False,1351.0,19.7,rare,3,none,none,none,none,0.0,2.28,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,510.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
2560,IRR-KEN-2024-02560,Kenya,2024,1.29,subsistence,True,600.0,27.5,frequent,3,manual,rainwater_harvesting,diesel,individual,1.22,0.07,94.6,60.0,7,good,244.0,23.0,False,0.0,False,581.0,653.0,63.6,369.0,1.51,91.2,74.2,43.0,223.0,97.0,weekly,soil_moisture,vegetables,44.8,1.76,2,7080.0,5814.0,False,True,False,0.0,10.7,good,low,True,True,False,0.8,traditional,low_burden
2561,IRR-KEN-2024-02561,Kenya,2024,0.54,subsistence,False,918.0,28.8,occasional,4,none,none,none,none,0.0,0.54,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,634.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2562,IRR-ETH-2024-02562,Ethiopia,2024,1.32,commercial,False,1044.0,30.5,frequent,5,none,none,none,none,0.0,1.32,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,567.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
2563,IRR-BUR-2020-02563,Burkina Faso,2020,1.32,semi-commercial,False,1258.0,15.3,occasional,5,none,none,none,none,0.0,1.32,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,632.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2564,IRR-GHA-2020-02564,Ghana,2020,1.69,semi-commercial,False,719.0,23.7,occasional,6,none,none,none,none,0.0,1.69,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,591.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2565,IRR-ZAM-2020-02565,Zambia,2020,1.02,semi-commercial,False,400.0,20.0,occasional,6,none,none,none,none,0.0,1.02,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,434.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2566,IRR-NIG-2019-02566,Nigeria,2019,3.02,subsistence,False,1177.0,26.8,rare,5,none,none,none,none,0.0,3.02,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,560.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
2567,IRR-MAL-2020-02567,Mali,2020,0.33,semi-commercial,False,1010.0,21.3,occasional,6,none,none,none,none,0.0,0.33,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,530.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
2568,IRR-BUR-2018-02568,Burkina Faso,2018,3.02,subsistence,False,421.0,29.6,occasional,4,none,none,none,none,0.0,3.02,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,622.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2569,IRR-BUR-2021-02569,Burkina Faso,2021,1.79,semi-commercial,False,1265.0,17.6,occasional,5,none,none,none,none,0.0,1.79,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,599.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
2570,IRR-TAN-2018-02570,Tanzania,2018,0.94,semi-commercial,False,1207.0,15.4,frequent,2,none,none,none,none,0.0,0.94,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,658.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2571,IRR-UGA-2023-02571,Uganda,2023,1.66,semi-commercial,False,1449.0,15.6,occasional,2,none,none,none,none,0.0,1.66,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,611.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2572,IRR-ZAM-2019-02572,Zambia,2019,4.75,subsistence,False,853.0,30.3,frequent,7,none,none,none,none,0.0,4.75,0.0,0.0,0,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,low_burden
2573,IRR-NIG-2020-02573,Nigeria,2020,3.93,subsistence,False,991.0,22.9,occasional,4,none,none,none,none,0.0,3.93,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,698.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2574,IRR-KEN-2021-02574,Kenya,2021,1.66,semi-commercial,False,1226.0,19.6,occasional,7,none,none,none,none,0.0,1.66,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,638.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2575,IRR-NIG-2019-02575,Nigeria,2019,0.78,semi-commercial,False,631.0,26.2,rare,2,none,none,none,none,0.0,0.78,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,482.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2576,IRR-MAL-2023-02576,Malawi,2023,0.67,semi-commercial,False,1069.0,26.9,frequent,5,none,none,none,none,0.0,0.67,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,454.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2577,IRR-UGA-2023-02577,Uganda,2023,3.33,semi-commercial,False,1183.0,33.2,occasional,5,none,none,none,none,0.0,3.33,0.0,0.0,0,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,low_burden
2578,IRR-NIG-2021-02578,Nigeria,2021,0.75,semi-commercial,False,827.0,29.9,frequent,3,none,none,none,none,0.0,0.75,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,460.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
2579,IRR-UGA-2023-02579,Uganda,2023,1.48,commercial,False,1769.0,23.4,occasional,2,none,none,none,none,0.0,1.48,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,688.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2580,IRR-UGA-2023-02580,Uganda,2023,1.71,subsistence,False,936.0,31.4,occasional,6,none,none,none,none,0.0,1.71,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,436.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2581,IRR-BUR-2020-02581,Burkina Faso,2020,0.93,commercial,False,1061.0,23.2,frequent,7,none,none,none,none,0.0,0.93,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,424.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2582,IRR-UGA-2025-02582,Uganda,2025,1.44,semi-commercial,False,819.0,15.6,occasional,5,none,none,none,none,0.0,1.44,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,464.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
2583,IRR-GHA-2024-02583,Ghana,2024,1.95,subsistence,True,675.0,20.2,occasional,6,surface,groundwater,manual,government,1.25,0.71,63.8,41.0,15,good,997.0,125.0,False,0.0,False,732.0,540.0,53.5,392.0,1.57,70.5,62.9,23.7,0.0,37.0,as_needed,visual,vegetables,34.0,2.1,1,9126.0,7321.0,False,True,False,15.1,0.0,good,low,False,False,True,3.0,traditional,low_burden
2584,IRR-ETH-2020-02584,Ethiopia,2020,1.08,subsistence,False,819.0,28.5,occasional,2,none,none,none,none,0.0,1.08,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,566.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2585,IRR-MAL-2021-02585,Malawi,2021,1.02,semi-commercial,False,808.0,30.1,frequent,4,none,none,none,none,0.0,1.02,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,697.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2586,IRR-NIG-2021-02586,Nigeria,2021,1.64,semi-commercial,True,695.0,33.0,rare,3,sprinkler,groundwater,solar,individual,1.38,0.25,84.5,47.0,6,fair,2074.0,107.0,False,0.0,True,694.0,507.0,76.0,527.0,1.1,83.4,69.0,43.8,0.0,28.0,daily,calendar,maize,25.2,2.42,2,9589.0,6935.0,True,False,True,67.5,9.6,poor,medium,False,False,False,10.0,modern,low_burden
2587,IRR-MAL-2019-02587,Mali,2019,0.79,subsistence,True,789.0,27.5,frequent,2,flood,rainwater_harvesting,manual,shared,0.36,0.43,46.0,18.0,19,excellent,145.0,19.0,False,0.0,True,506.0,480.0,47.7,242.0,0.99,94.4,88.5,39.9,0.0,15.0,biweekly,calendar,sugarcane,21.5,1.77,2,1835.0,5060.0,True,True,False,0.0,0.0,good,low,True,True,False,1.7,traditional,low_burden
2588,IRR-TAN-2024-02588,Tanzania,2024,0.8,subsistence,False,882.0,15.5,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,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
2589,IRR-ETH-2019-02589,Ethiopia,2019,0.98,subsistence,False,1124.0,19.8,occasional,7,none,none,none,none,0.0,0.98,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,444.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2590,IRR-UGA-2020-02590,Uganda,2020,1.33,subsistence,False,1075.0,24.2,frequent,3,none,none,none,none,0.0,1.33,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,425.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2591,IRR-GHA-2023-02591,Ghana,2023,1.39,subsistence,False,858.0,18.8,occasional,3,none,none,none,none,0.0,1.39,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,548.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2592,IRR-ETH-2021-02592,Ethiopia,2021,2.28,semi-commercial,False,1344.0,32.2,occasional,5,none,none,none,none,0.0,2.28,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,474.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2593,IRR-TAN-2023-02593,Tanzania,2023,1.66,semi-commercial,False,625.0,16.6,rare,3,none,none,none,none,0.0,1.66,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,498.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2594,IRR-BUR-2019-02594,Burkina Faso,2019,0.42,semi-commercial,False,798.0,21.2,occasional,4,none,none,none,none,0.0,0.42,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,481.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2595,IRR-UGA-2021-02595,Uganda,2021,1.98,semi-commercial,True,1139.0,32.8,occasional,5,drip,reservoir,solar,individual,0.88,1.1,44.5,29.0,13,excellent,2205.0,248.0,False,0.0,False,503.0,420.0,78.4,394.0,2.42,73.9,77.6,44.9,0.0,13.0,biweekly,visual,rice,27.9,1.29,3,4439.0,5033.0,False,False,False,0.0,15.7,good,high,False,False,True,8.0,modern,low_burden
2596,IRR-UGA-2020-02596,Uganda,2020,0.62,subsistence,False,1089.0,34.7,occasional,6,none,none,none,none,0.0,0.62,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,415.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
2597,IRR-ZAM-2024-02597,Zambia,2024,1.81,subsistence,False,400.0,27.0,occasional,5,none,none,none,none,0.0,1.81,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,667.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2598,IRR-MAL-2018-02598,Mali,2018,1.64,semi-commercial,False,1050.0,32.2,frequent,2,none,none,none,none,0.0,1.64,0.0,0.0,0,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,low_burden
2599,IRR-UGA-2025-02599,Uganda,2025,6.47,subsistence,False,586.0,16.5,occasional,4,none,none,none,none,0.0,6.47,0.0,0.0,0,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,low_burden
2600,IRR-BUR-2021-02600,Burkina Faso,2021,0.72,subsistence,False,841.0,25.8,frequent,5,none,none,none,none,0.0,0.72,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,435.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2601,IRR-KEN-2022-02601,Kenya,2022,1.05,subsistence,False,1023.0,33.7,frequent,2,none,none,none,none,0.0,1.05,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,498.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
2602,IRR-KEN-2021-02602,Kenya,2021,1.46,subsistence,True,932.0,25.1,rare,7,surface,rainwater_harvesting,electric,private_company,1.21,0.25,82.9,46.0,5,fair,966.0,116.0,False,0.0,False,535.0,672.0,57.3,307.0,1.68,70.5,70.1,28.3,120.0,36.0,weekly,soil_moisture,rice,37.0,1.46,2,6455.0,5348.0,False,True,False,0.0,18.0,poor,low,False,False,False,3.6,traditional,low_burden
2603,IRR-KEN-2023-02603,Kenya,2023,0.39,semi-commercial,False,1122.0,18.3,occasional,2,none,none,none,none,0.0,0.39,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,699.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2604,IRR-BUR-2022-02604,Burkina Faso,2022,6.18,semi-commercial,False,1363.0,23.2,frequent,7,none,none,none,none,0.0,6.18,0.0,0.0,0,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,True,False,0.0,none,low_burden
2605,IRR-MAL-2019-02605,Mali,2019,5.35,semi-commercial,False,862.0,33.9,rare,2,none,none,none,none,0.0,5.35,0.0,0.0,0,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,low_burden
2606,IRR-TAN-2021-02606,Tanzania,2021,2.5,subsistence,False,1127.0,31.8,occasional,2,none,none,none,none,0.0,2.5,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,552.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
2607,IRR-MAL-2023-02607,Malawi,2023,3.07,commercial,False,765.0,34.5,frequent,7,none,none,none,none,0.0,3.07,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,412.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2608,IRR-ETH-2023-02608,Ethiopia,2023,1.04,subsistence,False,950.0,23.9,rare,6,none,none,none,none,0.0,1.04,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,644.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2609,IRR-NIG-2021-02609,Nigeria,2021,1.41,commercial,False,743.0,25.8,rare,5,none,none,none,none,0.0,1.41,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,483.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2610,IRR-UGA-2018-02610,Uganda,2018,0.87,subsistence,False,1120.0,33.7,occasional,4,none,none,none,none,0.0,0.87,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,562.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2611,IRR-KEN-2022-02611,Kenya,2022,0.76,subsistence,False,400.0,26.1,rare,7,none,none,none,none,0.0,0.76,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,513.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2612,IRR-MAL-2024-02612,Malawi,2024,0.93,subsistence,False,714.0,21.3,frequent,7,none,none,none,none,0.0,0.93,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,678.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
2613,IRR-MAL-2021-02613,Malawi,2021,0.91,subsistence,True,1242.0,32.4,frequent,5,surface,river,diesel,shared,0.43,0.48,46.8,23.0,2,fair,340.0,47.0,False,0.0,False,322.0,660.0,59.4,191.0,1.71,77.1,76.9,35.2,69.0,13.0,as_needed,calendar,horticulture,51.9,1.99,1,1372.0,3224.0,False,False,False,0.0,9.9,poor,low,True,True,False,1.4,traditional,low_burden
2614,IRR-KEN-2022-02614,Kenya,2022,10.3,subsistence,True,699.0,28.1,occasional,6,sprinkler,reservoir,wind,individual,7.74,2.56,75.1,444.0,14,poor,11611.0,1275.0,True,6707.0,False,636.0,637.0,67.5,429.0,1.75,85.4,63.6,36.6,0.0,155.0,weekly,soil_moisture,rice,21.6,1.74,1,49254.0,6363.0,True,False,True,0.0,0.0,poor,medium,True,False,False,10.4,modern,low_burden
2615,IRR-ETH-2020-02615,Ethiopia,2020,1.35,subsistence,False,1161.0,25.9,frequent,2,none,none,none,none,0.0,1.35,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,643.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2616,IRR-ZAM-2022-02616,Zambia,2022,0.82,semi-commercial,True,1036.0,20.0,rare,6,flood,groundwater,wind,individual,0.79,0.03,96.4,28.0,8,good,315.0,21.0,False,0.0,False,419.0,447.0,45.3,190.0,1.14,72.1,68.0,22.2,0.0,32.0,biweekly,calendar,maize,26.2,1.28,2,3300.0,4190.0,False,False,False,23.0,0.0,good,low,True,False,True,2.9,traditional,low_burden
2617,IRR-NIG-2023-02617,Nigeria,2023,0.71,semi-commercial,False,901.0,18.3,occasional,7,none,none,none,none,0.0,0.71,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,534.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2618,IRR-NIG-2019-02618,Nigeria,2019,0.96,semi-commercial,False,970.0,19.5,rare,6,none,none,none,none,0.0,0.96,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,634.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2619,IRR-KEN-2020-02619,Kenya,2020,1.97,semi-commercial,False,915.0,17.1,occasional,5,none,none,none,none,0.0,1.97,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,638.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2620,IRR-KEN-2019-02620,Kenya,2019,4.03,subsistence,False,792.0,34.0,rare,3,none,none,none,none,0.0,4.03,0.0,0.0,0,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,low_burden
2621,IRR-MAL-2022-02621,Mali,2022,1.58,semi-commercial,False,400.0,34.0,occasional,5,none,none,none,none,0.0,1.58,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,637.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2622,IRR-MAL-2021-02622,Malawi,2021,1.35,semi-commercial,False,716.0,30.4,occasional,7,none,none,none,none,0.0,1.35,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,401.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2623,IRR-BUR-2022-02623,Burkina Faso,2022,3.39,semi-commercial,False,838.0,18.9,occasional,4,none,none,none,none,0.0,3.39,0.0,0.0,0,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,low_burden
2624,IRR-MAL-2024-02624,Mali,2024,1.42,commercial,True,965.0,20.6,rare,5,flood,river,solar,individual,0.62,0.79,44.0,35.0,12,fair,249.0,25.0,False,0.0,False,321.0,608.0,38.8,125.0,1.47,83.7,83.4,27.1,0.0,25.0,as_needed,visual,maize,46.5,1.81,2,2002.0,3212.0,False,False,False,0.0,20.4,poor,low,False,False,False,0.8,traditional,low_burden
2625,IRR-ETH-2019-02625,Ethiopia,2019,2.65,subsistence,False,1155.0,28.1,occasional,2,none,none,none,none,0.0,2.65,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,447.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2626,IRR-TAN-2022-02626,Tanzania,2022,0.93,subsistence,False,764.0,16.8,rare,4,none,none,none,none,0.0,0.93,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,590.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
2627,IRR-GHA-2021-02627,Ghana,2021,0.9,commercial,False,900.0,22.5,rare,4,none,none,none,none,0.0,0.9,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,485.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2628,IRR-UGA-2022-02628,Uganda,2022,1.07,subsistence,False,461.0,23.6,occasional,5,none,none,none,none,0.0,1.07,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,614.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
2629,IRR-ZAM-2024-02629,Zambia,2024,1.48,subsistence,False,864.0,19.3,rare,7,none,none,none,none,0.0,1.48,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,608.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2630,IRR-NIG-2024-02630,Nigeria,2024,1.35,semi-commercial,False,964.0,28.8,rare,2,none,none,none,none,0.0,1.35,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,607.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2631,IRR-MAL-2020-02631,Malawi,2020,1.27,subsistence,False,1081.0,24.9,frequent,5,none,none,none,none,0.0,1.27,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,481.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2632,IRR-TAN-2022-02632,Tanzania,2022,2.83,subsistence,False,665.0,15.4,occasional,3,none,none,none,none,0.0,2.83,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,621.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2633,IRR-ZAM-2023-02633,Zambia,2023,0.46,subsistence,False,785.0,19.0,occasional,6,none,none,none,none,0.0,0.46,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,455.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2634,IRR-TAN-2019-02634,Tanzania,2019,0.69,semi-commercial,False,618.0,32.4,occasional,3,none,none,none,none,0.0,0.69,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,517.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2635,IRR-KEN-2019-02635,Kenya,2019,2.01,subsistence,False,427.0,18.7,occasional,2,none,none,none,none,0.0,2.01,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,657.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2636,IRR-NIG-2025-02636,Nigeria,2025,1.21,subsistence,False,1141.0,33.4,rare,2,none,none,none,none,0.0,1.21,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,474.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2637,IRR-ETH-2018-02637,Ethiopia,2018,2.63,commercial,False,912.0,22.0,occasional,4,none,none,none,none,0.0,2.63,0.0,0.0,0,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,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
2638,IRR-NIG-2020-02638,Nigeria,2020,4.81,semi-commercial,False,920.0,16.3,rare,5,none,none,none,none,0.0,4.81,0.0,0.0,0,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,low_burden
2639,IRR-BUR-2018-02639,Burkina Faso,2018,4.11,semi-commercial,False,1388.0,17.2,frequent,7,none,none,none,none,0.0,4.11,0.0,0.0,0,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,True,False,0.0,none,low_burden
2640,IRR-KEN-2024-02640,Kenya,2024,1.41,semi-commercial,False,1063.0,17.6,frequent,5,none,none,none,none,0.0,1.41,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,602.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
2641,IRR-GHA-2020-02641,Ghana,2020,1.82,semi-commercial,False,1297.0,25.3,frequent,6,none,none,none,none,0.0,1.82,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,694.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2642,IRR-MAL-2024-02642,Mali,2024,4.28,semi-commercial,False,1285.0,17.1,occasional,6,none,none,none,none,0.0,4.28,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,636.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
2643,IRR-KEN-2019-02643,Kenya,2019,5.14,subsistence,False,1151.0,20.7,occasional,4,none,none,none,none,0.0,5.14,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,693.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2644,IRR-ETH-2020-02644,Ethiopia,2020,0.89,semi-commercial,False,915.0,24.8,rare,5,none,none,none,none,0.0,0.89,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,524.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2645,IRR-ETH-2020-02645,Ethiopia,2020,2.26,semi-commercial,True,428.0,21.6,occasional,3,manual,river,wind,cooperative,2.1,0.16,93.1,97.0,18,fair,421.0,44.0,True,146.0,True,749.0,668.0,59.0,441.0,1.78,81.4,80.7,38.7,0.0,168.0,biweekly,calendar,maize,22.5,2.45,1,15741.0,7487.0,True,True,True,0.0,0.0,poor,low,True,False,False,1.7,traditional,low_burden
2646,IRR-TAN-2022-02646,Tanzania,2022,1.66,subsistence,False,1320.0,26.0,occasional,7,none,none,none,none,0.0,1.66,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,597.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2647,IRR-GHA-2019-02647,Ghana,2019,5.46,subsistence,False,1048.0,29.5,rare,3,none,none,none,none,0.0,5.46,0.0,0.0,0,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,low_burden
2648,IRR-GHA-2020-02648,Ghana,2020,0.58,subsistence,True,807.0,27.1,rare,4,surface,rainwater_harvesting,gravity,individual,0.23,0.34,40.4,11.0,4,excellent,186.0,16.0,True,74.0,False,676.0,506.0,47.3,320.0,1.0,84.9,75.7,30.4,0.0,7.0,biweekly,calendar,vegetables,39.9,1.82,3,1571.0,6755.0,False,False,False,0.0,0.0,good,low,False,False,False,1.6,traditional,low_burden
2649,IRR-NIG-2022-02649,Nigeria,2022,0.78,subsistence,False,1113.0,33.9,rare,6,none,none,none,none,0.0,0.78,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,410.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2650,IRR-MAL-2018-02650,Mali,2018,1.23,semi-commercial,False,985.0,25.7,occasional,6,none,none,none,none,0.0,1.23,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,532.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
2651,IRR-UGA-2019-02651,Uganda,2019,0.79,semi-commercial,False,1034.0,30.8,occasional,7,none,none,none,none,0.0,0.79,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,418.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2652,IRR-BUR-2022-02652,Burkina Faso,2022,4.1,semi-commercial,False,400.0,25.7,occasional,3,none,none,none,none,0.0,4.1,0.0,0.0,0,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,low_burden
2653,IRR-UGA-2024-02653,Uganda,2024,1.63,semi-commercial,True,1319.0,26.6,occasional,6,manual,groundwater,electric,shared,1.24,0.39,76.1,74.0,6,good,249.0,18.0,False,0.0,False,735.0,414.0,58.6,431.0,2.34,89.4,63.5,33.3,154.0,99.0,weekly,weather_based,vegetables,42.9,1.91,1,9137.0,7349.0,True,False,False,44.0,21.6,good,low,False,False,True,0.7,traditional,low_burden
2654,IRR-MAL-2019-02654,Malawi,2019,1.04,subsistence,False,988.0,31.2,occasional,5,none,none,none,none,0.0,1.04,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,590.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2655,IRR-GHA-2024-02655,Ghana,2024,1.46,subsistence,False,506.0,29.2,occasional,6,none,none,none,none,0.0,1.46,0.0,0.0,0,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,low_burden
2656,IRR-ZAM-2025-02656,Zambia,2025,2.45,subsistence,False,703.0,18.6,rare,5,none,none,none,none,0.0,2.45,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,610.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2657,IRR-ETH-2025-02657,Ethiopia,2025,1.25,semi-commercial,False,1389.0,27.9,occasional,7,none,none,none,none,0.0,1.25,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,410.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2658,IRR-MAL-2018-02658,Malawi,2018,0.84,subsistence,False,789.0,15.5,occasional,3,none,none,none,none,0.0,0.84,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,453.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
2659,IRR-NIG-2019-02659,Nigeria,2019,1.32,subsistence,False,1164.0,28.3,occasional,2,none,none,none,none,0.0,1.32,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,478.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2660,IRR-KEN-2023-02660,Kenya,2023,3.49,subsistence,False,722.0,22.7,rare,4,none,none,none,none,0.0,3.49,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,510.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2661,IRR-KEN-2022-02661,Kenya,2022,0.55,subsistence,False,845.0,33.0,occasional,4,none,none,none,none,0.0,0.55,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,615.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
2662,IRR-TAN-2024-02662,Tanzania,2024,2.17,subsistence,True,724.0,30.8,rare,2,center_pivot,river,gravity,shared,1.67,0.5,76.8,55.0,18,excellent,8340.0,1202.0,True,3920.0,True,346.0,452.0,69.2,239.0,1.48,84.8,78.8,46.2,0.0,17.0,as_needed,calendar,rice,40.4,1.62,2,5767.0,3457.0,False,False,False,0.0,0.0,good,high,False,False,False,19.0,traditional,low_burden
2663,IRR-BUR-2020-02663,Burkina Faso,2020,1.08,subsistence,False,928.0,33.2,occasional,2,none,none,none,none,0.0,1.08,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,471.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2664,IRR-TAN-2023-02664,Tanzania,2023,0.93,subsistence,False,1169.0,20.0,frequent,5,none,none,none,none,0.0,0.93,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,490.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
2665,IRR-KEN-2018-02665,Kenya,2018,0.94,subsistence,False,677.0,15.1,rare,2,none,none,none,none,0.0,0.94,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,503.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2666,IRR-ZAM-2019-02666,Zambia,2019,2.21,subsistence,False,840.0,19.6,rare,3,none,none,none,none,0.0,2.21,0.0,0.0,0,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,low_burden
2667,IRR-KEN-2024-02667,Kenya,2024,2.57,subsistence,True,1016.0,22.9,occasional,4,drip,groundwater,solar,individual,2.01,0.56,78.3,83.0,9,fair,5033.0,533.0,True,2891.0,False,651.0,433.0,87.5,570.0,0.94,75.9,75.7,50.2,0.0,30.0,biweekly,calendar,horticulture,53.2,1.88,2,13109.0,6512.0,False,True,False,29.6,8.4,poor,high,False,False,False,7.4,modern,low_burden
2668,IRR-ETH-2021-02668,Ethiopia,2021,0.66,subsistence,False,1267.0,22.8,occasional,5,none,none,none,none,0.0,0.66,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,699.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2669,IRR-ETH-2024-02669,Ethiopia,2024,0.98,subsistence,False,629.0,30.7,rare,4,none,none,none,none,0.0,0.98,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,658.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2670,IRR-KEN-2022-02670,Kenya,2022,2.72,commercial,False,940.0,19.4,frequent,5,none,none,none,none,0.0,2.72,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,668.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2671,IRR-NIG-2023-02671,Nigeria,2023,0.73,subsistence,False,805.0,25.9,frequent,4,none,none,none,none,0.0,0.73,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,658.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
2672,IRR-TAN-2018-02672,Tanzania,2018,2.77,subsistence,False,1155.0,18.4,occasional,7,none,none,none,none,0.0,2.77,0.0,0.0,0,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,low_burden
2673,IRR-MAL-2019-02673,Mali,2019,1.49,subsistence,False,927.0,22.7,occasional,2,none,none,none,none,0.0,1.49,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,585.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2674,IRR-KEN-2019-02674,Kenya,2019,0.8,semi-commercial,False,765.0,19.3,frequent,4,none,none,none,none,0.0,0.8,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,526.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2675,IRR-MAL-2020-02675,Mali,2020,0.65,subsistence,False,952.0,26.2,occasional,5,none,none,none,none,0.0,0.65,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,593.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2676,IRR-TAN-2021-02676,Tanzania,2021,8.15,subsistence,False,850.0,27.6,rare,5,none,none,none,none,0.0,8.15,0.0,0.0,0,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,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
2677,IRR-GHA-2021-02677,Ghana,2021,1.69,semi-commercial,True,683.0,24.2,occasional,6,sprinkler,river,diesel,individual,0.59,1.1,34.9,27.0,6,good,883.0,50.0,False,0.0,False,719.0,576.0,80.6,579.0,2.47,84.8,83.9,57.4,78.0,12.0,biweekly,calendar,rice,47.1,1.34,3,4231.0,7186.0,False,False,False,0.0,22.1,good,medium,False,False,False,2.2,modern,low_burden
2678,IRR-KEN-2021-02678,Kenya,2021,1.7,commercial,False,888.0,28.5,occasional,3,none,none,none,none,0.0,1.7,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,623.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2679,IRR-BUR-2018-02679,Burkina Faso,2018,0.33,subsistence,True,904.0,15.5,frequent,5,surface,groundwater,manual,individual,0.1,0.23,30.3,3.0,5,poor,81.0,7.0,False,0.0,False,671.0,621.0,48.1,323.0,1.2,92.2,65.0,28.8,0.0,3.0,weekly,visual,rice,42.3,1.46,1,678.0,6714.0,True,False,True,36.2,0.0,poor,low,True,False,False,1.1,traditional,low_burden
2680,IRR-BUR-2022-02680,Burkina Faso,2022,1.06,semi-commercial,False,400.0,30.0,frequent,5,none,none,none,none,0.0,1.06,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,676.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2681,IRR-NIG-2023-02681,Nigeria,2023,0.69,subsistence,False,767.0,17.0,occasional,2,none,none,none,none,0.0,0.69,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,475.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2682,IRR-UGA-2022-02682,Uganda,2022,0.47,subsistence,False,1051.0,30.7,rare,3,none,none,none,none,0.0,0.47,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,500.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2683,IRR-MAL-2023-02683,Mali,2023,2.78,subsistence,False,578.0,18.0,frequent,7,none,none,none,none,0.0,2.78,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,471.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
2684,IRR-MAL-2021-02684,Mali,2021,0.43,semi-commercial,False,1203.0,31.2,rare,3,none,none,none,none,0.0,0.43,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,612.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2685,IRR-BUR-2022-02685,Burkina Faso,2022,1.76,subsistence,False,635.0,25.4,occasional,7,none,none,none,none,0.0,1.76,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,424.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2686,IRR-UGA-2023-02686,Uganda,2023,1.69,subsistence,False,765.0,32.9,rare,2,none,none,none,none,0.0,1.69,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,465.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2687,IRR-BUR-2022-02687,Burkina Faso,2022,2.2,subsistence,False,651.0,31.7,frequent,3,none,none,none,none,0.0,2.2,0.0,0.0,0,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,True,False,0.0,none,low_burden
2688,IRR-ZAM-2022-02688,Zambia,2022,2.23,subsistence,False,1042.0,30.9,occasional,5,none,none,none,none,0.0,2.23,0.0,0.0,0,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,low_burden
2689,IRR-MAL-2024-02689,Mali,2024,2.77,subsistence,False,1067.0,31.7,frequent,5,none,none,none,none,0.0,2.77,0.0,0.0,0,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,low_burden
2690,IRR-ZAM-2018-02690,Zambia,2018,1.59,semi-commercial,True,1547.0,31.3,rare,4,flood,river,solar,cooperative,0.71,0.88,44.5,37.0,11,good,283.0,39.0,False,0.0,False,690.0,556.0,39.2,270.0,1.55,78.2,67.9,20.8,0.0,28.0,biweekly,weather_based,rice,25.9,2.16,2,4879.0,6903.0,False,False,False,0.0,15.3,good,low,True,False,False,1.4,traditional,low_burden
2691,IRR-MAL-2024-02691,Malawi,2024,1.17,subsistence,False,1337.0,18.1,occasional,3,none,none,none,none,0.0,1.17,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,595.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
2692,IRR-KEN-2025-02692,Kenya,2025,0.47,semi-commercial,False,1034.0,34.0,frequent,6,none,none,none,none,0.0,0.47,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,565.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
2693,IRR-ETH-2024-02693,Ethiopia,2024,0.59,subsistence,False,632.0,31.0,frequent,2,none,none,none,none,0.0,0.59,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,471.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2694,IRR-NIG-2023-02694,Nigeria,2023,3.06,commercial,False,1035.0,22.8,occasional,3,none,none,none,none,0.0,3.06,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,496.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2695,IRR-GHA-2018-02695,Ghana,2018,0.74,subsistence,False,923.0,17.1,rare,4,none,none,none,none,0.0,0.74,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,415.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2696,IRR-NIG-2023-02696,Nigeria,2023,2.58,subsistence,False,417.0,25.1,occasional,2,none,none,none,none,0.0,2.58,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,430.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2697,IRR-TAN-2024-02697,Tanzania,2024,1.59,subsistence,False,968.0,17.8,frequent,7,none,none,none,none,0.0,1.59,0.0,0.0,0,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,True,False,0.0,none,low_burden
2698,IRR-TAN-2018-02698,Tanzania,2018,1.89,commercial,False,1138.0,30.4,occasional,2,none,none,none,none,0.0,1.89,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,677.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2699,IRR-MAL-2018-02699,Mali,2018,1.85,subsistence,False,852.0,34.6,rare,4,none,none,none,none,0.0,1.85,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,606.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2700,IRR-NIG-2022-02700,Nigeria,2022,3.54,subsistence,False,596.0,20.6,occasional,4,none,none,none,none,0.0,3.54,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,640.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
2701,IRR-ZAM-2021-02701,Zambia,2021,2.21,commercial,False,1315.0,15.3,occasional,7,none,none,none,none,0.0,2.21,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,413.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2702,IRR-BUR-2018-02702,Burkina Faso,2018,2.11,commercial,False,920.0,29.3,rare,7,none,none,none,none,0.0,2.11,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,640.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2703,IRR-NIG-2021-02703,Nigeria,2021,1.21,subsistence,False,1054.0,15.4,occasional,4,none,none,none,none,0.0,1.21,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,566.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2704,IRR-KEN-2020-02704,Kenya,2020,0.82,subsistence,False,850.0,33.3,rare,4,none,none,none,none,0.0,0.82,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,496.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2705,IRR-ZAM-2022-02705,Zambia,2022,3.29,subsistence,True,855.0,33.2,occasional,6,flood,river,electric,cooperative,1.29,2.0,39.2,43.0,3,good,516.0,75.0,True,240.0,False,379.0,432.0,39.8,151.0,1.14,79.2,65.9,20.8,76.0,52.0,daily,soil_moisture,rice,40.8,2.17,1,4894.0,3793.0,False,False,True,0.0,12.1,good,low,True,False,False,0.8,traditional,low_burden
2706,IRR-NIG-2019-02706,Nigeria,2019,1.48,subsistence,False,622.0,20.6,rare,4,none,none,none,none,0.0,1.48,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,618.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2707,IRR-MAL-2025-02707,Malawi,2025,0.53,subsistence,False,1144.0,15.5,frequent,4,none,none,none,none,0.0,0.53,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,547.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2708,IRR-ZAM-2021-02708,Zambia,2021,4.1,commercial,False,946.0,21.9,frequent,2,none,none,none,none,0.0,4.1,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,487.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2709,IRR-UGA-2020-02709,Uganda,2020,1.35,subsistence,False,925.0,22.6,frequent,5,none,none,none,none,0.0,1.35,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,584.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2710,IRR-KEN-2023-02710,Kenya,2023,5.85,semi-commercial,False,931.0,17.6,occasional,5,none,none,none,none,0.0,5.85,0.0,0.0,0,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,low_burden
2711,IRR-TAN-2021-02711,Tanzania,2021,1.62,subsistence,False,1128.0,29.2,frequent,7,none,none,none,none,0.0,1.62,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,403.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2712,IRR-TAN-2020-02712,Tanzania,2020,0.58,subsistence,False,1254.0,25.0,rare,2,none,none,none,none,0.0,0.58,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,478.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
2713,IRR-ZAM-2023-02713,Zambia,2023,0.64,subsistence,True,693.0,26.7,occasional,5,center_pivot,river,wind,individual,0.33,0.31,51.9,18.0,15,good,1662.0,84.0,False,0.0,False,477.0,574.0,85.6,409.0,2.21,93.7,74.0,59.4,0.0,3.0,biweekly,visual,sugarcane,40.7,2.39,2,1586.0,4774.0,False,True,True,0.0,0.0,good,high,False,False,False,12.7,traditional,low_burden
2714,IRR-ETH-2018-02714,Ethiopia,2018,1.78,subsistence,True,541.0,18.7,occasional,6,drip,lake,electric,shared,1.34,0.44,75.3,61.0,8,good,3353.0,470.0,True,1487.0,False,519.0,571.0,89.1,462.0,2.21,83.4,83.7,62.2,129.0,20.0,biweekly,visual,vegetables,57.4,2.3,1,6962.0,5191.0,False,False,False,0.0,9.3,good,high,False,False,False,6.6,modern,low_burden
2715,IRR-UGA-2018-02715,Uganda,2018,1.11,subsistence,False,773.0,34.6,frequent,7,none,none,none,none,0.0,1.11,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,555.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
2716,IRR-ZAM-2022-02716,Zambia,2022,1.11,commercial,False,470.0,28.6,occasional,4,none,none,none,none,0.0,1.11,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,403.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2717,IRR-BUR-2025-02717,Burkina Faso,2025,0.3,semi-commercial,False,982.0,27.8,occasional,7,none,none,none,none,0.0,0.3,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,573.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2718,IRR-UGA-2019-02718,Uganda,2019,2.99,semi-commercial,False,656.0,26.3,occasional,6,none,none,none,none,0.0,2.99,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,444.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2719,IRR-GHA-2024-02719,Ghana,2024,1.56,semi-commercial,False,735.0,33.6,frequent,7,none,none,none,none,0.0,1.56,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,543.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2720,IRR-ETH-2020-02720,Ethiopia,2020,1.45,subsistence,False,1001.0,17.2,rare,2,none,none,none,none,0.0,1.45,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,606.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2721,IRR-BUR-2022-02721,Burkina Faso,2022,1.24,semi-commercial,False,1384.0,21.0,occasional,2,none,none,none,none,0.0,1.24,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,429.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2722,IRR-KEN-2020-02722,Kenya,2020,1.34,subsistence,False,808.0,27.4,rare,3,none,none,none,none,0.0,1.34,0.0,0.0,0,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,low_burden
2723,IRR-MAL-2018-02723,Mali,2018,2.91,semi-commercial,False,400.0,30.3,frequent,6,none,none,none,none,0.0,2.91,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,464.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
2724,IRR-ETH-2018-02724,Ethiopia,2018,1.33,semi-commercial,False,1185.0,34.5,rare,2,none,none,none,none,0.0,1.33,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,462.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2725,IRR-MAL-2018-02725,Malawi,2018,2.21,commercial,True,1225.0,23.5,rare,7,flood,groundwater,diesel,government,1.71,0.5,77.5,78.0,16,good,684.0,71.0,False,0.0,True,425.0,535.0,46.0,195.0,1.5,87.1,82.2,32.9,429.0,68.0,biweekly,visual,rice,48.0,2.27,1,7266.0,4248.0,False,False,False,13.3,17.0,good,low,False,False,True,1.3,traditional,low_burden
2726,IRR-GHA-2022-02726,Ghana,2022,3.27,subsistence,False,523.0,24.5,rare,2,none,none,none,none,0.0,3.27,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,419.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2727,IRR-GHA-2022-02727,Ghana,2022,2.7,subsistence,False,649.0,19.7,occasional,5,none,none,none,none,0.0,2.7,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,637.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2728,IRR-NIG-2021-02728,Nigeria,2021,0.48,subsistence,False,1131.0,16.3,occasional,4,none,none,none,none,0.0,0.48,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,505.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
2729,IRR-TAN-2025-02729,Tanzania,2025,5.45,semi-commercial,False,1280.0,23.0,frequent,2,none,none,none,none,0.0,5.45,0.0,0.0,0,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,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,low_burden
2730,IRR-UGA-2020-02730,Uganda,2020,1.93,commercial,False,1300.0,26.0,occasional,6,none,none,none,none,0.0,1.93,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,575.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
2731,IRR-UGA-2020-02731,Uganda,2020,3.88,semi-commercial,False,630.0,27.7,occasional,7,none,none,none,none,0.0,3.88,0.0,0.0,0,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,low_burden
2732,IRR-MAL-2019-02732,Mali,2019,0.55,subsistence,False,772.0,17.2,occasional,6,none,none,none,none,0.0,0.55,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,690.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
2733,IRR-GHA-2022-02733,Ghana,2022,1.33,subsistence,False,1286.0,19.1,rare,3,none,none,none,none,0.0,1.33,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,690.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
2734,IRR-KEN-2021-02734,Kenya,2021,2.28,semi-commercial,False,643.0,17.5,occasional,6,none,none,none,none,0.0,2.28,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,505.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2735,IRR-ETH-2018-02735,Ethiopia,2018,5.39,semi-commercial,False,1171.0,17.6,occasional,7,none,none,none,none,0.0,5.39,0.0,0.0,0,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,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
2736,IRR-UGA-2022-02736,Uganda,2022,0.86,subsistence,False,872.0,32.1,occasional,7,none,none,none,none,0.0,0.86,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,484.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2737,IRR-NIG-2020-02737,Nigeria,2020,0.73,semi-commercial,False,541.0,34.0,rare,2,none,none,none,none,0.0,0.73,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,613.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2738,IRR-UGA-2018-02738,Uganda,2018,1.13,subsistence,False,1245.0,27.8,occasional,7,none,none,none,none,0.0,1.13,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,632.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2739,IRR-ZAM-2020-02739,Zambia,2020,0.43,semi-commercial,False,585.0,31.2,frequent,6,none,none,none,none,0.0,0.43,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,695.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2740,IRR-TAN-2018-02740,Tanzania,2018,1.8,semi-commercial,False,863.0,33.1,rare,3,none,none,none,none,0.0,1.8,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,638.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2741,IRR-GHA-2024-02741,Ghana,2024,2.76,semi-commercial,False,1100.0,24.7,frequent,5,none,none,none,none,0.0,2.76,0.0,0.0,0,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,True,False,0.0,none,low_burden
2742,IRR-TAN-2025-02742,Tanzania,2025,0.22,subsistence,True,763.0,22.0,rare,7,flood,river,solar,cooperative,0.12,0.11,52.2,4.0,8,poor,46.0,6.0,False,0.0,False,626.0,617.0,43.0,269.0,1.31,82.5,84.8,30.1,0.0,5.0,as_needed,calendar,fruits,35.1,2.13,2,725.0,6262.0,True,False,True,0.0,11.3,poor,low,True,False,False,1.2,traditional,low_burden
2743,IRR-MAL-2019-02743,Malawi,2019,5.71,semi-commercial,False,1004.0,31.3,rare,2,none,none,none,none,0.0,5.71,0.0,0.0,0,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,low_burden
2744,IRR-MAL-2020-02744,Malawi,2020,2.86,semi-commercial,False,831.0,28.1,frequent,5,none,none,none,none,0.0,2.86,0.0,0.0,0,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,low_burden
2745,IRR-GHA-2025-02745,Ghana,2025,1.37,subsistence,False,579.0,30.9,occasional,3,none,none,none,none,0.0,1.37,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,536.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2746,IRR-ETH-2019-02746,Ethiopia,2019,1.05,commercial,True,709.0,30.7,rare,5,sprinkler,lake,gravity,individual,0.5,0.55,47.6,24.0,11,excellent,751.0,49.0,False,0.0,False,701.0,503.0,78.7,552.0,1.12,85.0,75.2,50.3,0.0,10.0,weekly,calendar,rice,25.0,2.31,2,3510.0,7014.0,False,False,False,0.0,0.0,good,medium,True,False,False,5.7,modern,low_burden
2747,IRR-TAN-2024-02747,Tanzania,2024,0.59,semi-commercial,False,957.0,32.5,occasional,6,none,none,none,none,0.0,0.59,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,494.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2748,IRR-NIG-2021-02748,Nigeria,2021,1.48,semi-commercial,False,1056.0,32.3,occasional,3,none,none,none,none,0.0,1.48,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,619.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2749,IRR-KEN-2021-02749,Kenya,2021,1.45,subsistence,False,1243.0,24.6,frequent,6,none,none,none,none,0.0,1.45,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,647.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2750,IRR-ETH-2022-02750,Ethiopia,2022,2.26,semi-commercial,True,1151.0,20.1,frequent,7,surface,lake,gravity,shared,0.88,1.38,38.9,35.0,14,good,702.0,80.0,True,217.0,False,594.0,483.0,51.0,303.0,1.68,91.1,63.8,29.7,0.0,26.0,biweekly,weather_based,vegetables,50.0,1.77,2,5209.0,5939.0,False,False,True,0.0,0.0,good,low,True,False,False,1.2,traditional,low_burden
2751,IRR-GHA-2023-02751,Ghana,2023,0.96,semi-commercial,True,651.0,15.5,frequent,7,surface,river,solar,shared,0.95,0.0,99.6,37.0,6,excellent,762.0,97.0,False,0.0,True,452.0,499.0,59.2,268.0,1.78,80.0,88.5,41.9,0.0,29.0,weekly,visual,rice,29.2,1.26,1,4306.0,4523.0,False,False,False,0.0,23.3,good,low,False,True,False,5.5,traditional,low_burden
2752,IRR-BUR-2020-02752,Burkina Faso,2020,0.93,commercial,False,400.0,16.4,occasional,5,none,none,none,none,0.0,0.93,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,470.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2753,IRR-MAL-2020-02753,Malawi,2020,1.11,subsistence,False,1035.0,20.9,frequent,5,none,none,none,none,0.0,1.11,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,451.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
2754,IRR-BUR-2023-02754,Burkina Faso,2023,2.11,subsistence,False,906.0,18.9,rare,5,none,none,none,none,0.0,2.11,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,532.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2755,IRR-MAL-2018-02755,Mali,2018,1.37,subsistence,False,581.0,26.5,occasional,5,none,none,none,none,0.0,1.37,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,432.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2756,IRR-BUR-2023-02756,Burkina Faso,2023,1.43,subsistence,True,589.0,18.8,occasional,7,flood,lake,electric,individual,1.26,0.17,87.9,48.0,13,poor,503.0,69.0,False,0.0,False,681.0,581.0,40.7,277.0,1.59,70.9,81.3,23.4,77.0,50.0,weekly,visual,sugarcane,51.5,1.72,2,8564.0,6811.0,True,False,False,0.0,6.5,poor,low,True,False,False,1.4,traditional,low_burden
2757,IRR-ZAM-2021-02757,Zambia,2021,0.67,semi-commercial,False,1182.0,23.2,occasional,7,none,none,none,none,0.0,0.67,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,457.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2758,IRR-NIG-2021-02758,Nigeria,2021,1.9,commercial,False,1152.0,30.0,rare,3,none,none,none,none,0.0,1.9,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,468.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2759,IRR-KEN-2023-02759,Kenya,2023,1.57,semi-commercial,False,795.0,28.2,frequent,2,none,none,none,none,0.0,1.57,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,439.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2760,IRR-ZAM-2025-02760,Zambia,2025,1.19,semi-commercial,False,1098.0,20.2,rare,5,none,none,none,none,0.0,1.19,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,670.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2761,IRR-ETH-2019-02761,Ethiopia,2019,0.84,subsistence,False,1248.0,26.4,rare,4,none,none,none,none,0.0,0.84,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,616.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2762,IRR-TAN-2023-02762,Tanzania,2023,0.97,subsistence,False,1049.0,15.8,occasional,7,none,none,none,none,0.0,0.97,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,690.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2763,IRR-ETH-2018-02763,Ethiopia,2018,1.67,subsistence,False,1210.0,34.0,frequent,4,none,none,none,none,0.0,1.67,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,536.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
2764,IRR-GHA-2022-02764,Ghana,2022,0.43,subsistence,True,981.0,31.0,frequent,2,sprinkler,lake,electric,individual,0.27,0.16,62.0,12.0,6,fair,402.0,34.0,False,0.0,False,761.0,422.0,77.3,588.0,2.38,83.8,86.4,55.9,32.0,5.0,daily,calendar,sugarcane,46.3,1.2,1,2036.0,7605.0,True,True,False,0.0,23.6,poor,medium,True,True,False,4.0,modern,low_burden
2765,IRR-TAN-2020-02765,Tanzania,2020,1.88,semi-commercial,False,698.0,33.4,rare,4,none,none,none,none,0.0,1.88,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,515.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2766,IRR-GHA-2020-02766,Ghana,2020,0.46,semi-commercial,False,751.0,34.4,occasional,3,none,none,none,none,0.0,0.46,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,448.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
2767,IRR-MAL-2025-02767,Mali,2025,1.34,subsistence,False,626.0,22.6,occasional,6,none,none,none,none,0.0,1.34,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,619.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2768,IRR-MAL-2021-02768,Mali,2021,2.04,subsistence,False,1156.0,19.7,occasional,6,none,none,none,none,0.0,2.04,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,584.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2769,IRR-ZAM-2020-02769,Zambia,2020,0.76,subsistence,False,400.0,16.4,occasional,2,none,none,none,none,0.0,0.76,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,571.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2770,IRR-TAN-2018-02770,Tanzania,2018,3.12,subsistence,False,973.0,20.9,occasional,4,none,none,none,none,0.0,3.12,0.0,0.0,0,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,low_burden
2771,IRR-UGA-2021-02771,Uganda,2021,1.87,semi-commercial,False,842.0,34.6,rare,4,none,none,none,none,0.0,1.87,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,573.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
2772,IRR-BUR-2019-02772,Burkina Faso,2019,0.9,commercial,False,698.0,20.1,frequent,4,none,none,none,none,0.0,0.9,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,551.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
2773,IRR-ETH-2019-02773,Ethiopia,2019,2.28,semi-commercial,False,964.0,20.1,occasional,7,none,none,none,none,0.0,2.28,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,670.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2774,IRR-ZAM-2022-02774,Zambia,2022,1.75,subsistence,False,678.0,24.8,rare,7,none,none,none,none,0.0,1.75,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,693.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2775,IRR-KEN-2025-02775,Kenya,2025,2.29,commercial,True,832.0,21.6,occasional,3,surface,lake,gravity,shared,2.11,0.18,92.1,98.0,5,excellent,1689.0,222.0,False,0.0,True,506.0,580.0,55.7,282.0,2.12,84.4,78.6,36.9,0.0,63.0,weekly,calendar,fruits,37.8,2.21,2,10684.0,5061.0,False,True,False,0.0,0.0,good,low,False,False,False,3.9,traditional,low_burden
2776,IRR-ETH-2025-02776,Ethiopia,2025,2.39,commercial,False,1135.0,26.0,occasional,3,none,none,none,none,0.0,2.39,0.0,0.0,0,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,low_burden
2777,IRR-KEN-2019-02777,Kenya,2019,1.86,semi-commercial,False,624.0,33.0,frequent,6,none,none,none,none,0.0,1.86,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,674.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2778,IRR-MAL-2023-02778,Malawi,2023,0.82,subsistence,False,1005.0,34.3,occasional,6,none,none,none,none,0.0,0.82,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,672.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2779,IRR-UGA-2023-02779,Uganda,2023,1.9,commercial,True,681.0,34.0,frequent,6,sprinkler,groundwater,diesel,individual,1.61,0.29,84.5,94.0,16,fair,2412.0,316.0,True,1033.0,False,557.0,458.0,77.3,430.0,1.31,81.5,87.0,54.8,281.0,32.0,weekly,visual,vegetables,48.1,1.48,2,8950.0,5567.0,False,False,False,22.7,20.2,poor,medium,False,True,False,5.3,modern,low_burden
2780,IRR-TAN-2024-02780,Tanzania,2024,1.12,subsistence,False,1332.0,17.0,frequent,3,none,none,none,none,0.0,1.12,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,674.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
2781,IRR-MAL-2022-02781,Mali,2022,1.49,commercial,False,729.0,23.0,rare,2,none,none,none,none,0.0,1.49,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,401.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2782,IRR-ZAM-2025-02782,Zambia,2025,1.86,subsistence,False,1349.0,23.6,frequent,7,none,none,none,none,0.0,1.86,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,654.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2783,IRR-ZAM-2020-02783,Zambia,2020,2.82,semi-commercial,False,815.0,16.8,frequent,4,none,none,none,none,0.0,2.82,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,552.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2784,IRR-TAN-2025-02784,Tanzania,2025,1.68,semi-commercial,False,623.0,26.5,rare,4,none,none,none,none,0.0,1.68,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,537.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2785,IRR-GHA-2018-02785,Ghana,2018,1.18,subsistence,False,1001.0,29.4,occasional,2,none,none,none,none,0.0,1.18,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,439.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2786,IRR-MAL-2019-02786,Mali,2019,11.6,semi-commercial,False,972.0,28.6,rare,7,none,none,none,none,0.0,11.6,0.0,0.0,0,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,low_burden
2787,IRR-BUR-2018-02787,Burkina Faso,2018,1.22,subsistence,False,550.0,24.2,frequent,3,none,none,none,none,0.0,1.22,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,563.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
2788,IRR-ETH-2025-02788,Ethiopia,2025,1.37,subsistence,False,1009.0,30.9,rare,7,none,none,none,none,0.0,1.37,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,506.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2789,IRR-KEN-2023-02789,Kenya,2023,1.53,subsistence,True,1184.0,33.2,occasional,2,sprinkler,river,diesel,individual,1.44,0.09,94.2,53.0,19,fair,2164.0,178.0,False,0.0,False,691.0,618.0,64.4,445.0,2.25,79.1,62.9,32.0,346.0,29.0,biweekly,visual,vegetables,34.2,2.36,2,9966.0,6909.0,False,False,False,0.0,17.0,poor,medium,False,False,False,8.3,modern,low_burden
2790,IRR-TAN-2021-02790,Tanzania,2021,0.45,semi-commercial,False,499.0,33.3,frequent,6,none,none,none,none,0.0,0.45,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,662.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2791,IRR-NIG-2019-02791,Nigeria,2019,1.17,semi-commercial,False,603.0,21.5,rare,3,none,none,none,none,0.0,1.17,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,443.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2792,IRR-NIG-2018-02792,Nigeria,2018,0.81,subsistence,False,1121.0,16.8,frequent,2,none,none,none,none,0.0,0.81,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,437.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2793,IRR-MAL-2025-02793,Malawi,2025,1.47,semi-commercial,False,640.0,27.3,frequent,7,none,none,none,none,0.0,1.47,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,674.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
2794,IRR-GHA-2025-02794,Ghana,2025,0.68,subsistence,False,817.0,28.1,occasional,6,none,none,none,none,0.0,0.68,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,478.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
2795,IRR-MAL-2019-02795,Malawi,2019,1.26,commercial,False,1243.0,19.0,occasional,4,none,none,none,none,0.0,1.26,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,425.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
2796,IRR-BUR-2023-02796,Burkina Faso,2023,1.55,subsistence,False,891.0,18.8,frequent,7,none,none,none,none,0.0,1.55,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,556.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
2797,IRR-ZAM-2023-02797,Zambia,2023,0.99,subsistence,False,992.0,26.1,occasional,6,none,none,none,none,0.0,0.99,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,580.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2798,IRR-MAL-2024-02798,Mali,2024,0.76,commercial,False,819.0,22.2,frequent,4,none,none,none,none,0.0,0.76,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,508.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2799,IRR-ZAM-2024-02799,Zambia,2024,1.16,subsistence,False,400.0,33.9,rare,3,none,none,none,none,0.0,1.16,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,553.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2800,IRR-ETH-2024-02800,Ethiopia,2024,4.03,semi-commercial,False,521.0,17.1,frequent,3,none,none,none,none,0.0,4.03,0.0,0.0,0,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,True,False,0.0,none,low_burden
2801,IRR-GHA-2025-02801,Ghana,2025,0.57,subsistence,True,630.0,28.0,rare,3,sprinkler,groundwater,solar,government,0.24,0.33,41.9,10.0,17,fair,359.0,54.0,False,0.0,False,520.0,520.0,81.3,423.0,1.92,74.1,65.3,39.3,0.0,5.0,biweekly,calendar,sugarcane,20.4,1.78,3,1244.0,5199.0,False,False,True,30.2,24.9,poor,medium,True,False,False,6.2,modern,low_burden
2802,IRR-TAN-2020-02802,Tanzania,2020,0.35,semi-commercial,False,1065.0,32.2,rare,7,none,none,none,none,0.0,0.35,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,656.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
2803,IRR-KEN-2018-02803,Kenya,2018,3.29,semi-commercial,False,581.0,29.0,occasional,3,none,none,none,none,0.0,3.29,0.0,0.0,0,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,low_burden
2804,IRR-NIG-2025-02804,Nigeria,2025,0.61,subsistence,False,824.0,17.3,rare,3,none,none,none,none,0.0,0.61,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,451.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
2805,IRR-GHA-2019-02805,Ghana,2019,1.95,semi-commercial,False,697.0,33.7,rare,2,none,none,none,none,0.0,1.95,0.0,0.0,0,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,low_burden
2806,IRR-UGA-2023-02806,Uganda,2023,1.63,commercial,False,617.0,33.2,rare,2,none,none,none,none,0.0,1.63,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,619.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
2807,IRR-ZAM-2020-02807,Zambia,2020,0.42,semi-commercial,False,882.0,32.5,occasional,5,none,none,none,none,0.0,0.42,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,687.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2808,IRR-MAL-2018-02808,Mali,2018,1.66,subsistence,False,869.0,28.8,frequent,5,none,none,none,none,0.0,1.66,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,526.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
2809,IRR-ZAM-2018-02809,Zambia,2018,0.84,subsistence,False,1146.0,19.7,rare,6,none,none,none,none,0.0,0.84,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,612.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2810,IRR-NIG-2021-02810,Nigeria,2021,0.93,subsistence,False,1277.0,33.0,frequent,2,none,none,none,none,0.0,0.93,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,483.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2811,IRR-ZAM-2024-02811,Zambia,2024,2.1,subsistence,False,1034.0,26.8,occasional,4,none,none,none,none,0.0,2.1,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,659.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2812,IRR-ZAM-2025-02812,Zambia,2025,0.85,subsistence,True,1274.0,18.6,rare,7,drip,river,diesel,individual,0.31,0.54,36.0,18.0,5,good,765.0,100.0,False,0.0,False,385.0,538.0,78.5,303.0,1.5,90.7,95.0,67.6,62.0,5.0,weekly,calendar,maize,45.6,1.81,1,1179.0,3854.0,False,False,False,0.0,3.3,good,high,True,False,False,4.0,modern,low_burden
2813,IRR-KEN-2022-02813,Kenya,2022,0.54,subsistence,False,714.0,22.6,occasional,5,none,none,none,none,0.0,0.54,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,502.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2814,IRR-GHA-2024-02814,Ghana,2024,2.86,commercial,False,948.0,18.7,frequent,4,none,none,none,none,0.0,2.86,0.0,0.0,0,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,True,False,0.0,none,low_burden
2815,IRR-MAL-2023-02815,Mali,2023,2.04,commercial,True,692.0,34.3,occasional,2,surface,reservoir,electric,shared,1.46,0.58,71.8,71.0,17,good,1170.0,103.0,True,603.0,False,425.0,590.0,48.2,205.0,1.52,94.5,89.7,40.8,149.0,44.0,weekly,calendar,fruits,39.5,1.26,3,6215.0,4248.0,False,False,False,0.0,22.2,good,low,False,False,True,2.9,traditional,low_burden
2816,IRR-KEN-2019-02816,Kenya,2019,2.21,semi-commercial,False,1014.0,28.4,occasional,4,none,none,none,none,0.0,2.21,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,483.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2817,IRR-UGA-2021-02817,Uganda,2021,3.73,subsistence,True,868.0,34.9,occasional,3,sprinkler,river,solar,shared,3.37,0.36,90.3,166.0,16,good,5051.0,529.0,False,0.0,False,427.0,527.0,69.1,295.0,1.68,83.7,85.4,49.4,0.0,67.0,weekly,weather_based,horticulture,41.4,2.14,2,14368.0,4267.0,False,False,True,0.0,11.0,good,medium,False,False,False,6.5,modern,low_burden
2818,IRR-GHA-2025-02818,Ghana,2025,0.7,subsistence,True,421.0,31.4,occasional,3,surface,reservoir,gravity,individual,0.39,0.31,55.8,18.0,4,fair,311.0,19.0,True,103.0,False,543.0,658.0,54.0,294.0,2.09,76.0,73.4,30.1,0.0,12.0,biweekly,soil_moisture,maize,45.7,1.52,1,2112.0,5433.0,False,False,True,0.0,0.0,poor,low,False,False,False,2.0,traditional,low_burden
2819,IRR-UGA-2023-02819,Uganda,2023,1.42,commercial,False,535.0,34.2,rare,3,none,none,none,none,0.0,1.42,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,663.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2820,IRR-NIG-2018-02820,Nigeria,2018,1.62,subsistence,False,961.0,17.6,frequent,2,none,none,none,none,0.0,1.62,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,416.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2821,IRR-ZAM-2018-02821,Zambia,2018,1.48,semi-commercial,False,720.0,22.0,occasional,2,none,none,none,none,0.0,1.48,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,622.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2822,IRR-KEN-2021-02822,Kenya,2021,2.23,semi-commercial,False,649.0,21.3,occasional,4,none,none,none,none,0.0,2.23,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,479.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2823,IRR-NIG-2020-02823,Nigeria,2020,0.6,semi-commercial,False,689.0,27.1,rare,7,none,none,none,none,0.0,0.6,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,640.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2824,IRR-ZAM-2024-02824,Zambia,2024,0.52,subsistence,False,531.0,33.6,rare,7,none,none,none,none,0.0,0.52,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,620.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2825,IRR-ETH-2020-02825,Ethiopia,2020,1.09,semi-commercial,False,714.0,21.0,rare,5,none,none,none,none,0.0,1.09,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,682.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2826,IRR-MAL-2020-02826,Mali,2020,2.06,semi-commercial,False,400.0,32.9,frequent,7,none,none,none,none,0.0,2.06,0.0,0.0,0,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,low_burden
2827,IRR-MAL-2020-02827,Mali,2020,1.38,semi-commercial,False,782.0,26.5,occasional,2,none,none,none,none,0.0,1.38,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,427.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2828,IRR-GHA-2021-02828,Ghana,2021,2.35,commercial,False,912.0,31.1,frequent,2,none,none,none,none,0.0,2.35,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,438.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
2829,IRR-GHA-2018-02829,Ghana,2018,1.6,subsistence,False,1161.0,19.6,frequent,6,none,none,none,none,0.0,1.6,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,481.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2830,IRR-MAL-2019-02830,Malawi,2019,2.98,subsistence,False,1399.0,21.4,frequent,3,none,none,none,none,0.0,2.98,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,566.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
2831,IRR-MAL-2018-02831,Mali,2018,0.61,commercial,False,1009.0,31.2,rare,3,none,none,none,none,0.0,0.61,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,446.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2832,IRR-NIG-2018-02832,Nigeria,2018,1.0,subsistence,False,721.0,29.8,occasional,4,none,none,none,none,0.0,1.0,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,415.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2833,IRR-ZAM-2025-02833,Zambia,2025,1.95,subsistence,False,800.0,24.6,rare,7,none,none,none,none,0.0,1.95,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,597.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2834,IRR-ZAM-2022-02834,Zambia,2022,1.43,semi-commercial,True,656.0,31.8,frequent,6,sprinkler,reservoir,gravity,government,1.13,0.3,78.9,39.0,2,fair,1696.0,230.0,False,0.0,True,476.0,548.0,66.9,318.0,1.32,91.7,62.7,38.4,0.0,23.0,biweekly,visual,horticulture,31.7,1.96,1,5377.0,4757.0,False,False,False,0.0,0.0,poor,medium,False,True,False,7.5,modern,low_burden
2835,IRR-GHA-2020-02835,Ghana,2020,0.98,semi-commercial,False,1450.0,20.1,occasional,6,none,none,none,none,0.0,0.98,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,553.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2836,IRR-MAL-2022-02836,Malawi,2022,1.26,semi-commercial,False,779.0,29.2,occasional,3,none,none,none,none,0.0,1.26,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,575.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2837,IRR-MAL-2018-02837,Mali,2018,0.97,subsistence,False,615.0,29.8,frequent,2,none,none,none,none,0.0,0.97,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,648.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
2838,IRR-BUR-2020-02838,Burkina Faso,2020,0.23,semi-commercial,False,772.0,23.6,frequent,4,none,none,none,none,0.0,0.23,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,625.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2839,IRR-ETH-2022-02839,Ethiopia,2022,10.19,semi-commercial,False,483.0,32.4,occasional,6,none,none,none,none,0.0,10.19,0.0,0.0,0,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,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
2840,IRR-KEN-2024-02840,Kenya,2024,1.23,subsistence,False,648.0,17.8,rare,6,none,none,none,none,0.0,1.23,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,588.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2841,IRR-TAN-2021-02841,Tanzania,2021,1.6,semi-commercial,False,1134.0,21.9,rare,3,none,none,none,none,0.0,1.6,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,629.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2842,IRR-TAN-2022-02842,Tanzania,2022,0.49,subsistence,False,1105.0,33.6,occasional,4,none,none,none,none,0.0,0.49,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,486.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
2843,IRR-MAL-2021-02843,Malawi,2021,1.47,subsistence,False,1103.0,28.2,frequent,4,none,none,none,none,0.0,1.47,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,459.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
2844,IRR-BUR-2021-02844,Burkina Faso,2021,3.36,subsistence,False,1022.0,18.6,frequent,2,none,none,none,none,0.0,3.36,0.0,0.0,0,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,True,False,0.0,none,low_burden
2845,IRR-ETH-2025-02845,Ethiopia,2025,1.41,semi-commercial,False,954.0,21.4,rare,6,none,none,none,none,0.0,1.41,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,465.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2846,IRR-UGA-2019-02846,Uganda,2019,2.53,semi-commercial,False,856.0,17.6,frequent,3,none,none,none,none,0.0,2.53,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,526.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2847,IRR-MAL-2022-02847,Malawi,2022,0.67,subsistence,False,1073.0,27.7,occasional,4,none,none,none,none,0.0,0.67,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,416.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2848,IRR-MAL-2022-02848,Mali,2022,0.46,subsistence,False,1105.0,19.6,occasional,7,none,none,none,none,0.0,0.46,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,584.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2849,IRR-ZAM-2025-02849,Zambia,2025,2.3,subsistence,True,999.0,32.6,rare,7,surface,river,diesel,individual,1.59,0.71,69.0,49.0,14,poor,1269.0,188.0,False,0.0,False,418.0,597.0,56.1,234.0,2.44,82.1,67.1,30.9,273.0,48.0,biweekly,calendar,vegetables,23.2,2.25,2,6624.0,4176.0,False,False,False,0.0,14.2,poor,low,False,False,False,4.8,traditional,low_burden
2850,IRR-NIG-2018-02850,Nigeria,2018,2.36,subsistence,False,756.0,20.8,occasional,4,none,none,none,none,0.0,2.36,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,564.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2851,IRR-NIG-2020-02851,Nigeria,2020,2.73,subsistence,False,1160.0,24.8,frequent,5,none,none,none,none,0.0,2.73,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,565.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
2852,IRR-ETH-2020-02852,Ethiopia,2020,0.47,subsistence,False,606.0,25.8,occasional,3,none,none,none,none,0.0,0.47,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,452.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2853,IRR-MAL-2021-02853,Malawi,2021,1.45,subsistence,False,719.0,22.4,occasional,2,none,none,none,none,0.0,1.45,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,699.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2854,IRR-ZAM-2021-02854,Zambia,2021,2.83,semi-commercial,False,921.0,27.1,occasional,5,none,none,none,none,0.0,2.83,0.0,0.0,0,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,False,False,0.0,none,low_burden
2855,IRR-BUR-2019-02855,Burkina Faso,2019,5.4,subsistence,False,980.0,32.1,occasional,4,none,none,none,none,0.0,5.4,0.0,0.0,0,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,low_burden
2856,IRR-ZAM-2019-02856,Zambia,2019,1.57,subsistence,False,983.0,24.2,occasional,3,none,none,none,none,0.0,1.57,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,510.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2857,IRR-MAL-2018-02857,Mali,2018,5.11,subsistence,False,1370.0,17.8,rare,2,none,none,none,none,0.0,5.11,0.0,0.0,0,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,low_burden
2858,IRR-KEN-2021-02858,Kenya,2021,6.56,semi-commercial,False,1198.0,19.9,occasional,2,none,none,none,none,0.0,6.56,0.0,0.0,0,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,low_burden
2859,IRR-MAL-2023-02859,Malawi,2023,2.82,semi-commercial,False,880.0,34.2,occasional,5,none,none,none,none,0.0,2.82,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,686.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2860,IRR-NIG-2021-02860,Nigeria,2021,0.84,subsistence,False,1237.0,18.3,rare,3,none,none,none,none,0.0,0.84,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,692.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2861,IRR-BUR-2023-02861,Burkina Faso,2023,1.62,subsistence,False,1015.0,28.9,rare,5,none,none,none,none,0.0,1.62,0.0,0.0,0,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,low_burden
2862,IRR-MAL-2025-02862,Malawi,2025,3.24,subsistence,False,1057.0,15.8,rare,2,none,none,none,none,0.0,3.24,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,651.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
2863,IRR-ETH-2022-02863,Ethiopia,2022,2.18,commercial,True,663.0,15.6,frequent,7,manual,rainwater_harvesting,manual,shared,1.82,0.36,83.4,73.0,0,fair,364.0,34.0,False,0.0,False,322.0,480.0,64.3,207.0,1.8,80.1,88.4,45.5,0.0,145.0,weekly,visual,vegetables,50.8,1.66,1,5853.0,3219.0,False,False,False,0.0,0.0,poor,low,False,True,False,0.7,traditional,low_burden
2864,IRR-ZAM-2021-02864,Zambia,2021,2.34,subsistence,False,400.0,26.0,occasional,5,none,none,none,none,0.0,2.34,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,626.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2865,IRR-MAL-2025-02865,Mali,2025,0.78,semi-commercial,False,1333.0,29.7,occasional,2,none,none,none,none,0.0,0.78,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,599.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
2866,IRR-MAL-2018-02866,Mali,2018,1.15,commercial,False,931.0,33.1,rare,4,none,none,none,none,0.0,1.15,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,489.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2867,IRR-MAL-2021-02867,Mali,2021,1.69,subsistence,False,1089.0,24.1,frequent,6,none,none,none,none,0.0,1.69,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,684.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2868,IRR-MAL-2024-02868,Malawi,2024,0.86,subsistence,False,400.0,33.6,frequent,7,none,none,none,none,0.0,0.86,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,404.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
2869,IRR-MAL-2020-02869,Mali,2020,0.41,semi-commercial,False,1166.0,34.0,rare,5,none,none,none,none,0.0,0.41,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,582.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
2870,IRR-UGA-2018-02870,Uganda,2018,1.58,semi-commercial,False,1185.0,32.2,rare,6,none,none,none,none,0.0,1.58,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,595.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2871,IRR-TAN-2024-02871,Tanzania,2024,0.49,subsistence,False,1105.0,17.4,rare,5,none,none,none,none,0.0,0.49,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,697.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2872,IRR-MAL-2021-02872,Mali,2021,1.93,subsistence,False,477.0,27.8,occasional,2,none,none,none,none,0.0,1.93,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,555.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2873,IRR-MAL-2022-02873,Malawi,2022,6.91,semi-commercial,False,806.0,26.5,occasional,2,none,none,none,none,0.0,6.91,0.0,0.0,0,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,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
2874,IRR-TAN-2023-02874,Tanzania,2023,1.83,semi-commercial,False,896.0,31.3,occasional,3,none,none,none,none,0.0,1.83,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,584.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2875,IRR-TAN-2021-02875,Tanzania,2021,1.77,subsistence,True,580.0,34.9,frequent,2,sprinkler,river,gravity,individual,0.87,0.9,49.1,48.0,14,good,1306.0,176.0,False,0.0,False,693.0,651.0,76.4,529.0,1.4,86.3,84.9,56.0,0.0,17.0,biweekly,soil_moisture,vegetables,59.3,2.1,3,6031.0,6930.0,False,False,False,0.0,0.0,good,medium,False,True,False,2.5,modern,low_burden
2876,IRR-TAN-2019-02876,Tanzania,2019,1.19,semi-commercial,False,1287.0,25.8,occasional,3,none,none,none,none,0.0,1.19,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,442.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2877,IRR-MAL-2024-02877,Mali,2024,2.61,semi-commercial,False,1055.0,24.4,occasional,3,none,none,none,none,0.0,2.61,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,562.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2878,IRR-MAL-2019-02878,Mali,2019,1.22,semi-commercial,False,1367.0,23.2,occasional,2,none,none,none,none,0.0,1.22,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,680.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2879,IRR-UGA-2019-02879,Uganda,2019,3.02,subsistence,False,493.0,15.8,rare,7,none,none,none,none,0.0,3.02,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,602.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2880,IRR-MAL-2022-02880,Mali,2022,2.03,subsistence,False,934.0,34.3,rare,2,none,none,none,none,0.0,2.03,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,602.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2881,IRR-MAL-2023-02881,Malawi,2023,0.98,semi-commercial,False,910.0,16.0,frequent,4,none,none,none,none,0.0,0.98,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,434.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2882,IRR-GHA-2022-02882,Ghana,2022,1.32,commercial,False,739.0,16.0,frequent,4,none,none,none,none,0.0,1.32,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,427.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
2883,IRR-MAL-2019-02883,Mali,2019,0.93,subsistence,False,887.0,18.7,occasional,5,none,none,none,none,0.0,0.93,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,421.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2884,IRR-ZAM-2025-02884,Zambia,2025,1.13,subsistence,False,1423.0,31.9,rare,6,none,none,none,none,0.0,1.13,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,609.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2885,IRR-MAL-2023-02885,Malawi,2023,1.5,subsistence,False,774.0,25.2,occasional,2,none,none,none,none,0.0,1.5,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,660.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2886,IRR-NIG-2023-02886,Nigeria,2023,1.22,semi-commercial,False,1040.0,23.7,occasional,4,none,none,none,none,0.0,1.22,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,490.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2887,IRR-UGA-2021-02887,Uganda,2021,0.65,semi-commercial,False,1162.0,23.4,occasional,5,none,none,none,none,0.0,0.65,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,573.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2888,IRR-MAL-2024-02888,Mali,2024,2.19,semi-commercial,False,747.0,25.7,occasional,5,none,none,none,none,0.0,2.19,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,541.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
2889,IRR-UGA-2021-02889,Uganda,2021,1.4,subsistence,False,400.0,34.0,occasional,7,none,none,none,none,0.0,1.4,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,464.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2890,IRR-ZAM-2022-02890,Zambia,2022,4.02,subsistence,True,400.0,20.8,occasional,2,drip,river,diesel,shared,1.75,2.27,43.5,99.0,10,good,4372.0,372.0,False,0.0,False,572.0,589.0,78.3,448.0,2.06,73.4,81.6,47.0,300.0,26.0,biweekly,calendar,rice,52.0,1.89,1,10002.0,5720.0,False,False,False,0.0,12.2,good,high,False,False,False,4.2,modern,low_burden
2891,IRR-MAL-2023-02891,Mali,2023,6.27,subsistence,True,469.0,20.6,rare,6,sprinkler,river,electric,individual,5.84,0.43,93.2,324.0,13,poor,8757.0,1023.0,False,0.0,False,703.0,517.0,76.7,540.0,1.18,75.1,88.3,50.9,612.0,117.0,daily,visual,maize,38.5,2.3,2,41058.0,7033.0,True,True,True,0.0,17.4,poor,medium,True,False,False,7.3,modern,low_burden
2892,IRR-ZAM-2020-02892,Zambia,2020,1.72,semi-commercial,False,1285.0,17.9,frequent,3,none,none,none,none,0.0,1.72,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,503.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
2893,IRR-NIG-2019-02893,Nigeria,2019,1.02,subsistence,False,1014.0,29.9,frequent,3,none,none,none,none,0.0,1.02,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,619.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2894,IRR-ZAM-2018-02894,Zambia,2018,0.38,subsistence,False,726.0,15.2,rare,3,none,none,none,none,0.0,0.38,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,631.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2895,IRR-TAN-2023-02895,Tanzania,2023,1.55,semi-commercial,False,958.0,22.7,occasional,2,none,none,none,none,0.0,1.55,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,460.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2896,IRR-TAN-2018-02896,Tanzania,2018,1.12,subsistence,False,913.0,20.9,rare,6,none,none,none,none,0.0,1.12,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,694.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2897,IRR-KEN-2018-02897,Kenya,2018,0.69,commercial,False,936.0,26.3,frequent,6,none,none,none,none,0.0,0.69,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,590.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
2898,IRR-MAL-2025-02898,Malawi,2025,3.25,semi-commercial,False,966.0,20.0,occasional,5,none,none,none,none,0.0,3.25,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,675.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2899,IRR-BUR-2024-02899,Burkina Faso,2024,2.14,semi-commercial,False,689.0,27.1,occasional,7,none,none,none,none,0.0,2.14,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,517.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2900,IRR-GHA-2019-02900,Ghana,2019,1.01,semi-commercial,True,939.0,23.7,rare,7,surface,river,solar,shared,0.61,0.4,60.3,34.0,3,fair,485.0,57.0,False,0.0,False,599.0,609.0,49.9,299.0,1.24,77.5,82.2,31.8,0.0,18.0,weekly,weather_based,vegetables,21.6,1.7,1,3637.0,5994.0,False,False,False,0.0,15.8,poor,low,False,False,False,4.5,traditional,low_burden
2901,IRR-MAL-2020-02901,Mali,2020,3.05,semi-commercial,False,1048.0,33.2,frequent,3,none,none,none,none,0.0,3.05,0.0,0.0,0,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,low_burden
2902,IRR-NIG-2024-02902,Nigeria,2024,1.52,subsistence,True,1109.0,34.0,rare,3,surface,river,diesel,shared,1.2,0.33,78.4,51.0,12,good,956.0,138.0,False,0.0,False,625.0,684.0,53.6,335.0,2.29,78.3,79.8,33.5,267.0,36.0,weekly,calendar,rice,26.8,2.38,1,7468.0,6248.0,True,False,False,0.0,3.0,good,low,True,False,False,4.7,traditional,low_burden
2903,IRR-BUR-2023-02903,Burkina Faso,2023,1.8,subsistence,False,742.0,32.9,occasional,3,none,none,none,none,0.0,1.8,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,450.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2904,IRR-BUR-2019-02904,Burkina Faso,2019,1.11,subsistence,False,733.0,20.7,rare,2,none,none,none,none,0.0,1.11,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,492.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
2905,IRR-MAL-2024-02905,Malawi,2024,3.42,commercial,False,837.0,21.4,frequent,6,none,none,none,none,0.0,3.42,0.0,0.0,0,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,low_burden
2906,IRR-TAN-2025-02906,Tanzania,2025,2.76,semi-commercial,False,894.0,23.8,occasional,6,none,none,none,none,0.0,2.76,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,442.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
2907,IRR-NIG-2019-02907,Nigeria,2019,2.96,subsistence,False,1200.0,28.4,occasional,5,none,none,none,none,0.0,2.96,0.0,0.0,0,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,low_burden
2908,IRR-BUR-2024-02908,Burkina Faso,2024,1.51,subsistence,False,830.0,32.8,rare,3,none,none,none,none,0.0,1.51,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,562.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
2909,IRR-GHA-2020-02909,Ghana,2020,0.56,semi-commercial,False,1358.0,34.1,rare,6,none,none,none,none,0.0,0.56,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,460.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2910,IRR-GHA-2023-02910,Ghana,2023,0.9,subsistence,False,685.0,23.7,rare,5,none,none,none,none,0.0,0.9,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,416.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2911,IRR-MAL-2022-02911,Malawi,2022,0.68,subsistence,False,1042.0,29.5,frequent,3,none,none,none,none,0.0,0.68,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,454.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
2912,IRR-MAL-2019-02912,Mali,2019,1.31,subsistence,False,752.0,18.1,rare,7,none,none,none,none,0.0,1.31,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,598.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2913,IRR-GHA-2018-02913,Ghana,2018,0.56,subsistence,False,995.0,15.7,frequent,3,none,none,none,none,0.0,0.56,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,467.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
2914,IRR-TAN-2024-02914,Tanzania,2024,0.57,semi-commercial,False,852.0,34.4,occasional,7,none,none,none,none,0.0,0.57,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,603.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
2915,IRR-BUR-2024-02915,Burkina Faso,2024,2.53,semi-commercial,False,1111.0,30.8,occasional,3,none,none,none,none,0.0,2.53,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,595.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2916,IRR-ZAM-2023-02916,Zambia,2023,0.67,semi-commercial,False,912.0,29.4,occasional,2,none,none,none,none,0.0,0.67,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,462.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2917,IRR-MAL-2020-02917,Mali,2020,1.84,semi-commercial,False,1103.0,21.9,occasional,2,none,none,none,none,0.0,1.84,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,670.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2918,IRR-GHA-2018-02918,Ghana,2018,1.45,semi-commercial,False,567.0,33.2,frequent,2,none,none,none,none,0.0,1.45,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,553.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
2919,IRR-KEN-2021-02919,Kenya,2021,1.59,subsistence,False,400.0,20.2,frequent,7,none,none,none,none,0.0,1.59,0.0,0.0,0,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,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
2920,IRR-TAN-2018-02920,Tanzania,2018,2.99,subsistence,False,584.0,26.2,occasional,4,none,none,none,none,0.0,2.99,0.0,0.0,0,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,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
2921,IRR-ETH-2020-02921,Ethiopia,2020,6.31,semi-commercial,False,959.0,27.0,rare,4,none,none,none,none,0.0,6.31,0.0,0.0,0,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,low_burden
2922,IRR-MAL-2022-02922,Malawi,2022,0.78,semi-commercial,False,756.0,26.9,rare,5,none,none,none,none,0.0,0.78,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,431.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2923,IRR-ETH-2020-02923,Ethiopia,2020,0.59,semi-commercial,False,758.0,21.7,occasional,6,none,none,none,none,0.0,0.59,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,576.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2924,IRR-KEN-2022-02924,Kenya,2022,8.86,semi-commercial,False,671.0,21.8,rare,2,none,none,none,none,0.0,8.86,0.0,0.0,0,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,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
2925,IRR-MAL-2019-02925,Mali,2019,2.33,semi-commercial,False,1004.0,32.9,occasional,6,none,none,none,none,0.0,2.33,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,417.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2926,IRR-ETH-2023-02926,Ethiopia,2023,1.42,subsistence,False,1108.0,24.3,rare,4,none,none,none,none,0.0,1.42,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,643.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2927,IRR-MAL-2023-02927,Malawi,2023,1.15,subsistence,False,1143.0,24.7,rare,2,none,none,none,none,0.0,1.15,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,628.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2928,IRR-MAL-2024-02928,Mali,2024,1.51,subsistence,False,775.0,34.6,occasional,5,none,none,none,none,0.0,1.51,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,586.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
2929,IRR-GHA-2020-02929,Ghana,2020,2.64,semi-commercial,False,661.0,21.2,rare,6,none,none,none,none,0.0,2.64,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,460.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
2930,IRR-UGA-2024-02930,Uganda,2024,1.01,commercial,False,1359.0,17.6,occasional,7,none,none,none,none,0.0,1.01,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,444.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2931,IRR-ETH-2018-02931,Ethiopia,2018,2.88,semi-commercial,False,816.0,15.3,occasional,4,none,none,none,none,0.0,2.88,0.0,0.0,0,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,low_burden
2932,IRR-MAL-2022-02932,Mali,2022,0.71,semi-commercial,False,534.0,26.0,occasional,6,none,none,none,none,0.0,0.71,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,529.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2933,IRR-MAL-2018-02933,Malawi,2018,0.85,subsistence,False,925.0,23.5,frequent,3,none,none,none,none,0.0,0.85,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,456.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2934,IRR-MAL-2022-02934,Malawi,2022,2.63,subsistence,False,433.0,20.2,frequent,6,none,none,none,none,0.0,2.63,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,547.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
2935,IRR-GHA-2022-02935,Ghana,2022,1.43,subsistence,False,639.0,16.6,occasional,7,none,none,none,none,0.0,1.43,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,569.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2936,IRR-TAN-2021-02936,Tanzania,2021,0.92,semi-commercial,False,754.0,27.6,occasional,3,none,none,none,none,0.0,0.92,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,621.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2937,IRR-GHA-2019-02937,Ghana,2019,1.83,subsistence,False,927.0,27.2,occasional,7,none,none,none,none,0.0,1.83,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,597.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
2938,IRR-ZAM-2025-02938,Zambia,2025,1.95,subsistence,True,720.0,31.7,rare,2,surface,rainwater_harvesting,gravity,shared,1.51,0.43,77.7,48.0,19,good,1210.0,154.0,True,374.0,False,354.0,635.0,51.0,181.0,1.4,86.2,62.3,27.4,0.0,45.0,biweekly,weather_based,rice,23.8,1.53,1,5361.0,3545.0,False,False,False,0.0,0.0,good,low,False,False,False,5.2,traditional,low_burden
2939,IRR-MAL-2025-02939,Malawi,2025,2.87,semi-commercial,False,447.0,32.3,frequent,5,none,none,none,none,0.0,2.87,0.0,0.0,0,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,True,False,0.0,none,low_burden
2940,IRR-TAN-2023-02940,Tanzania,2023,0.56,commercial,False,716.0,19.8,occasional,3,none,none,none,none,0.0,0.56,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,463.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2941,IRR-ZAM-2018-02941,Zambia,2018,0.38,subsistence,False,1152.0,28.8,frequent,6,none,none,none,none,0.0,0.38,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,449.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2942,IRR-MAL-2023-02942,Mali,2023,2.22,subsistence,False,1377.0,34.3,frequent,2,none,none,none,none,0.0,2.22,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,617.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
2943,IRR-ZAM-2018-02943,Zambia,2018,0.56,subsistence,False,565.0,23.4,frequent,4,none,none,none,none,0.0,0.56,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,679.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
2944,IRR-GHA-2022-02944,Ghana,2022,0.39,subsistence,False,1004.0,16.5,frequent,2,none,none,none,none,0.0,0.39,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,698.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
2945,IRR-TAN-2020-02945,Tanzania,2020,1.37,subsistence,False,834.0,16.3,occasional,5,none,none,none,none,0.0,1.37,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,490.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
2946,IRR-KEN-2018-02946,Kenya,2018,1.96,subsistence,False,516.0,17.5,occasional,3,none,none,none,none,0.0,1.96,0.0,0.0,0,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,low_burden
2947,IRR-KEN-2023-02947,Kenya,2023,1.12,subsistence,False,1006.0,27.1,occasional,6,none,none,none,none,0.0,1.12,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,524.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
2948,IRR-KEN-2024-02948,Kenya,2024,3.45,subsistence,False,888.0,28.6,frequent,7,none,none,none,none,0.0,3.45,0.0,0.0,0,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,True,False,0.0,none,low_burden
2949,IRR-GHA-2024-02949,Ghana,2024,0.58,semi-commercial,False,919.0,19.4,occasional,7,none,none,none,none,0.0,0.58,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,658.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2950,IRR-KEN-2020-02950,Kenya,2020,4.36,semi-commercial,False,1157.0,27.0,occasional,5,none,none,none,none,0.0,4.36,0.0,0.0,0,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,low_burden
2951,IRR-UGA-2020-02951,Uganda,2020,2.71,subsistence,False,975.0,15.0,occasional,6,none,none,none,none,0.0,2.71,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,618.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2952,IRR-GHA-2024-02952,Ghana,2024,0.82,subsistence,False,568.0,15.3,occasional,2,none,none,none,none,0.0,0.82,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,545.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2953,IRR-ETH-2020-02953,Ethiopia,2020,1.8,semi-commercial,False,1012.0,15.3,rare,7,none,none,none,none,0.0,1.8,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,585.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2954,IRR-MAL-2024-02954,Mali,2024,2.41,subsistence,False,902.0,33.4,rare,5,none,none,none,none,0.0,2.41,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,604.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2955,IRR-MAL-2024-02955,Mali,2024,2.36,subsistence,False,1272.0,27.2,rare,3,none,none,none,none,0.0,2.36,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,508.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
2956,IRR-ZAM-2024-02956,Zambia,2024,1.13,subsistence,False,812.0,33.0,frequent,6,none,none,none,none,0.0,1.13,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,670.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2957,IRR-BUR-2018-02957,Burkina Faso,2018,0.59,subsistence,False,858.0,29.2,occasional,2,none,none,none,none,0.0,0.59,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,419.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2958,IRR-ZAM-2023-02958,Zambia,2023,0.71,semi-commercial,False,400.0,31.1,occasional,4,none,none,none,none,0.0,0.71,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,586.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
2959,IRR-BUR-2023-02959,Burkina Faso,2023,0.37,subsistence,False,724.0,34.9,frequent,4,none,none,none,none,0.0,0.37,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,610.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
2960,IRR-ZAM-2020-02960,Zambia,2020,0.83,semi-commercial,False,1196.0,34.5,frequent,3,none,none,none,none,0.0,0.83,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,648.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2961,IRR-ETH-2024-02961,Ethiopia,2024,2.76,subsistence,False,720.0,29.5,rare,4,none,none,none,none,0.0,2.76,0.0,0.0,0,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,low_burden
2962,IRR-ETH-2025-02962,Ethiopia,2025,1.5,subsistence,False,1156.0,29.6,frequent,7,none,none,none,none,0.0,1.5,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,622.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2963,IRR-TAN-2023-02963,Tanzania,2023,1.22,semi-commercial,False,1366.0,19.2,occasional,3,none,none,none,none,0.0,1.22,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,687.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2964,IRR-UGA-2020-02964,Uganda,2020,1.47,semi-commercial,True,815.0,27.2,frequent,3,flood,rainwater_harvesting,diesel,individual,0.52,0.94,35.7,22.0,9,fair,210.0,30.0,False,0.0,False,761.0,493.0,46.1,351.0,2.01,93.9,62.5,27.1,117.0,21.0,weekly,visual,sugarcane,44.7,1.56,1,3985.0,7609.0,False,True,False,0.0,15.7,poor,low,False,True,False,0.6,traditional,low_burden
2965,IRR-ETH-2022-02965,Ethiopia,2022,1.47,semi-commercial,False,953.0,25.2,occasional,2,none,none,none,none,0.0,1.47,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,659.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2966,IRR-KEN-2023-02966,Kenya,2023,1.71,subsistence,False,400.0,25.7,frequent,5,none,none,none,none,0.0,1.71,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,421.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2967,IRR-ETH-2022-02967,Ethiopia,2022,0.67,semi-commercial,False,892.0,29.7,rare,7,none,none,none,none,0.0,0.67,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,625.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2968,IRR-GHA-2020-02968,Ghana,2020,1.24,semi-commercial,False,1140.0,26.6,frequent,6,none,none,none,none,0.0,1.24,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,535.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2969,IRR-ETH-2020-02969,Ethiopia,2020,2.2,commercial,True,964.0,18.6,occasional,3,flood,river,diesel,cooperative,1.34,0.86,61.0,60.0,19,good,536.0,32.0,True,317.0,False,779.0,610.0,45.6,355.0,1.37,94.9,66.7,28.8,182.0,54.0,weekly,calendar,rice,29.5,1.61,2,10434.0,7789.0,False,True,False,0.0,10.8,good,low,True,False,False,1.7,traditional,low_burden
2970,IRR-ZAM-2025-02970,Zambia,2025,2.31,semi-commercial,False,1029.0,33.4,occasional,4,none,none,none,none,0.0,2.31,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,470.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2971,IRR-BUR-2019-02971,Burkina Faso,2019,0.46,subsistence,False,591.0,21.4,occasional,4,none,none,none,none,0.0,0.46,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,429.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2972,IRR-TAN-2024-02972,Tanzania,2024,0.94,subsistence,False,1327.0,30.9,frequent,7,none,none,none,none,0.0,0.94,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,408.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2973,IRR-TAN-2019-02973,Tanzania,2019,1.0,semi-commercial,False,940.0,17.7,rare,6,none,none,none,none,0.0,1.0,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,495.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2974,IRR-GHA-2021-02974,Ghana,2021,1.81,commercial,True,1077.0,25.7,occasional,7,flood,river,gravity,shared,1.01,0.8,55.8,46.0,17,good,404.0,60.0,True,156.0,True,576.0,424.0,41.5,239.0,1.11,93.1,84.2,32.6,0.0,40.0,weekly,weather_based,vegetables,34.9,2.32,1,5816.0,5763.0,False,False,False,0.0,0.0,good,low,False,False,False,1.3,traditional,low_burden
2975,IRR-KEN-2022-02975,Kenya,2022,2.91,commercial,True,927.0,15.2,frequent,5,sprinkler,river,diesel,individual,2.86,0.05,98.3,133.0,2,good,4295.0,265.0,False,0.0,False,559.0,527.0,77.4,432.0,1.13,73.4,77.4,44.0,711.0,57.0,weekly,soil_moisture,vegetables,53.6,2.39,1,15991.0,5585.0,False,False,False,0.0,14.7,good,medium,False,True,False,5.5,modern,low_burden
2976,IRR-GHA-2021-02976,Ghana,2021,3.48,subsistence,False,483.0,28.3,occasional,4,none,none,none,none,0.0,3.48,0.0,0.0,0,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,low_burden
2977,IRR-GHA-2021-02977,Ghana,2021,1.35,subsistence,False,977.0,31.1,frequent,3,none,none,none,none,0.0,1.35,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,608.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2978,IRR-NIG-2022-02978,Nigeria,2022,0.54,subsistence,False,880.0,29.3,rare,5,none,none,none,none,0.0,0.54,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,679.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2979,IRR-MAL-2022-02979,Malawi,2022,1.48,commercial,False,903.0,24.0,frequent,2,none,none,none,none,0.0,1.48,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,542.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
2980,IRR-ZAM-2019-02980,Zambia,2019,1.06,semi-commercial,True,400.0,34.8,rare,3,flood,groundwater,solar,individual,0.42,0.64,39.6,20.0,9,fair,168.0,25.0,False,0.0,False,706.0,522.0,43.7,308.0,1.07,87.4,73.4,28.0,0.0,17.0,as_needed,calendar,maize,26.8,1.73,2,2963.0,7062.0,False,False,False,18.0,22.8,poor,low,False,False,False,1.2,traditional,low_burden
2981,IRR-GHA-2025-02981,Ghana,2025,1.71,semi-commercial,False,1267.0,30.7,occasional,6,none,none,none,none,0.0,1.71,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,491.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2982,IRR-TAN-2024-02982,Tanzania,2024,1.43,semi-commercial,False,604.0,33.9,occasional,5,none,none,none,none,0.0,1.43,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,537.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2983,IRR-KEN-2019-02983,Kenya,2019,0.37,subsistence,False,1065.0,17.6,occasional,3,none,none,none,none,0.0,0.37,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,590.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2984,IRR-TAN-2021-02984,Tanzania,2021,2.47,commercial,False,646.0,26.4,occasional,6,none,none,none,none,0.0,2.47,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,479.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
2985,IRR-GHA-2024-02985,Ghana,2024,1.04,subsistence,True,935.0,32.9,occasional,4,flood,rainwater_harvesting,diesel,cooperative,0.57,0.47,55.0,34.0,17,good,230.0,13.0,False,0.0,False,759.0,557.0,39.8,302.0,2.04,87.2,64.2,22.3,89.0,23.0,as_needed,weather_based,fruits,36.2,1.37,1,4361.0,7595.0,False,False,False,0.0,2.2,good,low,True,False,False,1.2,traditional,low_burden
2986,IRR-BUR-2023-02986,Burkina Faso,2023,0.93,subsistence,False,597.0,31.6,rare,5,none,none,none,none,0.0,0.93,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,597.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2987,IRR-TAN-2023-02987,Tanzania,2023,4.31,semi-commercial,False,791.0,32.4,occasional,6,none,none,none,none,0.0,4.31,0.0,0.0,0,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,low_burden
2988,IRR-ETH-2024-02988,Ethiopia,2024,0.6,semi-commercial,False,400.0,32.8,occasional,3,none,none,none,none,0.0,0.6,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,451.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
2989,IRR-ZAM-2019-02989,Zambia,2019,1.07,subsistence,False,1059.0,20.6,rare,5,none,none,none,none,0.0,1.07,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,508.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2990,IRR-NIG-2025-02990,Nigeria,2025,1.1,semi-commercial,False,1144.0,15.6,frequent,2,none,none,none,none,0.0,1.1,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,557.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
2991,IRR-GHA-2022-02991,Ghana,2022,1.17,semi-commercial,False,826.0,31.9,rare,6,none,none,none,none,0.0,1.17,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,581.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2992,IRR-TAN-2025-02992,Tanzania,2025,1.22,subsistence,False,1053.0,27.0,rare,2,none,none,none,none,0.0,1.22,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,578.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2993,IRR-BUR-2019-02993,Burkina Faso,2019,3.1,subsistence,False,880.0,33.7,occasional,5,none,none,none,none,0.0,3.1,0.0,0.0,0,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,low_burden
2994,IRR-ETH-2024-02994,Ethiopia,2024,0.76,subsistence,False,830.0,17.2,occasional,5,none,none,none,none,0.0,0.76,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,639.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
2995,IRR-NIG-2020-02995,Nigeria,2020,1.11,commercial,True,961.0,21.1,frequent,3,flood,river,diesel,individual,0.54,0.58,48.2,30.0,6,good,215.0,11.0,True,93.0,False,727.0,512.0,44.9,326.0,0.94,92.7,75.1,31.2,63.0,21.0,biweekly,visual,sugarcane,34.1,1.73,2,3905.0,7267.0,False,True,False,0.0,2.6,good,low,False,True,False,1.1,traditional,low_burden
2996,IRR-KEN-2024-02996,Kenya,2024,1.15,semi-commercial,False,1264.0,21.4,rare,3,none,none,none,none,0.0,1.15,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,476.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2997,IRR-ZAM-2021-02997,Zambia,2021,1.02,subsistence,False,812.0,18.2,occasional,2,none,none,none,none,0.0,1.02,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,552.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
2998,IRR-TAN-2022-02998,Tanzania,2022,1.74,subsistence,False,678.0,34.4,occasional,5,none,none,none,none,0.0,1.74,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,634.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
2999,IRR-MAL-2021-02999,Mali,2021,0.96,subsistence,True,498.0,25.8,occasional,3,drip,river,electric,individual,0.89,0.07,92.4,45.0,6,fair,2225.0,233.0,False,0.0,False,341.0,421.0,79.8,272.0,2.18,90.7,88.2,63.9,46.0,13.0,weekly,calendar,fruits,31.4,1.96,1,3033.0,3408.0,True,False,False,0.0,17.8,poor,high,False,False,False,14.7,modern,low_burden
3000,IRR-UGA-2019-03000,Uganda,2019,1.19,semi-commercial,False,1072.0,21.7,occasional,6,none,none,none,none,0.0,1.19,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,512.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
3001,IRR-MAL-2022-03001,Malawi,2022,2.01,semi-commercial,False,1225.0,27.7,rare,6,none,none,none,none,0.0,2.01,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,673.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3002,IRR-MAL-2023-03002,Mali,2023,1.79,commercial,True,960.0,27.6,occasional,6,flood,reservoir,diesel,government,1.6,0.19,89.7,56.0,10,excellent,641.0,80.0,False,0.0,False,614.0,545.0,41.6,255.0,2.14,89.8,74.7,27.9,200.0,64.0,weekly,soil_moisture,maize,43.4,2.18,1,9841.0,6138.0,False,True,False,0.0,5.9,good,low,False,False,True,1.7,traditional,low_burden
3003,IRR-GHA-2021-03003,Ghana,2021,0.55,subsistence,False,901.0,27.4,frequent,3,none,none,none,none,0.0,0.55,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,476.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3004,IRR-GHA-2019-03004,Ghana,2019,2.19,subsistence,False,700.0,21.1,occasional,2,none,none,none,none,0.0,2.19,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,634.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
3005,IRR-MAL-2025-03005,Mali,2025,0.51,semi-commercial,True,762.0,16.2,occasional,4,drip,river,solar,cooperative,0.48,0.03,93.9,19.0,13,poor,1201.0,162.0,False,0.0,False,698.0,507.0,78.3,547.0,2.46,82.3,80.7,52.0,0.0,7.0,biweekly,calendar,vegetables,21.7,2.45,2,3356.0,6984.0,True,True,False,0.0,15.7,poor,high,False,False,False,21.7,modern,low_burden
3006,IRR-KEN-2024-03006,Kenya,2024,0.87,semi-commercial,False,1160.0,18.0,frequent,7,none,none,none,none,0.0,0.87,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,407.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
3007,IRR-BUR-2020-03007,Burkina Faso,2020,1.76,subsistence,True,971.0,32.7,frequent,3,sprinkler,river,diesel,government,1.45,0.31,82.4,71.0,19,good,2171.0,208.0,False,0.0,True,547.0,509.0,72.7,397.0,1.16,72.9,66.3,35.2,426.0,29.0,as_needed,soil_moisture,horticulture,53.5,1.33,1,7918.0,5470.0,True,True,False,0.0,3.3,good,medium,False,True,False,4.6,modern,low_burden
3008,IRR-MAL-2024-03008,Mali,2024,1.04,subsistence,False,1031.0,29.9,rare,7,none,none,none,none,0.0,1.04,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,475.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
3009,IRR-MAL-2021-03009,Mali,2021,2.84,subsistence,False,418.0,21.3,rare,2,none,none,none,none,0.0,2.84,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,700.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
3010,IRR-GHA-2024-03010,Ghana,2024,1.48,subsistence,False,687.0,18.0,rare,7,none,none,none,none,0.0,1.48,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,610.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
3011,IRR-BUR-2019-03011,Burkina Faso,2019,0.98,subsistence,False,1209.0,15.4,occasional,7,none,none,none,none,0.0,0.98,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,509.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3012,IRR-BUR-2019-03012,Burkina Faso,2019,1.65,semi-commercial,False,881.0,26.7,occasional,6,none,none,none,none,0.0,1.65,0.0,0.0,0,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,low_burden
3013,IRR-MAL-2024-03013,Mali,2024,2.02,semi-commercial,False,906.0,28.0,occasional,7,none,none,none,none,0.0,2.02,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,689.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3014,IRR-GHA-2019-03014,Ghana,2019,0.51,subsistence,False,741.0,34.0,rare,6,none,none,none,none,0.0,0.51,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,634.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3015,IRR-BUR-2022-03015,Burkina Faso,2022,1.14,semi-commercial,False,1002.0,20.5,occasional,3,none,none,none,none,0.0,1.14,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,452.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3016,IRR-TAN-2021-03016,Tanzania,2021,0.83,subsistence,False,745.0,27.8,frequent,6,none,none,none,none,0.0,0.83,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,413.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3017,IRR-ZAM-2022-03017,Zambia,2022,0.35,commercial,True,400.0,31.6,frequent,5,drip,groundwater,manual,shared,0.29,0.05,85.1,17.0,17,good,735.0,106.0,False,0.0,False,512.0,405.0,87.8,450.0,1.85,76.1,91.8,61.4,0.0,4.0,weekly,visual,rice,30.0,1.89,2,1507.0,5121.0,False,False,True,32.9,0.0,good,high,False,False,True,14.2,modern,low_burden
3018,IRR-NIG-2019-03018,Nigeria,2019,0.7,semi-commercial,False,855.0,15.1,occasional,4,none,none,none,none,0.0,0.7,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,548.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3019,IRR-ZAM-2018-03019,Zambia,2018,3.61,subsistence,False,969.0,33.2,rare,3,none,none,none,none,0.0,3.61,0.0,0.0,0,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,low_burden
3020,IRR-ETH-2024-03020,Ethiopia,2024,0.92,semi-commercial,True,1349.0,32.4,frequent,4,surface,groundwater,diesel,government,0.3,0.62,32.9,11.0,12,good,242.0,18.0,False,0.0,False,775.0,447.0,57.6,446.0,1.1,94.1,83.6,45.3,47.0,9.0,as_needed,visual,fruits,54.4,2.11,1,2342.0,7747.0,False,True,False,48.7,11.4,good,low,False,True,True,1.0,traditional,low_burden
3021,IRR-MAL-2019-03021,Mali,2019,0.56,semi-commercial,False,637.0,25.2,rare,2,none,none,none,none,0.0,0.56,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,566.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3022,IRR-MAL-2023-03022,Mali,2023,1.34,subsistence,False,630.0,20.0,occasional,3,none,none,none,none,0.0,1.34,0.0,0.0,0,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,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
3023,IRR-UGA-2019-03023,Uganda,2019,2.47,subsistence,False,1159.0,21.5,rare,2,none,none,none,none,0.0,2.47,0.0,0.0,0,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,low_burden
3024,IRR-ETH-2021-03024,Ethiopia,2021,0.71,semi-commercial,False,973.0,17.0,rare,7,none,none,none,none,0.0,0.71,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,577.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3025,IRR-TAN-2018-03025,Tanzania,2018,3.46,semi-commercial,False,493.0,23.9,rare,4,none,none,none,none,0.0,3.46,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,498.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3026,IRR-BUR-2025-03026,Burkina Faso,2025,0.88,subsistence,True,579.0,26.2,frequent,5,surface,river,diesel,individual,0.55,0.33,62.5,30.0,6,excellent,441.0,62.0,False,0.0,False,362.0,597.0,50.1,181.0,2.24,70.3,72.6,25.5,161.0,17.0,daily,soil_moisture,fruits,49.1,1.61,1,1995.0,3616.0,False,False,True,0.0,21.5,good,low,True,False,False,2.0,traditional,low_burden
3027,IRR-NIG-2021-03027,Nigeria,2021,3.06,semi-commercial,False,712.0,19.4,rare,7,none,none,none,none,0.0,3.06,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,550.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3028,IRR-UGA-2024-03028,Uganda,2024,1.06,subsistence,False,1441.0,15.9,occasional,6,none,none,none,none,0.0,1.06,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,466.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
3029,IRR-MAL-2020-03029,Mali,2020,2.2,commercial,False,1121.0,29.8,frequent,2,none,none,none,none,0.0,2.2,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,643.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3030,IRR-NIG-2018-03030,Nigeria,2018,1.63,commercial,False,808.0,27.7,occasional,4,none,none,none,none,0.0,1.63,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,436.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3031,IRR-UGA-2023-03031,Uganda,2023,1.75,commercial,False,1278.0,28.7,occasional,6,none,none,none,none,0.0,1.75,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,655.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3032,IRR-ZAM-2023-03032,Zambia,2023,1.25,commercial,False,1139.0,19.0,occasional,7,none,none,none,none,0.0,1.25,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,419.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3033,IRR-GHA-2025-03033,Ghana,2025,0.39,semi-commercial,True,400.0,21.9,occasional,4,flood,groundwater,solar,shared,0.18,0.2,47.6,11.0,5,fair,74.0,11.0,False,0.0,False,495.0,599.0,43.3,214.0,2.35,78.1,69.9,23.6,0.0,7.0,weekly,calendar,rice,55.5,1.47,2,911.0,4949.0,False,True,False,63.9,23.9,poor,low,False,False,False,0.7,traditional,low_burden
3034,IRR-UGA-2018-03034,Uganda,2018,1.0,subsistence,False,740.0,27.9,rare,4,none,none,none,none,0.0,1.0,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,434.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3035,IRR-ZAM-2020-03035,Zambia,2020,0.6,subsistence,False,1198.0,24.9,rare,4,none,none,none,none,0.0,0.6,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,564.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3036,IRR-BUR-2025-03036,Burkina Faso,2025,1.59,subsistence,False,952.0,16.4,occasional,7,none,none,none,none,0.0,1.59,0.0,0.0,0,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,low_burden
3037,IRR-BUR-2025-03037,Burkina Faso,2025,0.88,subsistence,True,1042.0,32.3,occasional,3,surface,reservoir,gravity,individual,0.82,0.06,93.3,44.0,6,poor,658.0,73.0,False,0.0,False,772.0,431.0,52.8,407.0,1.95,80.2,70.5,29.8,0.0,25.0,biweekly,calendar,vegetables,31.3,1.78,2,6346.0,7720.0,False,False,False,0.0,0.0,poor,low,False,False,False,4.8,traditional,low_burden
3038,IRR-TAN-2023-03038,Tanzania,2023,1.27,subsistence,False,1280.0,19.8,rare,5,none,none,none,none,0.0,1.27,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,679.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3039,IRR-ETH-2024-03039,Ethiopia,2024,1.16,semi-commercial,False,1201.0,27.3,occasional,5,none,none,none,none,0.0,1.16,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,583.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3040,IRR-KEN-2025-03040,Kenya,2025,0.78,semi-commercial,False,711.0,33.3,frequent,2,none,none,none,none,0.0,0.78,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,477.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3041,IRR-UGA-2023-03041,Uganda,2023,0.22,semi-commercial,False,733.0,27.1,occasional,2,none,none,none,none,0.0,0.22,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,479.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
3042,IRR-ETH-2023-03042,Ethiopia,2023,4.74,semi-commercial,False,724.0,28.6,rare,7,none,none,none,none,0.0,4.74,0.0,0.0,0,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,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
3043,IRR-BUR-2024-03043,Burkina Faso,2024,0.46,semi-commercial,False,788.0,28.9,occasional,7,none,none,none,none,0.0,0.46,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,630.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
3044,IRR-MAL-2023-03044,Malawi,2023,3.2,semi-commercial,False,785.0,22.3,rare,5,none,none,none,none,0.0,3.2,0.0,0.0,0,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,low_burden
3045,IRR-ETH-2019-03045,Ethiopia,2019,2.81,commercial,True,1007.0,33.7,frequent,4,surface,groundwater,electric,shared,2.02,0.8,71.7,107.0,6,fair,1614.0,225.0,True,707.0,True,668.0,556.0,48.4,323.0,2.17,87.9,70.1,29.8,148.0,61.0,biweekly,visual,vegetables,51.5,1.49,2,13478.0,6679.0,False,False,False,26.5,2.8,poor,low,False,True,False,2.2,traditional,low_burden
3046,IRR-TAN-2023-03046,Tanzania,2023,1.31,subsistence,False,1179.0,27.5,occasional,7,none,none,none,none,0.0,1.31,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,422.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3047,IRR-TAN-2024-03047,Tanzania,2024,0.58,subsistence,True,1097.0,33.5,rare,7,flood,rainwater_harvesting,electric,individual,0.2,0.38,34.6,9.0,17,fair,80.0,6.0,True,43.0,True,701.0,576.0,48.8,342.0,2.05,88.1,69.1,29.7,19.0,8.0,biweekly,calendar,maize,47.7,1.21,1,1406.0,7013.0,True,True,False,0.0,14.6,poor,low,True,False,False,0.6,traditional,low_burden
3048,IRR-KEN-2021-03048,Kenya,2021,2.64,subsistence,True,985.0,27.1,rare,6,drip,groundwater,solar,cooperative,2.35,0.29,89.0,84.0,0,excellent,5884.0,392.0,False,0.0,False,462.0,409.0,95.0,439.0,2.24,87.8,80.7,67.3,0.0,35.0,biweekly,calendar,sugarcane,46.5,1.31,2,10878.0,4622.0,False,True,False,23.5,24.9,good,high,False,False,True,9.6,modern,low_burden
3049,IRR-KEN-2025-03049,Kenya,2025,1.05,subsistence,False,966.0,27.5,frequent,6,none,none,none,none,0.0,1.05,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,504.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
3050,IRR-NIG-2023-03050,Nigeria,2023,0.25,semi-commercial,False,1130.0,22.7,occasional,7,none,none,none,none,0.0,0.25,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,453.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3051,IRR-TAN-2019-03051,Tanzania,2019,3.51,semi-commercial,False,989.0,22.6,rare,3,none,none,none,none,0.0,3.51,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,420.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3052,IRR-NIG-2018-03052,Nigeria,2018,2.3,semi-commercial,False,1148.0,19.8,rare,5,none,none,none,none,0.0,2.3,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,610.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3053,IRR-BUR-2022-03053,Burkina Faso,2022,1.21,commercial,False,1254.0,15.9,occasional,4,none,none,none,none,0.0,1.21,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,472.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3054,IRR-ZAM-2023-03054,Zambia,2023,2.65,subsistence,False,811.0,25.5,occasional,6,none,none,none,none,0.0,2.65,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,597.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3055,IRR-MAL-2018-03055,Malawi,2018,0.68,commercial,False,843.0,29.1,occasional,6,none,none,none,none,0.0,0.68,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,595.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3056,IRR-NIG-2020-03056,Nigeria,2020,1.0,semi-commercial,True,833.0,22.3,frequent,4,flood,rainwater_harvesting,solar,individual,0.85,0.14,85.5,46.0,2,good,341.0,26.0,False,0.0,False,632.0,510.0,42.1,266.0,1.57,81.5,84.9,29.1,0.0,34.0,as_needed,calendar,vegetables,23.5,1.64,1,5382.0,6319.0,False,False,False,0.0,12.3,good,low,True,True,False,2.9,traditional,low_burden
3057,IRR-ZAM-2020-03057,Zambia,2020,7.63,subsistence,False,1036.0,32.7,rare,5,none,none,none,none,0.0,7.63,0.0,0.0,0,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,low_burden
3058,IRR-TAN-2025-03058,Tanzania,2025,0.37,semi-commercial,False,1319.0,16.7,frequent,7,none,none,none,none,0.0,0.37,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,677.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
3059,IRR-NIG-2023-03059,Nigeria,2023,2.3,semi-commercial,False,1303.0,23.8,occasional,7,none,none,none,none,0.0,2.3,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,665.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3060,IRR-BUR-2019-03060,Burkina Faso,2019,0.9,subsistence,False,718.0,17.5,frequent,3,none,none,none,none,0.0,0.9,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,628.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3061,IRR-ETH-2023-03061,Ethiopia,2023,3.61,semi-commercial,False,939.0,24.2,frequent,7,none,none,none,none,0.0,3.61,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,588.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
3062,IRR-ZAM-2022-03062,Zambia,2022,1.57,subsistence,True,710.0,34.9,occasional,6,manual,reservoir,diesel,government,1.39,0.18,88.7,64.0,3,good,279.0,31.0,False,0.0,True,507.0,558.0,60.5,307.0,0.89,72.4,62.5,27.4,305.0,111.0,weekly,calendar,maize,40.0,1.25,2,7059.0,5066.0,False,False,True,0.0,17.0,good,low,False,False,True,0.9,traditional,low_burden
3063,IRR-ZAM-2018-03063,Zambia,2018,0.42,semi-commercial,True,763.0,19.9,occasional,7,flood,rainwater_harvesting,wind,private_company,0.2,0.22,47.3,11.0,5,fair,79.0,6.0,False,0.0,True,394.0,531.0,38.7,152.0,1.28,71.8,75.7,21.0,0.0,8.0,biweekly,visual,fruits,55.0,1.33,1,783.0,3941.0,False,False,False,0.0,0.0,poor,low,False,False,False,0.7,traditional,low_burden
3064,IRR-MAL-2025-03064,Mali,2025,0.41,semi-commercial,True,967.0,29.4,occasional,2,manual,groundwater,diesel,government,0.2,0.21,48.4,6.0,1,fair,40.0,3.0,False,0.0,True,782.0,450.0,63.0,493.0,2.29,74.3,75.0,35.1,21.0,16.0,biweekly,calendar,rice,51.1,1.85,1,1569.0,7818.0,True,True,False,73.9,19.6,poor,low,False,False,False,0.4,traditional,low_burden
3065,IRR-MAL-2019-03065,Malawi,2019,1.84,semi-commercial,False,848.0,30.0,rare,3,none,none,none,none,0.0,1.84,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,437.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3066,IRR-TAN-2022-03066,Tanzania,2022,0.83,subsistence,False,845.0,15.3,occasional,6,none,none,none,none,0.0,0.83,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,662.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3067,IRR-KEN-2023-03067,Kenya,2023,1.82,subsistence,False,884.0,22.9,frequent,2,none,none,none,none,0.0,1.82,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,444.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3068,IRR-UGA-2019-03068,Uganda,2019,2.63,semi-commercial,False,400.0,24.7,occasional,6,none,none,none,none,0.0,2.63,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,609.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
3069,IRR-BUR-2023-03069,Burkina Faso,2023,1.6,semi-commercial,False,667.0,27.7,occasional,7,none,none,none,none,0.0,1.6,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,430.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
3070,IRR-UGA-2018-03070,Uganda,2018,3.87,semi-commercial,True,433.0,16.5,frequent,4,surface,rainwater_harvesting,gravity,government,3.54,0.33,91.5,156.0,16,good,2830.0,388.0,False,0.0,True,717.0,482.0,54.7,393.0,1.75,82.2,78.3,35.2,0.0,106.0,daily,calendar,maize,31.2,1.2,2,25376.0,7173.0,False,False,True,0.0,0.0,good,low,False,False,False,4.7,traditional,low_burden
3071,IRR-ZAM-2023-03071,Zambia,2023,1.02,semi-commercial,False,1303.0,22.1,frequent,4,none,none,none,none,0.0,1.02,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,637.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
3072,IRR-MAL-2025-03072,Malawi,2025,0.87,semi-commercial,False,917.0,24.4,rare,3,none,none,none,none,0.0,0.87,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,416.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3073,IRR-KEN-2019-03073,Kenya,2019,2.27,subsistence,False,1261.0,34.7,occasional,7,none,none,none,none,0.0,2.27,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,444.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3074,IRR-UGA-2019-03074,Uganda,2019,2.12,semi-commercial,False,836.0,25.0,occasional,4,none,none,none,none,0.0,2.12,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,699.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3075,IRR-KEN-2020-03075,Kenya,2020,0.34,commercial,False,833.0,23.1,occasional,5,none,none,none,none,0.0,0.34,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,586.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3076,IRR-GHA-2023-03076,Ghana,2023,1.24,semi-commercial,False,723.0,30.5,rare,4,none,none,none,none,0.0,1.24,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,476.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3077,IRR-GHA-2018-03077,Ghana,2018,4.05,semi-commercial,False,684.0,18.8,frequent,3,none,none,none,none,0.0,4.05,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,612.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3078,IRR-GHA-2019-03078,Ghana,2019,1.53,commercial,False,522.0,23.2,rare,6,none,none,none,none,0.0,1.53,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,606.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3079,IRR-MAL-2024-03079,Mali,2024,0.79,semi-commercial,False,990.0,29.7,occasional,5,none,none,none,none,0.0,0.79,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,598.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3080,IRR-MAL-2023-03080,Malawi,2023,2.34,subsistence,False,810.0,33.0,frequent,6,none,none,none,none,0.0,2.34,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,660.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3081,IRR-GHA-2024-03081,Ghana,2024,0.7,subsistence,False,1064.0,15.2,frequent,5,none,none,none,none,0.0,0.7,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,496.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3082,IRR-MAL-2021-03082,Mali,2021,0.71,subsistence,False,739.0,30.6,occasional,7,none,none,none,none,0.0,0.71,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,649.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
3083,IRR-UGA-2023-03083,Uganda,2023,2.04,subsistence,False,819.0,23.1,rare,3,none,none,none,none,0.0,2.04,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,564.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3084,IRR-KEN-2021-03084,Kenya,2021,1.93,semi-commercial,False,1171.0,27.7,occasional,3,none,none,none,none,0.0,1.93,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,470.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3085,IRR-TAN-2021-03085,Tanzania,2021,3.22,subsistence,False,549.0,25.8,frequent,3,none,none,none,none,0.0,3.22,0.0,0.0,0,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,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
3086,IRR-KEN-2020-03086,Kenya,2020,0.3,semi-commercial,False,1016.0,30.0,rare,6,none,none,none,none,0.0,0.3,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,508.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3087,IRR-MAL-2022-03087,Malawi,2022,1.47,commercial,False,929.0,25.7,rare,4,none,none,none,none,0.0,1.47,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,691.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3088,IRR-ETH-2020-03088,Ethiopia,2020,1.52,subsistence,False,1296.0,15.1,frequent,3,none,none,none,none,0.0,1.52,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,471.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3089,IRR-KEN-2018-03089,Kenya,2018,6.98,subsistence,False,484.0,15.9,occasional,6,none,none,none,none,0.0,6.98,0.0,0.0,0,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,low_burden
3090,IRR-ZAM-2018-03090,Zambia,2018,1.68,semi-commercial,False,1012.0,29.4,occasional,7,none,none,none,none,0.0,1.68,0.0,0.0,0,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,low_burden
3091,IRR-GHA-2024-03091,Ghana,2024,1.86,semi-commercial,False,1060.0,16.3,occasional,4,none,none,none,none,0.0,1.86,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,628.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3092,IRR-MAL-2025-03092,Malawi,2025,2.17,subsistence,False,905.0,33.8,occasional,3,none,none,none,none,0.0,2.17,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,689.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3093,IRR-NIG-2020-03093,Nigeria,2020,1.05,subsistence,False,1153.0,31.0,frequent,2,none,none,none,none,0.0,1.05,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,474.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
3094,IRR-MAL-2021-03094,Mali,2021,1.57,subsistence,False,447.0,27.3,rare,6,none,none,none,none,0.0,1.57,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,529.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3095,IRR-MAL-2021-03095,Mali,2021,1.43,subsistence,False,778.0,22.1,occasional,6,none,none,none,none,0.0,1.43,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,550.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
3096,IRR-BUR-2019-03096,Burkina Faso,2019,1.43,semi-commercial,False,605.0,26.7,frequent,7,none,none,none,none,0.0,1.43,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,504.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3097,IRR-KEN-2024-03097,Kenya,2024,2.73,subsistence,True,559.0,27.1,rare,4,manual,wetland,electric,shared,1.58,1.15,57.9,83.0,10,good,316.0,29.0,False,0.0,False,423.0,443.0,56.7,240.0,2.43,80.5,80.5,36.7,124.0,126.0,as_needed,calendar,vegetables,58.0,1.62,2,6684.0,4233.0,True,True,False,0.0,20.5,good,low,False,False,False,0.4,traditional,low_burden
3098,IRR-MAL-2024-03098,Malawi,2024,2.26,commercial,False,846.0,22.2,frequent,3,none,none,none,none,0.0,2.26,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,449.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3099,IRR-BUR-2022-03099,Burkina Faso,2022,1.5,semi-commercial,False,1177.0,19.0,occasional,7,none,none,none,none,0.0,1.5,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,518.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3100,IRR-TAN-2018-03100,Tanzania,2018,6.14,semi-commercial,False,829.0,34.9,rare,2,none,none,none,none,0.0,6.14,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,425.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3101,IRR-GHA-2023-03101,Ghana,2023,1.67,semi-commercial,False,1001.0,31.7,occasional,7,none,none,none,none,0.0,1.67,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,526.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3102,IRR-UGA-2019-03102,Uganda,2019,1.23,semi-commercial,False,1097.0,24.6,rare,4,none,none,none,none,0.0,1.23,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,655.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3103,IRR-UGA-2021-03103,Uganda,2021,1.2,semi-commercial,False,671.0,27.6,frequent,7,none,none,none,none,0.0,1.2,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,585.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
3104,IRR-GHA-2019-03104,Ghana,2019,2.44,semi-commercial,False,998.0,21.8,occasional,2,none,none,none,none,0.0,2.44,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,653.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3105,IRR-UGA-2019-03105,Uganda,2019,1.07,commercial,False,829.0,33.1,rare,4,none,none,none,none,0.0,1.07,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,531.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3106,IRR-ETH-2018-03106,Ethiopia,2018,1.19,semi-commercial,False,851.0,31.2,frequent,5,none,none,none,none,0.0,1.19,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,437.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3107,IRR-BUR-2022-03107,Burkina Faso,2022,0.43,subsistence,True,842.0,17.5,occasional,7,flood,river,solar,individual,0.19,0.24,44.2,11.0,16,fair,76.0,6.0,False,0.0,True,355.0,666.0,40.1,142.0,1.39,87.5,77.8,27.3,0.0,8.0,as_needed,weather_based,cotton,25.9,1.49,2,675.0,3554.0,True,False,False,0.0,22.4,poor,low,False,False,False,1.4,traditional,low_burden
3108,IRR-TAN-2020-03108,Tanzania,2020,1.84,subsistence,False,853.0,21.4,rare,2,none,none,none,none,0.0,1.84,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,640.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
3109,IRR-MAL-2024-03109,Malawi,2024,1.59,subsistence,False,958.0,18.6,occasional,6,none,none,none,none,0.0,1.59,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,483.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3110,IRR-UGA-2023-03110,Uganda,2023,0.3,subsistence,False,748.0,20.1,occasional,7,none,none,none,none,0.0,0.3,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,496.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3111,IRR-ZAM-2023-03111,Zambia,2023,2.31,subsistence,False,1010.0,26.9,rare,3,none,none,none,none,0.0,2.31,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,606.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3112,IRR-MAL-2022-03112,Malawi,2022,1.03,subsistence,False,948.0,26.8,frequent,5,none,none,none,none,0.0,1.03,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,404.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
3113,IRR-MAL-2025-03113,Malawi,2025,0.51,semi-commercial,False,739.0,29.0,occasional,4,none,none,none,none,0.0,0.51,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,560.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3114,IRR-MAL-2019-03114,Mali,2019,3.71,semi-commercial,False,797.0,29.5,rare,3,none,none,none,none,0.0,3.71,0.0,0.0,0,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,low_burden
3115,IRR-ZAM-2025-03115,Zambia,2025,1.5,subsistence,False,565.0,28.4,occasional,4,none,none,none,none,0.0,1.5,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,684.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3116,IRR-MAL-2019-03116,Mali,2019,0.77,semi-commercial,False,400.0,18.6,frequent,5,none,none,none,none,0.0,0.77,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,517.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
3117,IRR-TAN-2018-03117,Tanzania,2018,0.56,semi-commercial,False,847.0,34.3,rare,7,none,none,none,none,0.0,0.56,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,474.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3118,IRR-UGA-2024-03118,Uganda,2024,1.0,subsistence,False,512.0,29.2,occasional,3,none,none,none,none,0.0,1.0,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,535.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3119,IRR-TAN-2025-03119,Tanzania,2025,3.34,semi-commercial,False,882.0,16.4,occasional,5,none,none,none,none,0.0,3.34,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,532.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
3120,IRR-UGA-2024-03120,Uganda,2024,0.54,semi-commercial,False,1178.0,23.2,rare,5,none,none,none,none,0.0,0.54,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,694.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3121,IRR-GHA-2025-03121,Ghana,2025,1.85,subsistence,False,802.0,15.7,occasional,6,none,none,none,none,0.0,1.85,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,626.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3122,IRR-NIG-2020-03122,Nigeria,2020,1.16,semi-commercial,False,861.0,33.4,rare,5,none,none,none,none,0.0,1.16,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,460.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3123,IRR-MAL-2023-03123,Malawi,2023,1.5,subsistence,False,577.0,17.9,frequent,7,none,none,none,none,0.0,1.5,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,640.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
3124,IRR-BUR-2018-03124,Burkina Faso,2018,2.07,subsistence,False,848.0,34.6,occasional,5,none,none,none,none,0.0,2.07,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,496.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3125,IRR-ZAM-2022-03125,Zambia,2022,2.25,subsistence,False,1111.0,17.6,frequent,5,none,none,none,none,0.0,2.25,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,547.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
3126,IRR-MAL-2023-03126,Malawi,2023,0.48,subsistence,False,1257.0,16.6,occasional,5,none,none,none,none,0.0,0.48,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,454.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
3127,IRR-NIG-2019-03127,Nigeria,2019,1.22,semi-commercial,False,1077.0,28.1,frequent,6,none,none,none,none,0.0,1.22,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,424.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3128,IRR-MAL-2018-03128,Malawi,2018,1.62,commercial,True,1014.0,24.8,rare,4,drip,river,gravity,individual,1.08,0.54,66.6,52.0,16,good,2692.0,272.0,True,828.0,False,703.0,536.0,87.5,615.0,1.81,80.6,91.8,64.8,0.0,16.0,daily,calendar,vegetables,56.9,2.0,1,7567.0,7027.0,False,False,False,0.0,0.0,good,high,False,False,False,5.9,modern,low_burden
3129,IRR-GHA-2021-03129,Ghana,2021,0.96,subsistence,False,833.0,25.1,rare,7,none,none,none,none,0.0,0.96,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,448.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3130,IRR-UGA-2022-03130,Uganda,2022,2.46,subsistence,False,801.0,34.3,occasional,2,none,none,none,none,0.0,2.46,0.0,0.0,0,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,low_burden
3131,IRR-UGA-2020-03131,Uganda,2020,1.75,subsistence,False,1184.0,29.9,occasional,3,none,none,none,none,0.0,1.75,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,478.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3132,IRR-MAL-2024-03132,Mali,2024,1.77,subsistence,False,716.0,18.6,occasional,2,none,none,none,none,0.0,1.77,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,596.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3133,IRR-MAL-2019-03133,Mali,2019,1.52,subsistence,False,1104.0,33.6,rare,6,none,none,none,none,0.0,1.52,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,591.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3134,IRR-GHA-2021-03134,Ghana,2021,1.05,subsistence,False,427.0,24.5,frequent,4,none,none,none,none,0.0,1.05,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,655.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
3135,IRR-ETH-2021-03135,Ethiopia,2021,1.03,semi-commercial,False,1052.0,26.4,rare,3,none,none,none,none,0.0,1.03,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,513.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
3136,IRR-TAN-2018-03136,Tanzania,2018,1.3,semi-commercial,False,1103.0,24.7,rare,7,none,none,none,none,0.0,1.3,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,558.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3137,IRR-NIG-2024-03137,Nigeria,2024,3.1,subsistence,False,1321.0,27.9,rare,4,none,none,none,none,0.0,3.1,0.0,0.0,0,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,low_burden
3138,IRR-ETH-2018-03138,Ethiopia,2018,1.31,semi-commercial,False,1149.0,24.1,occasional,7,none,none,none,none,0.0,1.31,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,560.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3139,IRR-ETH-2021-03139,Ethiopia,2021,2.02,subsistence,False,706.0,23.1,occasional,6,none,none,none,none,0.0,2.02,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,507.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3140,IRR-KEN-2024-03140,Kenya,2024,2.42,semi-commercial,False,773.0,21.3,frequent,3,none,none,none,none,0.0,2.42,0.0,0.0,0,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,True,False,0.0,none,low_burden
3141,IRR-GHA-2023-03141,Ghana,2023,1.64,subsistence,False,751.0,28.1,occasional,7,none,none,none,none,0.0,1.64,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,599.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3142,IRR-NIG-2020-03142,Nigeria,2020,0.22,subsistence,False,709.0,18.6,occasional,3,none,none,none,none,0.0,0.22,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,532.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
3143,IRR-KEN-2023-03143,Kenya,2023,0.68,subsistence,False,621.0,21.1,occasional,3,none,none,none,none,0.0,0.68,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,460.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
3144,IRR-ETH-2023-03144,Ethiopia,2023,1.49,commercial,False,879.0,20.4,occasional,3,none,none,none,none,0.0,1.49,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,654.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3145,IRR-KEN-2023-03145,Kenya,2023,1.05,subsistence,False,811.0,30.6,occasional,5,none,none,none,none,0.0,1.05,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,645.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
3146,IRR-ZAM-2021-03146,Zambia,2021,0.82,commercial,False,1072.0,29.7,occasional,4,none,none,none,none,0.0,0.82,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,600.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3147,IRR-MAL-2021-03147,Mali,2021,1.6,semi-commercial,False,553.0,16.3,rare,3,none,none,none,none,0.0,1.6,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,490.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
3148,IRR-MAL-2024-03148,Mali,2024,2.04,subsistence,False,952.0,33.5,frequent,4,none,none,none,none,0.0,2.04,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,635.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
3149,IRR-ETH-2019-03149,Ethiopia,2019,1.04,semi-commercial,False,400.0,18.4,frequent,6,none,none,none,none,0.0,1.04,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,679.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3150,IRR-KEN-2023-03150,Kenya,2023,0.85,semi-commercial,True,982.0,34.9,occasional,3,flood,river,solar,individual,0.34,0.51,39.8,17.0,8,fair,135.0,16.0,False,0.0,True,332.0,511.0,42.8,142.0,1.82,72.6,79.4,24.7,0.0,13.0,weekly,weather_based,vegetables,38.0,1.33,1,1121.0,3323.0,False,True,False,0.0,18.6,poor,low,False,False,False,0.8,traditional,low_burden
3151,IRR-TAN-2018-03151,Tanzania,2018,1.33,semi-commercial,False,1245.0,30.7,occasional,4,none,none,none,none,0.0,1.33,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,592.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3152,IRR-MAL-2025-03152,Mali,2025,0.79,subsistence,True,1066.0,30.8,occasional,5,flood,river,electric,individual,0.43,0.36,54.4,21.0,3,poor,173.0,25.0,False,0.0,False,621.0,635.0,48.5,301.0,1.99,89.3,62.4,27.0,57.0,17.0,weekly,visual,fruits,43.6,1.49,1,2684.0,6211.0,False,True,False,0.0,24.3,poor,low,True,False,False,1.0,traditional,low_burden
3153,IRR-GHA-2024-03153,Ghana,2024,1.51,subsistence,False,1386.0,19.1,occasional,5,none,none,none,none,0.0,1.51,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,476.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3154,IRR-KEN-2025-03154,Kenya,2025,1.99,subsistence,True,1104.0,27.0,frequent,6,surface,lake,gravity,individual,1.64,0.35,82.2,80.0,16,good,1309.0,67.0,True,582.0,False,596.0,573.0,48.9,291.0,2.34,74.0,68.6,24.8,0.0,49.0,weekly,calendar,rice,23.3,2.11,1,9755.0,5962.0,True,True,False,0.0,0.0,good,low,False,True,False,5.7,traditional,low_burden
3155,IRR-UGA-2023-03155,Uganda,2023,1.4,subsistence,True,868.0,21.8,frequent,6,flood,reservoir,electric,individual,1.19,0.2,85.6,67.0,9,good,478.0,48.0,False,0.0,False,444.0,537.0,48.0,213.0,1.03,77.3,80.9,30.0,97.0,48.0,daily,visual,vegetables,47.1,2.48,2,5302.0,4438.0,False,False,False,0.0,13.4,good,low,False,True,True,1.5,traditional,low_burden
3156,IRR-GHA-2022-03156,Ghana,2022,2.24,subsistence,True,517.0,21.6,occasional,6,center_pivot,river,manual,individual,0.96,1.28,42.8,53.0,1,good,4797.0,363.0,False,0.0,True,598.0,476.0,73.7,441.0,0.88,83.5,63.9,39.3,0.0,10.0,as_needed,soil_moisture,vegetables,31.4,1.89,2,5740.0,5982.0,False,False,False,0.0,0.0,good,high,False,False,False,13.6,traditional,low_burden
3157,IRR-KEN-2021-03157,Kenya,2021,2.12,subsistence,True,1086.0,20.3,occasional,3,surface,groundwater,electric,shared,1.13,0.99,53.4,64.0,12,good,907.0,84.0,False,0.0,False,652.0,634.0,52.8,344.0,0.99,72.1,69.8,26.6,140.0,34.0,biweekly,visual,maize,20.2,2.04,2,7388.0,6517.0,False,False,False,60.0,13.2,good,low,True,False,True,4.2,traditional,low_burden
3158,IRR-ETH-2019-03158,Ethiopia,2019,0.71,semi-commercial,False,969.0,17.9,rare,5,none,none,none,none,0.0,0.71,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,562.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
3159,IRR-MAL-2023-03159,Malawi,2023,2.63,subsistence,False,649.0,29.2,occasional,6,none,none,none,none,0.0,2.63,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,676.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3160,IRR-NIG-2023-03160,Nigeria,2023,5.42,commercial,True,510.0,19.6,frequent,7,flood,groundwater,gravity,individual,4.73,0.68,87.4,215.0,15,good,1893.0,220.0,False,0.0,False,309.0,616.0,43.5,135.0,1.88,73.9,81.5,26.3,0.0,189.0,biweekly,calendar,rice,38.7,2.03,2,14642.0,3093.0,True,True,False,66.1,0.0,good,low,False,True,True,1.8,traditional,low_burden
3161,IRR-UGA-2018-03161,Uganda,2018,0.92,subsistence,False,704.0,34.1,rare,6,none,none,none,none,0.0,0.92,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,590.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3162,IRR-NIG-2023-03162,Nigeria,2023,1.82,subsistence,False,851.0,29.1,occasional,7,none,none,none,none,0.0,1.82,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,640.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3163,IRR-MAL-2024-03163,Malawi,2024,0.61,subsistence,False,775.0,22.5,frequent,3,none,none,none,none,0.0,0.61,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,628.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
3164,IRR-BUR-2021-03164,Burkina Faso,2021,0.52,semi-commercial,False,1042.0,15.3,frequent,6,none,none,none,none,0.0,0.52,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,618.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
3165,IRR-NIG-2022-03165,Nigeria,2022,3.0,semi-commercial,False,766.0,26.6,frequent,4,none,none,none,none,0.0,3.0,0.0,0.0,0,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,low_burden
3166,IRR-GHA-2018-03166,Ghana,2018,1.19,commercial,False,543.0,15.2,frequent,5,none,none,none,none,0.0,1.19,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,465.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
3167,IRR-KEN-2023-03167,Kenya,2023,0.98,subsistence,False,768.0,27.3,rare,4,none,none,none,none,0.0,0.98,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,577.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
3168,IRR-TAN-2018-03168,Tanzania,2018,2.08,commercial,False,1123.0,25.9,rare,4,none,none,none,none,0.0,2.08,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,587.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3169,IRR-ZAM-2025-03169,Zambia,2025,1.89,subsistence,False,522.0,29.3,rare,5,none,none,none,none,0.0,1.89,0.0,0.0,0,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,low_burden
3170,IRR-ZAM-2020-03170,Zambia,2020,0.56,semi-commercial,False,875.0,16.0,occasional,3,none,none,none,none,0.0,0.56,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,688.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3171,IRR-NIG-2018-03171,Nigeria,2018,0.67,subsistence,False,1036.0,33.7,rare,4,none,none,none,none,0.0,0.67,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,610.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3172,IRR-MAL-2021-03172,Mali,2021,1.67,semi-commercial,False,982.0,16.4,frequent,7,none,none,none,none,0.0,1.67,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,469.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
3173,IRR-MAL-2020-03173,Malawi,2020,1.16,subsistence,False,700.0,19.9,occasional,6,none,none,none,none,0.0,1.16,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,439.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3174,IRR-NIG-2023-03174,Nigeria,2023,0.51,subsistence,False,1265.0,31.6,rare,5,none,none,none,none,0.0,0.51,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,609.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3175,IRR-MAL-2022-03175,Malawi,2022,5.01,semi-commercial,False,1190.0,23.3,rare,3,none,none,none,none,0.0,5.01,0.0,0.0,0,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,low_burden
3176,IRR-MAL-2023-03176,Malawi,2023,0.69,semi-commercial,False,1365.0,18.9,occasional,6,none,none,none,none,0.0,0.69,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,592.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3177,IRR-NIG-2021-03177,Nigeria,2021,2.56,subsistence,False,876.0,26.8,occasional,3,none,none,none,none,0.0,2.56,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,565.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3178,IRR-GHA-2019-03178,Ghana,2019,0.87,subsistence,False,1000.0,19.7,rare,6,none,none,none,none,0.0,0.87,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,649.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
3179,IRR-MAL-2024-03179,Malawi,2024,0.56,semi-commercial,False,867.0,16.1,occasional,6,none,none,none,none,0.0,0.56,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,473.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3180,IRR-ETH-2018-03180,Ethiopia,2018,2.18,semi-commercial,False,760.0,25.4,occasional,4,none,none,none,none,0.0,2.18,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,599.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
3181,IRR-GHA-2020-03181,Ghana,2020,2.08,subsistence,False,1054.0,26.0,frequent,2,none,none,none,none,0.0,2.08,0.0,0.0,0,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,True,False,0.0,none,low_burden
3182,IRR-MAL-2018-03182,Malawi,2018,3.37,semi-commercial,False,775.0,17.9,rare,5,none,none,none,none,0.0,3.37,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,410.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3183,IRR-MAL-2021-03183,Mali,2021,5.21,subsistence,True,779.0,29.7,occasional,6,flood,river,manual,individual,3.22,1.99,61.7,182.0,15,good,1287.0,105.0,False,0.0,True,728.0,556.0,43.0,313.0,2.42,92.2,86.6,34.3,0.0,129.0,weekly,soil_moisture,maize,46.3,2.1,1,23400.0,7275.0,False,True,False,0.0,0.0,good,low,False,False,False,1.1,traditional,low_burden
3184,IRR-UGA-2022-03184,Uganda,2022,0.78,semi-commercial,True,1164.0,20.9,occasional,3,surface,river,gravity,shared,0.26,0.52,33.7,13.0,9,fair,211.0,14.0,False,0.0,False,301.0,501.0,57.5,173.0,1.03,93.6,76.3,41.0,0.0,8.0,biweekly,weather_based,cotton,30.5,1.96,1,794.0,3010.0,True,False,True,0.0,0.0,poor,low,False,False,False,1.8,traditional,low_burden
3185,IRR-MAL-2024-03185,Malawi,2024,1.09,semi-commercial,False,947.0,21.2,occasional,5,none,none,none,none,0.0,1.09,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,613.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3186,IRR-UGA-2022-03186,Uganda,2022,1.29,semi-commercial,False,784.0,17.4,rare,7,none,none,none,none,0.0,1.29,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,521.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3187,IRR-ZAM-2025-03187,Zambia,2025,1.23,semi-commercial,False,822.0,16.4,occasional,5,none,none,none,none,0.0,1.23,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,535.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3188,IRR-BUR-2023-03188,Burkina Faso,2023,3.24,semi-commercial,False,813.0,27.8,occasional,4,none,none,none,none,0.0,3.24,0.0,0.0,0,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,low_burden
3189,IRR-KEN-2018-03189,Kenya,2018,1.22,subsistence,True,874.0,27.3,occasional,3,drip,wetland,solar,individual,0.94,0.27,77.4,34.0,19,poor,2360.0,222.0,True,1361.0,True,305.0,597.0,79.2,242.0,0.95,70.6,95.0,53.1,0.0,14.0,daily,calendar,vegetables,39.6,2.38,3,2883.0,3053.0,False,False,False,0.0,21.0,poor,high,False,False,False,9.8,modern,low_burden
3190,IRR-UGA-2019-03190,Uganda,2019,1.03,commercial,False,630.0,20.1,occasional,4,none,none,none,none,0.0,1.03,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,598.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3191,IRR-ZAM-2021-03191,Zambia,2021,1.3,subsistence,False,1057.0,16.3,frequent,5,none,none,none,none,0.0,1.3,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,648.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3192,IRR-KEN-2024-03192,Kenya,2024,0.56,subsistence,False,701.0,26.1,occasional,3,none,none,none,none,0.0,0.56,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,464.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3193,IRR-GHA-2023-03193,Ghana,2023,0.95,subsistence,False,872.0,33.3,rare,4,none,none,none,none,0.0,0.95,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,684.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3194,IRR-GHA-2024-03194,Ghana,2024,0.43,subsistence,False,930.0,28.4,occasional,6,none,none,none,none,0.0,0.43,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,649.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
3195,IRR-UGA-2025-03195,Uganda,2025,0.81,subsistence,False,1059.0,33.9,occasional,6,none,none,none,none,0.0,0.81,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,545.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3196,IRR-TAN-2020-03196,Tanzania,2020,0.68,semi-commercial,False,619.0,32.5,frequent,6,none,none,none,none,0.0,0.68,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,439.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3197,IRR-BUR-2020-03197,Burkina Faso,2020,1.25,subsistence,False,1022.0,30.6,occasional,7,none,none,none,none,0.0,1.25,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,590.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3198,IRR-KEN-2021-03198,Kenya,2021,1.05,subsistence,False,1274.0,21.8,rare,4,none,none,none,none,0.0,1.05,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,640.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3199,IRR-MAL-2018-03199,Mali,2018,3.71,subsistence,True,875.0,25.5,occasional,4,surface,lake,wind,individual,3.25,0.46,87.7,157.0,4,good,2599.0,325.0,False,0.0,False,404.0,583.0,50.3,204.0,0.94,83.8,68.1,28.7,0.0,97.0,biweekly,calendar,cotton,29.0,2.32,1,13140.0,4045.0,False,True,True,0.0,0.0,good,low,True,False,False,4.8,traditional,low_burden
3200,IRR-ETH-2021-03200,Ethiopia,2021,0.34,semi-commercial,True,927.0,17.4,occasional,6,center_pivot,reservoir,diesel,individual,0.17,0.17,50.2,8.0,14,excellent,850.0,107.0,False,0.0,False,616.0,695.0,79.1,487.0,1.36,73.0,87.6,50.5,18.0,2.0,weekly,calendar,vegetables,42.8,1.96,2,1048.0,6161.0,True,False,False,0.0,2.7,good,high,False,False,True,11.7,traditional,low_burden
3201,IRR-ETH-2025-03201,Ethiopia,2025,1.6,semi-commercial,False,735.0,20.2,occasional,3,none,none,none,none,0.0,1.6,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,515.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3202,IRR-GHA-2022-03202,Ghana,2022,1.15,subsistence,True,1076.0,26.7,rare,2,flood,groundwater,gravity,shared,0.65,0.5,56.1,25.0,18,good,258.0,25.0,True,114.0,False,656.0,542.0,38.5,252.0,1.96,71.7,85.4,23.6,0.0,26.0,biweekly,calendar,vegetables,38.2,1.42,2,4236.0,6560.0,True,False,True,49.8,0.0,good,low,True,False,True,1.2,traditional,low_burden
3203,IRR-NIG-2021-03203,Nigeria,2021,2.0,semi-commercial,False,1286.0,17.5,rare,4,none,none,none,none,0.0,2.0,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,426.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3204,IRR-BUR-2025-03204,Burkina Faso,2025,1.55,subsistence,False,743.0,30.9,frequent,3,none,none,none,none,0.0,1.55,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,534.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3205,IRR-TAN-2025-03205,Tanzania,2025,1.41,semi-commercial,False,562.0,28.5,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,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
3206,IRR-NIG-2021-03206,Nigeria,2021,2.54,semi-commercial,False,1003.0,30.9,frequent,5,none,none,none,none,0.0,2.54,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,416.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3207,IRR-UGA-2019-03207,Uganda,2019,1.37,semi-commercial,False,808.0,15.1,rare,2,none,none,none,none,0.0,1.37,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,511.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3208,IRR-MAL-2019-03208,Malawi,2019,3.28,semi-commercial,False,751.0,20.0,frequent,2,none,none,none,none,0.0,3.28,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,566.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3209,IRR-NIG-2018-03209,Nigeria,2018,1.3,subsistence,False,890.0,16.6,rare,7,none,none,none,none,0.0,1.3,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,410.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3210,IRR-KEN-2022-03210,Kenya,2022,2.06,subsistence,False,770.0,33.6,rare,7,none,none,none,none,0.0,2.06,0.0,0.0,0,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,low_burden
3211,IRR-TAN-2021-03211,Tanzania,2021,1.37,semi-commercial,False,1211.0,29.4,frequent,7,none,none,none,none,0.0,1.37,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,631.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
3212,IRR-UGA-2025-03212,Uganda,2025,0.53,subsistence,True,837.0,32.0,rare,3,sprinkler,groundwater,electric,individual,0.39,0.14,73.0,18.0,17,good,579.0,35.0,False,0.0,True,365.0,589.0,74.0,270.0,1.81,73.4,61.3,33.3,41.0,8.0,daily,weather_based,vegetables,52.1,1.43,2,1409.0,3653.0,True,False,False,28.8,17.6,good,medium,True,False,True,4.2,modern,low_burden
3213,IRR-MAL-2023-03213,Mali,2023,2.99,subsistence,False,753.0,31.9,occasional,2,none,none,none,none,0.0,2.99,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,604.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3214,IRR-ZAM-2022-03214,Zambia,2022,1.45,semi-commercial,True,813.0,34.7,frequent,5,flood,lake,electric,individual,0.92,0.53,63.6,37.0,10,excellent,369.0,54.0,True,203.0,False,658.0,636.0,45.0,296.0,1.26,84.6,80.4,30.6,101.0,37.0,daily,soil_moisture,horticulture,31.9,1.72,2,6072.0,6579.0,False,False,True,0.0,24.4,good,low,True,False,False,1.6,traditional,low_burden
3215,IRR-ZAM-2024-03215,Zambia,2024,3.08,semi-commercial,True,1235.0,31.3,rare,6,surface,river,manual,cooperative,2.84,0.24,92.3,87.0,15,fair,2272.0,312.0,False,0.0,True,746.0,510.0,51.2,382.0,1.99,71.5,83.4,30.5,0.0,85.0,weekly,calendar,rice,27.7,2.15,3,21200.0,7464.0,False,False,False,0.0,0.0,poor,low,True,False,False,5.3,traditional,low_burden
3216,IRR-ZAM-2023-03216,Zambia,2023,0.57,semi-commercial,False,767.0,20.7,occasional,6,none,none,none,none,0.0,0.57,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,656.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3217,IRR-UGA-2023-03217,Uganda,2023,1.32,subsistence,False,1180.0,20.2,occasional,3,none,none,none,none,0.0,1.32,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,682.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3218,IRR-MAL-2022-03218,Mali,2022,0.71,semi-commercial,True,700.0,23.1,occasional,4,flood,groundwater,manual,government,0.6,0.12,83.5,31.0,0,fair,239.0,31.0,False,0.0,False,389.0,645.0,44.6,174.0,2.13,82.3,78.9,29.0,0.0,24.0,weekly,calendar,rice,34.6,2.16,1,2321.0,3890.0,False,False,False,73.5,0.0,poor,low,True,False,False,1.9,traditional,low_burden
3219,IRR-MAL-2018-03219,Mali,2018,3.78,subsistence,False,1237.0,19.8,frequent,3,none,none,none,none,0.0,3.78,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,658.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
3220,IRR-MAL-2024-03220,Mali,2024,0.92,subsistence,False,1020.0,23.9,occasional,7,none,none,none,none,0.0,0.92,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,696.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3221,IRR-ZAM-2025-03221,Zambia,2025,0.99,semi-commercial,False,704.0,27.7,rare,5,none,none,none,none,0.0,0.99,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,488.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3222,IRR-BUR-2022-03222,Burkina Faso,2022,2.94,subsistence,False,1130.0,27.6,rare,2,none,none,none,none,0.0,2.94,0.0,0.0,0,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,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
3223,IRR-KEN-2020-03223,Kenya,2020,1.07,subsistence,False,924.0,19.2,frequent,3,none,none,none,none,0.0,1.07,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,636.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3224,IRR-MAL-2024-03224,Mali,2024,3.39,subsistence,False,623.0,32.4,occasional,5,none,none,none,none,0.0,3.39,0.0,0.0,0,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,False,False,0.0,none,low_burden
3225,IRR-MAL-2021-03225,Mali,2021,0.96,semi-commercial,False,753.0,16.9,frequent,2,none,none,none,none,0.0,0.96,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,644.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3226,IRR-UGA-2021-03226,Uganda,2021,0.79,semi-commercial,False,685.0,28.9,occasional,6,none,none,none,none,0.0,0.79,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,476.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3227,IRR-UGA-2025-03227,Uganda,2025,1.3,semi-commercial,False,620.0,30.8,occasional,3,none,none,none,none,0.0,1.3,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,699.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3228,IRR-TAN-2024-03228,Tanzania,2024,1.8,commercial,False,930.0,30.1,rare,4,none,none,none,none,0.0,1.8,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,642.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3229,IRR-ZAM-2021-03229,Zambia,2021,1.35,semi-commercial,False,1282.0,20.3,rare,5,none,none,none,none,0.0,1.35,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,467.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3230,IRR-MAL-2018-03230,Mali,2018,1.4,subsistence,False,1282.0,15.9,rare,2,none,none,none,none,0.0,1.4,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,517.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
3231,IRR-ETH-2018-03231,Ethiopia,2018,2.59,commercial,True,477.0,30.4,frequent,7,flood,rainwater_harvesting,electric,cooperative,1.77,0.82,68.4,103.0,4,fair,709.0,72.0,True,231.0,True,635.0,446.0,44.2,281.0,0.89,85.7,76.0,28.8,237.0,71.0,biweekly,calendar,maize,46.4,1.59,1,11246.0,6346.0,True,True,False,0.0,24.4,poor,low,False,True,False,1.2,traditional,low_burden
3232,IRR-NIG-2021-03232,Nigeria,2021,1.4,subsistence,False,1042.0,16.0,occasional,2,none,none,none,none,0.0,1.4,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,407.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3233,IRR-ZAM-2021-03233,Zambia,2021,2.55,commercial,True,944.0,30.9,frequent,5,surface,wetland,gravity,shared,0.88,1.66,34.7,33.0,14,poor,706.0,89.0,False,0.0,False,770.0,527.0,59.4,457.0,2.32,70.5,67.2,28.1,0.0,26.0,biweekly,calendar,vegetables,28.9,2.22,1,6803.0,7704.0,False,False,False,0.0,0.0,poor,low,True,True,False,1.9,traditional,low_burden
3234,IRR-GHA-2024-03234,Ghana,2024,1.34,semi-commercial,False,873.0,20.5,occasional,4,none,none,none,none,0.0,1.34,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,444.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3235,IRR-GHA-2024-03235,Ghana,2024,3.2,subsistence,False,947.0,29.2,frequent,6,none,none,none,none,0.0,3.2,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,599.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3236,IRR-GHA-2020-03236,Ghana,2020,0.97,semi-commercial,False,1198.0,22.0,frequent,7,none,none,none,none,0.0,0.97,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,486.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3237,IRR-MAL-2018-03237,Malawi,2018,0.73,subsistence,False,998.0,34.6,occasional,5,none,none,none,none,0.0,0.73,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,643.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3238,IRR-KEN-2019-03238,Kenya,2019,0.95,subsistence,False,1023.0,24.2,occasional,7,none,none,none,none,0.0,0.95,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,511.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3239,IRR-ZAM-2018-03239,Zambia,2018,0.56,subsistence,False,1264.0,22.0,occasional,6,none,none,none,none,0.0,0.56,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,684.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3240,IRR-ZAM-2023-03240,Zambia,2023,6.2,semi-commercial,False,709.0,27.3,rare,4,none,none,none,none,0.0,6.2,0.0,0.0,0,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,low_burden
3241,IRR-GHA-2024-03241,Ghana,2024,0.9,subsistence,False,725.0,29.4,frequent,6,none,none,none,none,0.0,0.9,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,527.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
3242,IRR-GHA-2025-03242,Ghana,2025,0.67,semi-commercial,False,737.0,32.7,frequent,6,none,none,none,none,0.0,0.67,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,575.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3243,IRR-ZAM-2019-03243,Zambia,2019,0.79,subsistence,False,1398.0,23.7,occasional,3,none,none,none,none,0.0,0.79,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,573.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3244,IRR-BUR-2025-03244,Burkina Faso,2025,0.33,semi-commercial,False,725.0,30.5,occasional,7,none,none,none,none,0.0,0.33,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,475.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
3245,IRR-ZAM-2022-03245,Zambia,2022,2.19,subsistence,False,1207.0,28.8,rare,6,none,none,none,none,0.0,2.19,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,405.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3246,IRR-ZAM-2020-03246,Zambia,2020,1.32,subsistence,False,1121.0,20.8,occasional,3,none,none,none,none,0.0,1.32,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,549.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3247,IRR-GHA-2024-03247,Ghana,2024,3.25,semi-commercial,False,1204.0,32.2,frequent,7,none,none,none,none,0.0,3.25,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,481.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3248,IRR-NIG-2024-03248,Nigeria,2024,2.76,subsistence,False,737.0,26.1,occasional,3,none,none,none,none,0.0,2.76,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,576.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
3249,IRR-MAL-2025-03249,Malawi,2025,1.33,subsistence,False,1070.0,25.9,occasional,3,none,none,none,none,0.0,1.33,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,660.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3250,IRR-KEN-2024-03250,Kenya,2024,1.03,semi-commercial,False,860.0,18.7,frequent,3,none,none,none,none,0.0,1.03,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,545.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3251,IRR-ETH-2018-03251,Ethiopia,2018,0.91,commercial,False,585.0,31.5,occasional,7,none,none,none,none,0.0,0.91,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,422.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
3252,IRR-ETH-2025-03252,Ethiopia,2025,2.37,subsistence,False,1175.0,34.5,occasional,6,none,none,none,none,0.0,2.37,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,417.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3253,IRR-NIG-2023-03253,Nigeria,2023,0.92,commercial,False,1191.0,29.2,occasional,5,none,none,none,none,0.0,0.92,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,476.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3254,IRR-NIG-2025-03254,Nigeria,2025,3.32,subsistence,False,636.0,24.0,occasional,3,none,none,none,none,0.0,3.32,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,626.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3255,IRR-ETH-2021-03255,Ethiopia,2021,3.84,semi-commercial,False,878.0,28.2,occasional,3,none,none,none,none,0.0,3.84,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,415.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3256,IRR-GHA-2021-03256,Ghana,2021,1.12,semi-commercial,False,1357.0,24.0,rare,5,none,none,none,none,0.0,1.12,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,424.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3257,IRR-TAN-2022-03257,Tanzania,2022,2.36,semi-commercial,False,1160.0,27.4,rare,3,none,none,none,none,0.0,2.36,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,561.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3258,IRR-NIG-2018-03258,Nigeria,2018,1.79,subsistence,False,1104.0,18.1,frequent,6,none,none,none,none,0.0,1.79,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,528.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
3259,IRR-UGA-2018-03259,Uganda,2018,1.0,subsistence,False,1013.0,25.1,occasional,6,none,none,none,none,0.0,1.0,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,626.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
3260,IRR-UGA-2018-03260,Uganda,2018,1.92,subsistence,False,1348.0,18.3,occasional,4,none,none,none,none,0.0,1.92,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,520.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3261,IRR-ZAM-2025-03261,Zambia,2025,5.44,subsistence,False,704.0,15.1,occasional,6,none,none,none,none,0.0,5.44,0.0,0.0,0,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,low_burden
3262,IRR-ZAM-2020-03262,Zambia,2020,2.65,semi-commercial,False,1155.0,18.1,frequent,2,none,none,none,none,0.0,2.65,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,596.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
3263,IRR-MAL-2022-03263,Malawi,2022,1.17,subsistence,False,1357.0,32.9,occasional,3,none,none,none,none,0.0,1.17,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,471.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3264,IRR-TAN-2019-03264,Tanzania,2019,1.23,semi-commercial,False,921.0,21.2,rare,5,none,none,none,none,0.0,1.23,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,500.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3265,IRR-MAL-2018-03265,Mali,2018,1.61,semi-commercial,False,1091.0,30.6,occasional,7,none,none,none,none,0.0,1.61,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,406.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3266,IRR-NIG-2020-03266,Nigeria,2020,2.9,semi-commercial,False,598.0,23.3,frequent,5,none,none,none,none,0.0,2.9,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,482.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
3267,IRR-TAN-2020-03267,Tanzania,2020,0.59,subsistence,False,1053.0,17.0,occasional,4,none,none,none,none,0.0,0.59,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,456.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3268,IRR-UGA-2023-03268,Uganda,2023,2.93,commercial,False,636.0,27.8,occasional,2,none,none,none,none,0.0,2.93,0.0,0.0,0,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,low_burden
3269,IRR-UGA-2024-03269,Uganda,2024,1.39,subsistence,False,738.0,21.7,frequent,3,none,none,none,none,0.0,1.39,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,532.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
3270,IRR-MAL-2023-03270,Mali,2023,0.63,semi-commercial,False,948.0,25.1,rare,5,none,none,none,none,0.0,0.63,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,646.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
3271,IRR-NIG-2024-03271,Nigeria,2024,0.83,subsistence,False,538.0,23.1,rare,5,none,none,none,none,0.0,0.83,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,489.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
3272,IRR-MAL-2022-03272,Malawi,2022,0.94,commercial,False,400.0,30.3,frequent,5,none,none,none,none,0.0,0.94,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,641.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3273,IRR-ZAM-2022-03273,Zambia,2022,0.95,semi-commercial,True,740.0,33.1,frequent,2,drip,rainwater_harvesting,wind,individual,0.36,0.6,37.2,20.0,12,excellent,889.0,108.0,False,0.0,False,577.0,556.0,78.7,454.0,2.04,85.1,95.0,63.6,0.0,5.0,weekly,weather_based,fruits,27.4,1.47,3,2051.0,5768.0,True,True,True,0.0,0.0,good,high,True,False,False,6.8,modern,low_burden
3274,IRR-UGA-2020-03274,Uganda,2020,0.69,commercial,False,652.0,21.0,occasional,4,none,none,none,none,0.0,0.69,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,565.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3275,IRR-ZAM-2024-03275,Zambia,2024,1.02,semi-commercial,False,1045.0,28.0,frequent,4,none,none,none,none,0.0,1.02,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,581.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
3276,IRR-GHA-2023-03276,Ghana,2023,2.35,subsistence,False,630.0,28.7,occasional,5,none,none,none,none,0.0,2.35,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,686.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
3277,IRR-KEN-2022-03277,Kenya,2022,0.7,subsistence,False,1051.0,29.0,frequent,2,none,none,none,none,0.0,0.7,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,602.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3278,IRR-KEN-2019-03278,Kenya,2019,6.9,subsistence,False,1003.0,23.8,frequent,4,none,none,none,none,0.0,6.9,0.0,0.0,0,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,low_burden
3279,IRR-UGA-2018-03279,Uganda,2018,0.92,semi-commercial,False,1339.0,29.6,occasional,2,none,none,none,none,0.0,0.92,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,544.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
3280,IRR-GHA-2025-03280,Ghana,2025,1.37,subsistence,False,944.0,22.1,occasional,4,none,none,none,none,0.0,1.37,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,632.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3281,IRR-MAL-2018-03281,Mali,2018,0.4,subsistence,False,1243.0,34.9,frequent,3,none,none,none,none,0.0,0.4,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,622.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
3282,IRR-ETH-2020-03282,Ethiopia,2020,3.51,subsistence,False,695.0,31.7,occasional,5,none,none,none,none,0.0,3.51,0.0,0.0,0,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,low_burden
3283,IRR-ZAM-2023-03283,Zambia,2023,0.63,subsistence,True,514.0,19.7,occasional,7,manual,river,electric,individual,0.35,0.28,55.9,13.0,14,fair,70.0,7.0,True,37.0,False,750.0,441.0,58.6,439.0,2.21,85.5,89.6,44.9,38.0,28.0,as_needed,visual,rice,21.7,1.66,2,2621.0,7497.0,True,True,False,0.0,16.7,poor,low,False,False,False,1.0,traditional,low_burden
3284,IRR-ZAM-2020-03284,Zambia,2020,1.74,subsistence,False,928.0,31.0,occasional,2,none,none,none,none,0.0,1.74,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,407.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3285,IRR-NIG-2023-03285,Nigeria,2023,1.24,semi-commercial,True,664.0,29.3,rare,3,sprinkler,groundwater,wind,individual,0.99,0.25,79.7,45.0,15,fair,1486.0,122.0,False,0.0,True,535.0,434.0,81.1,434.0,2.33,76.9,77.5,48.3,0.0,20.0,weekly,visual,horticulture,21.8,2.27,1,5304.0,5355.0,False,False,True,46.1,0.0,poor,medium,True,False,False,11.0,modern,low_burden
3286,IRR-ZAM-2024-03286,Zambia,2024,0.48,semi-commercial,False,606.0,22.6,occasional,4,none,none,none,none,0.0,0.48,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,426.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
3287,IRR-ZAM-2024-03287,Zambia,2024,1.24,subsistence,False,916.0,22.4,rare,7,none,none,none,none,0.0,1.24,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,617.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3288,IRR-ZAM-2020-03288,Zambia,2020,1.95,subsistence,False,939.0,26.1,rare,7,none,none,none,none,0.0,1.95,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,505.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3289,IRR-BUR-2019-03289,Burkina Faso,2019,2.89,semi-commercial,True,708.0,24.6,rare,3,flood,groundwater,electric,cooperative,1.93,0.96,66.7,64.0,17,poor,772.0,104.0,False,0.0,False,680.0,653.0,39.3,267.0,1.01,70.5,63.8,17.6,255.0,77.0,daily,calendar,sugarcane,29.9,2.28,2,13115.0,6799.0,False,False,False,72.2,17.0,poor,low,False,False,False,1.8,traditional,low_burden
3290,IRR-GHA-2023-03290,Ghana,2023,1.16,subsistence,False,1020.0,34.4,occasional,3,none,none,none,none,0.0,1.16,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,488.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3291,IRR-TAN-2019-03291,Tanzania,2019,0.74,subsistence,False,841.0,24.1,frequent,7,none,none,none,none,0.0,0.74,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,677.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
3292,IRR-UGA-2025-03292,Uganda,2025,2.87,subsistence,False,1070.0,25.4,rare,5,none,none,none,none,0.0,2.87,0.0,0.0,0,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,low_burden
3293,IRR-GHA-2023-03293,Ghana,2023,0.58,subsistence,False,1043.0,18.4,occasional,6,none,none,none,none,0.0,0.58,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,461.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
3294,IRR-ETH-2020-03294,Ethiopia,2020,3.59,subsistence,False,898.0,20.3,rare,7,none,none,none,none,0.0,3.59,0.0,0.0,0,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,low_burden
3295,IRR-MAL-2019-03295,Malawi,2019,1.14,semi-commercial,False,808.0,30.3,frequent,5,none,none,none,none,0.0,1.14,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,410.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3296,IRR-ZAM-2018-03296,Zambia,2018,2.37,subsistence,False,1015.0,26.0,rare,5,none,none,none,none,0.0,2.37,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,606.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3297,IRR-UGA-2022-03297,Uganda,2022,1.15,subsistence,False,1023.0,30.0,occasional,2,none,none,none,none,0.0,1.15,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,669.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3298,IRR-ZAM-2018-03298,Zambia,2018,2.1,semi-commercial,False,864.0,27.5,rare,7,none,none,none,none,0.0,2.1,0.0,0.0,0,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,low_burden
3299,IRR-BUR-2023-03299,Burkina Faso,2023,8.42,commercial,False,547.0,22.3,occasional,7,none,none,none,none,0.0,8.42,0.0,0.0,0,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,low_burden
3300,IRR-GHA-2018-03300,Ghana,2018,0.7,subsistence,False,714.0,33.5,rare,3,none,none,none,none,0.0,0.7,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,414.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
3301,IRR-GHA-2024-03301,Ghana,2024,1.85,subsistence,False,952.0,26.5,occasional,4,none,none,none,none,0.0,1.85,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,434.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3302,IRR-NIG-2021-03302,Nigeria,2021,0.64,subsistence,False,840.0,15.4,rare,6,none,none,none,none,0.0,0.64,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,432.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
3303,IRR-UGA-2019-03303,Uganda,2019,1.47,semi-commercial,False,764.0,19.4,rare,4,none,none,none,none,0.0,1.47,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,604.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3304,IRR-KEN-2020-03304,Kenya,2020,2.0,subsistence,False,891.0,15.6,occasional,2,none,none,none,none,0.0,2.0,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,447.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3305,IRR-BUR-2021-03305,Burkina Faso,2021,2.67,subsistence,True,1118.0,23.9,rare,7,drip,lake,gravity,individual,2.27,0.4,85.0,95.0,6,fair,5670.0,633.0,False,0.0,False,639.0,509.0,92.5,592.0,1.76,85.5,86.4,68.3,0.0,34.0,daily,calendar,maize,22.1,1.42,1,14505.0,6395.0,False,True,True,0.0,0.0,poor,high,False,False,False,19.3,modern,low_burden
3306,IRR-ETH-2021-03306,Ethiopia,2021,2.09,subsistence,False,1007.0,21.5,occasional,3,none,none,none,none,0.0,2.09,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,621.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
3307,IRR-MAL-2023-03307,Malawi,2023,0.58,subsistence,False,1114.0,33.7,frequent,4,none,none,none,none,0.0,0.58,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,560.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
3308,IRR-NIG-2019-03308,Nigeria,2019,1.52,semi-commercial,False,1401.0,30.2,occasional,7,none,none,none,none,0.0,1.52,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,656.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3309,IRR-BUR-2025-03309,Burkina Faso,2025,0.78,semi-commercial,False,625.0,29.7,rare,4,none,none,none,none,0.0,0.78,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,440.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3310,IRR-MAL-2020-03310,Mali,2020,1.23,subsistence,False,921.0,27.0,occasional,3,none,none,none,none,0.0,1.23,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,532.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
3311,IRR-NIG-2021-03311,Nigeria,2021,1.31,subsistence,False,1185.0,34.0,frequent,7,none,none,none,none,0.0,1.31,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,699.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
3312,IRR-UGA-2024-03312,Uganda,2024,0.82,subsistence,False,705.0,22.8,rare,4,none,none,none,none,0.0,0.82,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,463.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3313,IRR-KEN-2024-03313,Kenya,2024,0.81,semi-commercial,True,1061.0,16.2,frequent,3,manual,lake,solar,cooperative,0.34,0.47,42.1,20.0,17,fair,68.0,7.0,False,0.0,False,698.0,624.0,56.0,391.0,1.08,89.9,89.3,44.9,0.0,27.0,daily,calendar,maize,40.6,1.61,1,2387.0,6984.0,False,True,False,0.0,8.1,poor,low,True,True,False,0.4,traditional,low_burden
3314,IRR-KEN-2023-03314,Kenya,2023,1.21,semi-commercial,False,1095.0,15.7,rare,4,none,none,none,none,0.0,1.21,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,411.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3315,IRR-MAL-2018-03315,Malawi,2018,1.8,subsistence,False,954.0,30.4,occasional,2,none,none,none,none,0.0,1.8,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,561.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3316,IRR-KEN-2019-03316,Kenya,2019,2.07,semi-commercial,False,1070.0,20.4,rare,5,none,none,none,none,0.0,2.07,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,423.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3317,IRR-MAL-2025-03317,Mali,2025,1.89,commercial,False,554.0,33.4,rare,3,none,none,none,none,0.0,1.89,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,604.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3318,IRR-MAL-2022-03318,Mali,2022,1.64,commercial,False,1035.0,20.5,frequent,5,none,none,none,none,0.0,1.64,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,429.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
3319,IRR-NIG-2021-03319,Nigeria,2021,1.01,semi-commercial,False,879.0,31.7,rare,7,none,none,none,none,0.0,1.01,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,679.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
3320,IRR-ETH-2018-03320,Ethiopia,2018,2.41,semi-commercial,False,816.0,31.6,rare,7,none,none,none,none,0.0,2.41,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,478.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3321,IRR-MAL-2025-03321,Malawi,2025,0.56,subsistence,False,748.0,23.7,occasional,5,none,none,none,none,0.0,0.56,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,563.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3322,IRR-BUR-2019-03322,Burkina Faso,2019,0.99,semi-commercial,False,788.0,32.6,occasional,5,none,none,none,none,0.0,0.99,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,531.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3323,IRR-MAL-2022-03323,Malawi,2022,1.16,subsistence,False,985.0,19.1,occasional,7,none,none,none,none,0.0,1.16,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,492.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3324,IRR-BUR-2018-03324,Burkina Faso,2018,0.71,subsistence,False,821.0,23.0,occasional,4,none,none,none,none,0.0,0.71,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,419.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
3325,IRR-NIG-2018-03325,Nigeria,2018,0.22,subsistence,False,592.0,20.4,rare,7,none,none,none,none,0.0,0.22,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,671.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3326,IRR-ETH-2018-03326,Ethiopia,2018,1.39,subsistence,False,1225.0,15.7,rare,3,none,none,none,none,0.0,1.39,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,408.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
3327,IRR-KEN-2021-03327,Kenya,2021,2.44,subsistence,False,1069.0,33.9,occasional,4,none,none,none,none,0.0,2.44,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,542.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3328,IRR-MAL-2020-03328,Malawi,2020,0.84,semi-commercial,False,1161.0,19.3,frequent,6,none,none,none,none,0.0,0.84,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,679.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3329,IRR-TAN-2019-03329,Tanzania,2019,2.84,semi-commercial,False,747.0,32.5,rare,2,none,none,none,none,0.0,2.84,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,426.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3330,IRR-UGA-2020-03330,Uganda,2020,2.97,semi-commercial,False,900.0,17.2,frequent,5,none,none,none,none,0.0,2.97,0.0,0.0,0,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,True,False,0.0,none,low_burden
3331,IRR-TAN-2020-03331,Tanzania,2020,4.47,semi-commercial,True,1014.0,33.5,occasional,5,flood,rainwater_harvesting,gravity,shared,2.73,1.74,61.1,121.0,9,poor,1092.0,156.0,True,653.0,False,611.0,485.0,48.4,296.0,1.09,72.7,72.4,25.5,0.0,109.0,biweekly,visual,vegetables,32.5,2.22,2,16697.0,6114.0,True,True,False,0.0,0.0,poor,low,False,False,False,1.5,traditional,low_burden
3332,IRR-UGA-2022-03332,Uganda,2022,2.13,subsistence,False,1232.0,18.6,occasional,7,none,none,none,none,0.0,2.13,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,639.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
3333,IRR-GHA-2025-03333,Ghana,2025,1.04,semi-commercial,False,1273.0,34.6,occasional,6,none,none,none,none,0.0,1.04,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,561.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3334,IRR-UGA-2023-03334,Uganda,2023,1.33,subsistence,False,782.0,26.8,frequent,3,none,none,none,none,0.0,1.33,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,609.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3335,IRR-UGA-2018-03335,Uganda,2018,3.77,subsistence,False,1164.0,27.6,occasional,6,none,none,none,none,0.0,3.77,0.0,0.0,0,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,low_burden
3336,IRR-TAN-2018-03336,Tanzania,2018,1.54,semi-commercial,False,845.0,22.9,frequent,6,none,none,none,none,0.0,1.54,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,657.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
3337,IRR-ETH-2019-03337,Ethiopia,2019,1.01,subsistence,False,919.0,25.1,frequent,3,none,none,none,none,0.0,1.01,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,684.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3338,IRR-ZAM-2018-03338,Zambia,2018,2.05,semi-commercial,False,1058.0,22.9,occasional,4,none,none,none,none,0.0,2.05,0.0,0.0,0,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,low_burden
3339,IRR-MAL-2025-03339,Mali,2025,1.65,semi-commercial,False,808.0,21.1,rare,7,none,none,none,none,0.0,1.65,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,616.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3340,IRR-ETH-2024-03340,Ethiopia,2024,1.85,commercial,False,922.0,15.7,rare,3,none,none,none,none,0.0,1.85,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,684.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3341,IRR-NIG-2021-03341,Nigeria,2021,0.98,subsistence,False,966.0,33.0,frequent,4,none,none,none,none,0.0,0.98,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,587.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
3342,IRR-BUR-2025-03342,Burkina Faso,2025,0.73,subsistence,False,1114.0,26.6,occasional,4,none,none,none,none,0.0,0.73,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,588.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3343,IRR-MAL-2023-03343,Mali,2023,0.26,subsistence,True,400.0,23.1,rare,4,drip,reservoir,diesel,shared,0.08,0.18,31.8,5.0,2,poor,208.0,16.0,True,106.0,True,506.0,599.0,95.0,481.0,2.14,86.1,93.9,76.8,10.0,1.0,biweekly,calendar,maize,31.0,1.51,1,422.0,5063.0,True,True,True,0.0,17.5,poor,high,False,False,False,5.1,modern,low_burden
3344,IRR-ETH-2018-03344,Ethiopia,2018,1.45,semi-commercial,False,772.0,23.5,occasional,7,none,none,none,none,0.0,1.45,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,542.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3345,IRR-ETH-2024-03345,Ethiopia,2024,0.56,semi-commercial,False,540.0,32.3,occasional,5,none,none,none,none,0.0,0.56,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,403.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3346,IRR-ZAM-2023-03346,Zambia,2023,1.11,semi-commercial,False,484.0,16.6,rare,4,none,none,none,none,0.0,1.11,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,504.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3347,IRR-GHA-2018-03347,Ghana,2018,1.07,subsistence,False,1091.0,32.4,frequent,3,none,none,none,none,0.0,1.07,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,470.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3348,IRR-MAL-2022-03348,Mali,2022,0.81,semi-commercial,False,1306.0,34.8,frequent,5,none,none,none,none,0.0,0.81,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,415.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3349,IRR-ETH-2022-03349,Ethiopia,2022,0.38,subsistence,False,712.0,32.2,rare,7,none,none,none,none,0.0,0.38,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,497.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3350,IRR-BUR-2025-03350,Burkina Faso,2025,1.46,commercial,False,1328.0,25.0,occasional,3,none,none,none,none,0.0,1.46,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,599.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3351,IRR-NIG-2023-03351,Nigeria,2023,1.97,semi-commercial,False,880.0,17.0,occasional,2,none,none,none,none,0.0,1.97,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,588.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3352,IRR-UGA-2025-03352,Uganda,2025,2.27,commercial,False,870.0,31.2,rare,2,none,none,none,none,0.0,2.27,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,624.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3353,IRR-KEN-2019-03353,Kenya,2019,5.68,subsistence,False,858.0,34.3,occasional,3,none,none,none,none,0.0,5.68,0.0,0.0,0,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,False,False,0.0,none,low_burden
3354,IRR-MAL-2019-03354,Malawi,2019,0.82,semi-commercial,False,1035.0,21.3,occasional,4,none,none,none,none,0.0,0.82,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,486.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3355,IRR-MAL-2019-03355,Malawi,2019,1.14,subsistence,False,985.0,20.9,frequent,7,none,none,none,none,0.0,1.14,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,419.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3356,IRR-KEN-2022-03356,Kenya,2022,3.18,semi-commercial,False,555.0,25.9,frequent,4,none,none,none,none,0.0,3.18,0.0,0.0,0,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,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,low_burden
3357,IRR-KEN-2018-03357,Kenya,2018,3.06,subsistence,False,1351.0,27.3,rare,2,none,none,none,none,0.0,3.06,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,683.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3358,IRR-ZAM-2023-03358,Zambia,2023,1.53,semi-commercial,True,1186.0,26.3,frequent,3,sprinkler,reservoir,solar,individual,0.79,0.75,51.2,41.0,14,fair,1179.0,124.0,False,0.0,True,414.0,530.0,71.2,295.0,1.94,93.8,73.7,49.3,0.0,16.0,biweekly,visual,fruits,43.0,2.15,2,3253.0,4139.0,False,False,False,0.0,21.8,poor,medium,False,True,False,3.6,modern,low_burden
3359,IRR-MAL-2022-03359,Malawi,2022,1.13,subsistence,False,1104.0,31.1,occasional,7,none,none,none,none,0.0,1.13,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,569.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3360,IRR-KEN-2022-03360,Kenya,2022,1.5,semi-commercial,False,765.0,16.5,frequent,6,none,none,none,none,0.0,1.5,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,506.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3361,IRR-MAL-2020-03361,Mali,2020,1.3,semi-commercial,True,1288.0,25.9,occasional,6,surface,river,diesel,individual,1.25,0.05,96.1,65.0,0,fair,999.0,60.0,False,0.0,False,647.0,592.0,58.9,381.0,1.73,76.1,82.0,36.8,313.0,37.0,weekly,visual,vegetables,36.6,2.29,1,8086.0,6472.0,False,True,False,0.0,9.8,poor,low,False,False,False,4.2,traditional,low_burden
3362,IRR-BUR-2024-03362,Burkina Faso,2024,0.37,semi-commercial,False,761.0,22.6,occasional,3,none,none,none,none,0.0,0.37,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,410.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3363,IRR-GHA-2019-03363,Ghana,2019,1.3,subsistence,False,870.0,21.7,rare,6,none,none,none,none,0.0,1.3,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,483.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3364,IRR-UGA-2018-03364,Uganda,2018,0.62,subsistence,False,1265.0,21.9,rare,2,none,none,none,none,0.0,0.62,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,673.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3365,IRR-MAL-2018-03365,Mali,2018,1.34,semi-commercial,False,1262.0,19.5,frequent,6,none,none,none,none,0.0,1.34,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,556.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3366,IRR-MAL-2018-03366,Mali,2018,1.25,subsistence,False,1138.0,24.5,rare,2,none,none,none,none,0.0,1.25,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,490.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3367,IRR-GHA-2025-03367,Ghana,2025,0.82,subsistence,True,828.0,25.4,rare,7,sprinkler,river,gravity,individual,0.58,0.25,70.2,23.0,4,excellent,868.0,95.0,False,0.0,False,661.0,500.0,68.3,451.0,1.25,78.7,74.0,39.8,0.0,12.0,biweekly,visual,cotton,48.3,2.45,1,3825.0,6608.0,False,False,False,0.0,0.0,good,medium,False,False,False,4.4,modern,low_burden
3368,IRR-MAL-2022-03368,Mali,2022,1.08,semi-commercial,False,758.0,19.9,frequent,3,none,none,none,none,0.0,1.08,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,555.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
3369,IRR-KEN-2020-03369,Kenya,2020,0.82,subsistence,False,1051.0,17.1,occasional,6,none,none,none,none,0.0,0.82,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,595.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3370,IRR-UGA-2020-03370,Uganda,2020,0.63,semi-commercial,False,631.0,25.3,rare,7,none,none,none,none,0.0,0.63,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,446.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3371,IRR-TAN-2019-03371,Tanzania,2019,2.89,subsistence,False,1142.0,15.8,rare,4,none,none,none,none,0.0,2.89,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,426.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3372,IRR-BUR-2022-03372,Burkina Faso,2022,1.67,subsistence,False,791.0,21.7,occasional,4,none,none,none,none,0.0,1.67,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,591.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3373,IRR-UGA-2019-03373,Uganda,2019,0.65,semi-commercial,False,684.0,29.1,occasional,6,none,none,none,none,0.0,0.65,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,590.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3374,IRR-GHA-2023-03374,Ghana,2023,1.15,subsistence,False,1066.0,16.4,rare,4,none,none,none,none,0.0,1.15,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,590.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
3375,IRR-ZAM-2019-03375,Zambia,2019,1.58,subsistence,False,1528.0,33.7,occasional,6,none,none,none,none,0.0,1.58,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,670.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3376,IRR-NIG-2023-03376,Nigeria,2023,1.89,semi-commercial,False,573.0,19.7,frequent,6,none,none,none,none,0.0,1.89,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,531.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3377,IRR-ETH-2025-03377,Ethiopia,2025,3.15,subsistence,True,918.0,21.1,frequent,3,drip,groundwater,wind,private_company,3.02,0.13,95.9,153.0,7,fair,7556.0,623.0,True,2807.0,False,484.0,462.0,82.2,398.0,1.03,91.3,70.0,52.6,0.0,45.0,weekly,visual,maize,35.5,2.3,2,14627.0,4839.0,False,False,False,33.9,0.0,poor,high,False,True,False,13.5,modern,low_burden
3378,IRR-ETH-2023-03378,Ethiopia,2023,1.94,semi-commercial,False,735.0,29.3,occasional,4,none,none,none,none,0.0,1.94,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,436.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3379,IRR-MAL-2020-03379,Malawi,2020,0.98,commercial,False,670.0,22.3,occasional,4,none,none,none,none,0.0,0.98,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,643.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3380,IRR-ETH-2025-03380,Ethiopia,2025,1.17,semi-commercial,False,729.0,18.3,occasional,7,none,none,none,none,0.0,1.17,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,423.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3381,IRR-BUR-2021-03381,Burkina Faso,2021,0.57,subsistence,False,622.0,31.8,rare,3,none,none,none,none,0.0,0.57,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,587.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
3382,IRR-KEN-2020-03382,Kenya,2020,1.41,subsistence,False,767.0,16.0,rare,2,none,none,none,none,0.0,1.41,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,539.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3383,IRR-BUR-2018-03383,Burkina Faso,2018,1.67,subsistence,False,640.0,33.6,occasional,7,none,none,none,none,0.0,1.67,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,493.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3384,IRR-TAN-2025-03384,Tanzania,2025,0.49,semi-commercial,False,788.0,30.0,rare,3,none,none,none,none,0.0,0.49,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,668.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3385,IRR-MAL-2020-03385,Mali,2020,3.27,commercial,False,735.0,15.3,occasional,4,none,none,none,none,0.0,3.27,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,512.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3386,IRR-NIG-2024-03386,Nigeria,2024,1.7,semi-commercial,True,1618.0,22.0,frequent,6,flood,river,gravity,individual,0.73,0.97,43.1,43.0,15,fair,294.0,20.0,False,0.0,False,470.0,464.0,45.1,212.0,1.48,79.5,84.0,30.1,0.0,29.0,as_needed,visual,fruits,36.6,1.9,1,3454.0,4701.0,False,True,True,0.0,0.0,poor,low,True,False,False,0.9,traditional,low_burden
3387,IRR-BUR-2020-03387,Burkina Faso,2020,1.76,semi-commercial,False,661.0,33.0,rare,6,none,none,none,none,0.0,1.76,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,437.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3388,IRR-KEN-2025-03388,Kenya,2025,1.15,subsistence,False,978.0,18.0,occasional,6,none,none,none,none,0.0,1.15,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,528.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3389,IRR-KEN-2025-03389,Kenya,2025,6.0,semi-commercial,False,998.0,34.1,frequent,5,none,none,none,none,0.0,6.0,0.0,0.0,0,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,low_burden
3390,IRR-MAL-2024-03390,Mali,2024,2.85,semi-commercial,False,812.0,19.7,occasional,5,none,none,none,none,0.0,2.85,0.0,0.0,0,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,low_burden
3391,IRR-MAL-2025-03391,Mali,2025,1.78,subsistence,False,826.0,16.3,rare,6,none,none,none,none,0.0,1.78,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,543.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
3392,IRR-NIG-2018-03392,Nigeria,2018,2.4,subsistence,False,418.0,24.8,frequent,2,none,none,none,none,0.0,2.4,0.0,0.0,0,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,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
3393,IRR-MAL-2018-03393,Mali,2018,2.01,semi-commercial,False,1158.0,18.5,occasional,2,none,none,none,none,0.0,2.01,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,500.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3394,IRR-MAL-2018-03394,Malawi,2018,4.67,subsistence,False,763.0,25.9,rare,6,none,none,none,none,0.0,4.67,0.0,0.0,0,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,low_burden
3395,IRR-MAL-2024-03395,Malawi,2024,0.73,subsistence,False,1199.0,28.5,rare,2,none,none,none,none,0.0,0.73,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,622.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3396,IRR-GHA-2020-03396,Ghana,2020,0.21,subsistence,True,743.0,34.3,occasional,6,sprinkler,reservoir,gravity,shared,0.11,0.1,52.0,4.0,12,fair,166.0,19.0,False,0.0,True,587.0,438.0,70.4,413.0,2.07,73.7,86.5,44.9,0.0,2.0,weekly,soil_moisture,rice,33.6,1.67,3,651.0,5872.0,False,True,False,0.0,0.0,poor,medium,False,False,False,4.6,modern,low_burden
3397,IRR-ETH-2025-03397,Ethiopia,2025,1.3,subsistence,False,785.0,23.8,occasional,4,none,none,none,none,0.0,1.3,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,684.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
3398,IRR-UGA-2022-03398,Uganda,2022,1.54,semi-commercial,False,1057.0,16.2,rare,4,none,none,none,none,0.0,1.54,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,556.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3399,IRR-ETH-2020-03399,Ethiopia,2020,1.43,subsistence,False,947.0,16.7,rare,2,none,none,none,none,0.0,1.43,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,686.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3400,IRR-KEN-2024-03400,Kenya,2024,0.8,semi-commercial,False,913.0,32.4,occasional,2,none,none,none,none,0.0,0.8,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,578.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3401,IRR-ZAM-2025-03401,Zambia,2025,0.65,semi-commercial,True,1106.0,34.8,rare,4,flood,rainwater_harvesting,gravity,individual,0.51,0.15,77.3,25.0,5,good,202.0,14.0,False,0.0,False,625.0,596.0,45.0,281.0,1.59,87.2,69.7,27.3,0.0,20.0,weekly,calendar,maize,44.7,2.26,1,3160.0,6251.0,False,False,False,0.0,0.0,good,low,False,False,False,1.4,traditional,low_burden
3402,IRR-BUR-2022-03402,Burkina Faso,2022,1.01,semi-commercial,False,765.0,19.1,frequent,5,none,none,none,none,0.0,1.01,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,605.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3403,IRR-GHA-2020-03403,Ghana,2020,1.59,subsistence,False,847.0,17.0,occasional,4,none,none,none,none,0.0,1.59,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,569.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3404,IRR-ZAM-2020-03404,Zambia,2020,0.7,commercial,False,1038.0,25.5,frequent,3,none,none,none,none,0.0,0.7,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,569.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3405,IRR-KEN-2018-03405,Kenya,2018,1.32,semi-commercial,False,474.0,29.9,rare,6,none,none,none,none,0.0,1.32,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,451.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3406,IRR-MAL-2020-03406,Mali,2020,0.54,semi-commercial,False,2000.0,26.1,occasional,5,none,none,none,none,0.0,0.54,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,618.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3407,IRR-BUR-2020-03407,Burkina Faso,2020,0.84,subsistence,True,713.0,21.6,rare,3,center_pivot,river,solar,shared,0.83,0.01,98.5,31.0,15,fair,4153.0,439.0,True,1447.0,False,706.0,452.0,74.0,522.0,0.81,88.0,69.8,45.5,0.0,8.0,weekly,calendar,horticulture,30.1,1.27,1,5863.0,7059.0,False,False,False,0.0,13.3,poor,high,False,False,False,32.8,traditional,low_burden
3408,IRR-NIG-2023-03408,Nigeria,2023,1.69,semi-commercial,False,869.0,33.2,occasional,7,none,none,none,none,0.0,1.69,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,403.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3409,IRR-GHA-2020-03409,Ghana,2020,2.09,subsistence,False,829.0,26.8,occasional,3,none,none,none,none,0.0,2.09,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,625.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
3410,IRR-KEN-2024-03410,Kenya,2024,0.31,subsistence,False,765.0,34.2,frequent,2,none,none,none,none,0.0,0.31,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,591.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
3411,IRR-ZAM-2020-03411,Zambia,2020,0.7,subsistence,False,1165.0,23.1,frequent,2,none,none,none,none,0.0,0.7,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,423.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
3412,IRR-UGA-2023-03412,Uganda,2023,1.52,subsistence,False,682.0,21.9,occasional,7,none,none,none,none,0.0,1.52,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,659.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3413,IRR-GHA-2018-03413,Ghana,2018,1.03,subsistence,False,1209.0,18.4,occasional,2,none,none,none,none,0.0,1.03,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,542.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3414,IRR-UGA-2018-03414,Uganda,2018,1.18,subsistence,False,783.0,22.4,frequent,7,none,none,none,none,0.0,1.18,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,525.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
3415,IRR-MAL-2022-03415,Malawi,2022,3.01,semi-commercial,False,960.0,16.0,rare,5,none,none,none,none,0.0,3.01,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,571.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3416,IRR-NIG-2020-03416,Nigeria,2020,0.42,subsistence,False,732.0,17.6,frequent,5,none,none,none,none,0.0,0.42,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,667.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3417,IRR-MAL-2022-03417,Mali,2022,1.1,subsistence,False,868.0,16.0,rare,4,none,none,none,none,0.0,1.1,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,496.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3418,IRR-UGA-2018-03418,Uganda,2018,0.94,subsistence,False,465.0,25.1,occasional,5,none,none,none,none,0.0,0.94,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,606.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3419,IRR-MAL-2024-03419,Mali,2024,4.97,subsistence,False,916.0,33.4,frequent,5,none,none,none,none,0.0,4.97,0.0,0.0,0,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,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,low_burden
3420,IRR-BUR-2021-03420,Burkina Faso,2021,2.52,subsistence,False,507.0,29.9,frequent,4,none,none,none,none,0.0,2.52,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,664.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3421,IRR-UGA-2021-03421,Uganda,2021,0.23,semi-commercial,False,929.0,19.4,frequent,4,none,none,none,none,0.0,0.23,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,584.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3422,IRR-ZAM-2023-03422,Zambia,2023,1.98,subsistence,True,622.0,20.9,rare,2,flood,reservoir,solar,private_company,1.26,0.72,63.7,71.0,15,good,504.0,42.0,False,0.0,True,795.0,672.0,43.3,344.0,2.24,75.8,77.8,25.5,0.0,50.0,daily,calendar,vegetables,28.9,1.96,1,10025.0,7952.0,False,True,False,0.0,9.3,good,low,False,False,True,1.8,traditional,low_burden
3423,IRR-UGA-2025-03423,Uganda,2025,2.36,subsistence,True,798.0,26.1,frequent,3,surface,river,gravity,individual,1.09,1.27,46.1,64.0,9,good,868.0,79.0,True,466.0,False,430.0,451.0,60.2,259.0,1.56,87.3,87.0,45.7,0.0,33.0,weekly,visual,rice,30.4,2.13,1,4670.0,4303.0,False,True,True,0.0,0.0,good,low,False,False,False,2.4,traditional,low_burden
3424,IRR-ETH-2025-03424,Ethiopia,2025,0.89,subsistence,True,1117.0,28.4,rare,4,flood,river,gravity,government,0.89,0.01,99.3,35.0,17,good,354.0,46.0,False,0.0,False,546.0,695.0,48.2,263.0,1.26,73.0,78.6,27.7,0.0,35.0,weekly,visual,fruits,41.8,1.9,2,4835.0,5460.0,False,True,True,0.0,0.0,good,low,False,False,False,1.9,traditional,low_burden
3425,IRR-ETH-2022-03425,Ethiopia,2022,0.92,semi-commercial,False,1546.0,18.5,rare,7,none,none,none,none,0.0,0.92,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,682.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3426,IRR-TAN-2020-03426,Tanzania,2020,1.64,subsistence,False,826.0,29.1,occasional,5,none,none,none,none,0.0,1.64,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,553.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3427,IRR-TAN-2021-03427,Tanzania,2021,0.76,subsistence,False,568.0,22.9,occasional,4,none,none,none,none,0.0,0.76,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,582.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3428,IRR-UGA-2022-03428,Uganda,2022,3.33,subsistence,True,757.0,18.5,rare,4,flood,rainwater_harvesting,solar,shared,2.06,1.27,61.9,63.0,7,good,825.0,73.0,True,275.0,False,577.0,598.0,49.4,285.0,1.66,86.8,88.8,38.1,0.0,83.0,weekly,calendar,vegetables,48.8,1.93,2,11907.0,5772.0,False,False,True,0.0,20.5,good,low,True,False,False,1.0,traditional,low_burden
3429,IRR-TAN-2019-03429,Tanzania,2019,1.4,subsistence,False,1046.0,32.2,occasional,4,none,none,none,none,0.0,1.4,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,647.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3430,IRR-TAN-2020-03430,Tanzania,2020,1.72,subsistence,False,1042.0,15.8,occasional,4,none,none,none,none,0.0,1.72,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,458.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3431,IRR-TAN-2024-03431,Tanzania,2024,2.27,commercial,False,730.0,33.0,occasional,7,none,none,none,none,0.0,2.27,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,474.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3432,IRR-BUR-2024-03432,Burkina Faso,2024,0.53,subsistence,False,1215.0,28.8,occasional,2,none,none,none,none,0.0,0.53,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,527.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3433,IRR-TAN-2022-03433,Tanzania,2022,3.02,subsistence,False,1100.0,15.2,frequent,3,none,none,none,none,0.0,3.02,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,476.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
3434,IRR-ZAM-2022-03434,Zambia,2022,0.4,subsistence,False,1082.0,26.7,occasional,6,none,none,none,none,0.0,0.4,0.0,0.0,0,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,False,False,0.0,none,low_burden
3435,IRR-MAL-2019-03435,Mali,2019,1.81,subsistence,False,841.0,31.3,occasional,7,none,none,none,none,0.0,1.81,0.0,0.0,0,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,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
3436,IRR-GHA-2024-03436,Ghana,2024,2.04,subsistence,False,767.0,26.6,rare,7,none,none,none,none,0.0,2.04,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,659.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
3437,IRR-KEN-2021-03437,Kenya,2021,1.6,subsistence,False,400.0,23.7,occasional,3,none,none,none,none,0.0,1.6,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,463.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3438,IRR-NIG-2022-03438,Nigeria,2022,0.94,semi-commercial,True,1258.0,34.7,frequent,3,sprinkler,river,electric,individual,0.48,0.46,50.8,28.0,18,fair,718.0,75.0,False,0.0,False,384.0,445.0,78.1,300.0,1.53,82.5,65.4,42.1,41.0,10.0,daily,visual,vegetables,55.6,2.13,2,1837.0,3841.0,False,False,False,0.0,13.3,poor,medium,False,True,False,2.7,modern,low_burden
3439,IRR-MAL-2025-03439,Malawi,2025,1.98,subsistence,False,1181.0,16.4,frequent,4,none,none,none,none,0.0,1.98,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,559.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3440,IRR-ZAM-2018-03440,Zambia,2018,3.02,semi-commercial,False,634.0,20.7,rare,6,none,none,none,none,0.0,3.02,0.0,0.0,0,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,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
3441,IRR-NIG-2021-03441,Nigeria,2021,0.9,subsistence,False,892.0,29.3,rare,2,none,none,none,none,0.0,0.9,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,622.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3442,IRR-ETH-2019-03442,Ethiopia,2019,1.5,semi-commercial,False,945.0,15.2,rare,7,none,none,none,none,0.0,1.5,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,460.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3443,IRR-ZAM-2021-03443,Zambia,2021,0.51,subsistence,False,1122.0,22.5,rare,3,none,none,none,none,0.0,0.51,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,477.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3444,IRR-KEN-2025-03444,Kenya,2025,0.74,semi-commercial,False,892.0,30.0,occasional,6,none,none,none,none,0.0,0.74,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,688.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3445,IRR-ZAM-2018-03445,Zambia,2018,0.82,semi-commercial,False,1117.0,32.8,rare,5,none,none,none,none,0.0,0.82,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,548.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3446,IRR-MAL-2022-03446,Mali,2022,0.36,subsistence,False,615.0,33.9,frequent,2,none,none,none,none,0.0,0.36,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,463.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
3447,IRR-ETH-2018-03447,Ethiopia,2018,2.64,commercial,False,973.0,17.7,occasional,3,none,none,none,none,0.0,2.64,0.0,0.0,0,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,low_burden
3448,IRR-GHA-2022-03448,Ghana,2022,1.8,subsistence,False,436.0,16.4,occasional,6,none,none,none,none,0.0,1.8,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,664.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3449,IRR-ZAM-2025-03449,Zambia,2025,3.01,subsistence,False,982.0,29.2,rare,5,none,none,none,none,0.0,3.01,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,408.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3450,IRR-GHA-2018-03450,Ghana,2018,2.65,semi-commercial,False,400.0,30.7,occasional,4,none,none,none,none,0.0,2.65,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,461.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3451,IRR-BUR-2020-03451,Burkina Faso,2020,1.58,subsistence,False,709.0,31.2,frequent,3,none,none,none,none,0.0,1.58,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,472.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3452,IRR-GHA-2023-03452,Ghana,2023,4.98,subsistence,False,650.0,18.6,occasional,7,none,none,none,none,0.0,4.98,0.0,0.0,0,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,low_burden
3453,IRR-ZAM-2024-03453,Zambia,2024,1.68,subsistence,False,1032.0,33.0,frequent,6,none,none,none,none,0.0,1.68,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,617.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
3454,IRR-ETH-2024-03454,Ethiopia,2024,1.77,semi-commercial,False,859.0,28.5,rare,6,none,none,none,none,0.0,1.77,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,576.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3455,IRR-UGA-2023-03455,Uganda,2023,3.11,commercial,False,664.0,23.7,occasional,5,none,none,none,none,0.0,3.11,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,479.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
3456,IRR-BUR-2020-03456,Burkina Faso,2020,4.05,semi-commercial,False,840.0,15.5,occasional,7,none,none,none,none,0.0,4.05,0.0,0.0,0,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,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
3457,IRR-NIG-2020-03457,Nigeria,2020,2.07,subsistence,False,844.0,24.6,frequent,5,none,none,none,none,0.0,2.07,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,424.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3458,IRR-NIG-2019-03458,Nigeria,2019,0.87,semi-commercial,False,1323.0,33.5,frequent,6,none,none,none,none,0.0,0.87,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,591.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3459,IRR-UGA-2023-03459,Uganda,2023,2.01,commercial,False,790.0,24.6,frequent,5,none,none,none,none,0.0,2.01,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,519.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
3460,IRR-ZAM-2021-03460,Zambia,2021,0.8,subsistence,False,1313.0,32.4,occasional,2,none,none,none,none,0.0,0.8,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,658.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3461,IRR-TAN-2018-03461,Tanzania,2018,0.76,subsistence,False,734.0,16.9,occasional,2,none,none,none,none,0.0,0.76,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,451.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3462,IRR-UGA-2022-03462,Uganda,2022,2.73,subsistence,False,558.0,33.6,frequent,2,none,none,none,none,0.0,2.73,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,689.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
3463,IRR-ETH-2022-03463,Ethiopia,2022,2.5,semi-commercial,False,703.0,25.6,frequent,2,none,none,none,none,0.0,2.5,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,630.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3464,IRR-ZAM-2025-03464,Zambia,2025,2.13,semi-commercial,False,1321.0,26.7,rare,6,none,none,none,none,0.0,2.13,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,455.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3465,IRR-TAN-2020-03465,Tanzania,2020,1.66,semi-commercial,False,985.0,22.7,frequent,2,none,none,none,none,0.0,1.66,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,608.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3466,IRR-GHA-2025-03466,Ghana,2025,1.12,subsistence,False,1057.0,28.2,rare,7,none,none,none,none,0.0,1.12,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,503.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3467,IRR-NIG-2021-03467,Nigeria,2021,0.92,semi-commercial,False,1063.0,19.1,occasional,2,none,none,none,none,0.0,0.92,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,675.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3468,IRR-ETH-2019-03468,Ethiopia,2019,1.53,semi-commercial,False,400.0,26.3,occasional,3,none,none,none,none,0.0,1.53,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,486.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3469,IRR-MAL-2025-03469,Mali,2025,1.83,subsistence,True,738.0,33.4,rare,7,surface,river,solar,individual,0.86,0.97,46.8,46.0,7,poor,686.0,64.0,False,0.0,True,511.0,683.0,48.4,247.0,1.0,80.8,77.6,30.4,0.0,26.0,weekly,weather_based,vegetables,59.7,1.25,1,4387.0,5113.0,False,False,False,0.0,10.4,poor,low,False,False,False,1.3,traditional,low_burden
3470,IRR-NIG-2021-03470,Nigeria,2021,0.35,subsistence,False,1145.0,16.8,rare,2,none,none,none,none,0.0,0.35,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,651.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3471,IRR-ZAM-2019-03471,Zambia,2019,1.91,subsistence,False,489.0,22.3,occasional,7,none,none,none,none,0.0,1.91,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,674.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3472,IRR-MAL-2023-03472,Malawi,2023,1.85,subsistence,True,960.0,34.5,rare,2,flood,river,solar,individual,0.94,0.91,50.9,55.0,0,excellent,377.0,21.0,True,151.0,False,785.0,451.0,41.3,324.0,2.23,83.9,66.8,23.1,0.0,38.0,biweekly,visual,cotton,43.3,1.33,2,7398.0,7854.0,False,True,False,0.0,10.3,good,low,True,False,False,0.9,traditional,low_burden
3473,IRR-MAL-2020-03473,Malawi,2020,1.9,semi-commercial,False,692.0,26.0,frequent,3,none,none,none,none,0.0,1.9,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,598.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
3474,IRR-GHA-2024-03474,Ghana,2024,1.77,subsistence,False,800.0,24.6,rare,2,none,none,none,none,0.0,1.77,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,592.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3475,IRR-MAL-2018-03475,Malawi,2018,1.09,subsistence,False,1262.0,23.1,frequent,2,none,none,none,none,0.0,1.09,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,537.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
3476,IRR-UGA-2022-03476,Uganda,2022,1.02,semi-commercial,False,599.0,22.0,occasional,5,none,none,none,none,0.0,1.02,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,654.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3477,IRR-ETH-2020-03477,Ethiopia,2020,2.1,subsistence,False,713.0,17.9,occasional,5,none,none,none,none,0.0,2.1,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,511.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3478,IRR-GHA-2024-03478,Ghana,2024,0.58,semi-commercial,False,846.0,19.9,frequent,4,none,none,none,none,0.0,0.58,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,477.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
3479,IRR-GHA-2018-03479,Ghana,2018,1.36,commercial,True,952.0,23.6,rare,5,flood,lake,solar,government,1.17,0.19,86.0,41.0,9,fair,470.0,70.0,False,0.0,False,716.0,585.0,39.5,283.0,2.13,87.1,88.0,30.3,0.0,47.0,biweekly,visual,vegetables,44.4,1.72,1,8407.0,7160.0,False,False,False,0.0,2.5,poor,low,False,False,False,1.6,traditional,low_burden
3480,IRR-KEN-2024-03480,Kenya,2024,2.01,semi-commercial,True,1207.0,31.2,rare,5,surface,reservoir,diesel,government,0.69,1.32,34.2,39.0,6,good,550.0,35.0,False,0.0,False,655.0,699.0,50.9,333.0,2.37,88.2,89.0,40.0,161.0,21.0,biweekly,weather_based,cotton,49.1,2.3,1,4505.0,6549.0,True,False,False,0.0,11.9,good,low,False,False,True,1.1,traditional,low_burden
3481,IRR-UGA-2019-03481,Uganda,2019,5.05,commercial,False,1054.0,21.9,rare,3,none,none,none,none,0.0,5.05,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,631.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3482,IRR-ETH-2022-03482,Ethiopia,2022,0.69,subsistence,False,1028.0,16.0,rare,7,none,none,none,none,0.0,0.69,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,645.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
3483,IRR-TAN-2022-03483,Tanzania,2022,0.31,semi-commercial,False,923.0,15.3,occasional,7,none,none,none,none,0.0,0.31,0.0,0.0,0,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,low_burden
3484,IRR-TAN-2019-03484,Tanzania,2019,1.18,semi-commercial,False,714.0,25.8,occasional,3,none,none,none,none,0.0,1.18,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,526.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3485,IRR-GHA-2022-03485,Ghana,2022,1.84,semi-commercial,False,1006.0,29.0,occasional,6,none,none,none,none,0.0,1.84,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,456.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3486,IRR-BUR-2025-03486,Burkina Faso,2025,3.01,semi-commercial,False,1375.0,20.3,occasional,7,none,none,none,none,0.0,3.01,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,549.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
3487,IRR-ZAM-2024-03487,Zambia,2024,1.35,subsistence,False,834.0,22.1,occasional,4,none,none,none,none,0.0,1.35,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,566.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3488,IRR-ETH-2023-03488,Ethiopia,2023,1.71,semi-commercial,False,1090.0,24.5,rare,4,none,none,none,none,0.0,1.71,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,466.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
3489,IRR-BUR-2018-03489,Burkina Faso,2018,0.62,semi-commercial,False,1235.0,22.5,occasional,4,none,none,none,none,0.0,0.62,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,610.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3490,IRR-TAN-2018-03490,Tanzania,2018,1.47,subsistence,False,1004.0,33.7,occasional,3,none,none,none,none,0.0,1.47,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,492.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3491,IRR-TAN-2019-03491,Tanzania,2019,0.99,semi-commercial,False,1195.0,20.9,occasional,2,none,none,none,none,0.0,0.99,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,467.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3492,IRR-ZAM-2018-03492,Zambia,2018,1.14,semi-commercial,False,985.0,23.8,occasional,4,none,none,none,none,0.0,1.14,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,694.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3493,IRR-GHA-2024-03493,Ghana,2024,3.61,subsistence,False,687.0,31.8,frequent,5,none,none,none,none,0.0,3.61,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,692.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3494,IRR-UGA-2025-03494,Uganda,2025,0.5,subsistence,False,1245.0,25.7,frequent,6,none,none,none,none,0.0,0.5,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,583.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
3495,IRR-ZAM-2021-03495,Zambia,2021,0.26,subsistence,False,920.0,16.6,frequent,2,none,none,none,none,0.0,0.26,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,554.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
3496,IRR-KEN-2025-03496,Kenya,2025,0.37,subsistence,False,1125.0,27.1,frequent,7,none,none,none,none,0.0,0.37,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,467.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
3497,IRR-BUR-2018-03497,Burkina Faso,2018,3.96,commercial,False,868.0,18.2,occasional,6,none,none,none,none,0.0,3.96,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,632.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3498,IRR-GHA-2020-03498,Ghana,2020,0.63,semi-commercial,False,826.0,15.5,rare,6,none,none,none,none,0.0,0.63,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,683.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3499,IRR-KEN-2024-03499,Kenya,2024,1.45,subsistence,False,1182.0,29.7,rare,3,none,none,none,none,0.0,1.45,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,532.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
3500,IRR-MAL-2019-03500,Mali,2019,1.18,subsistence,False,1204.0,23.9,occasional,2,none,none,none,none,0.0,1.18,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,644.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3501,IRR-UGA-2025-03501,Uganda,2025,1.42,subsistence,False,845.0,30.9,rare,3,none,none,none,none,0.0,1.42,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,480.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3502,IRR-MAL-2025-03502,Malawi,2025,0.68,subsistence,False,1028.0,16.6,rare,3,none,none,none,none,0.0,0.68,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,427.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3503,IRR-MAL-2025-03503,Mali,2025,2.47,semi-commercial,False,799.0,18.5,occasional,2,none,none,none,none,0.0,2.47,0.0,0.0,0,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,low_burden
3504,IRR-NIG-2025-03504,Nigeria,2025,2.92,subsistence,False,1218.0,24.1,frequent,2,none,none,none,none,0.0,2.92,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,619.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3505,IRR-ZAM-2018-03505,Zambia,2018,0.73,semi-commercial,False,830.0,33.1,occasional,2,none,none,none,none,0.0,0.73,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,505.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3506,IRR-MAL-2018-03506,Mali,2018,4.9,subsistence,False,1060.0,22.3,occasional,2,none,none,none,none,0.0,4.9,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,493.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3507,IRR-ETH-2018-03507,Ethiopia,2018,2.01,subsistence,True,1011.0,34.3,rare,5,sprinkler,rainwater_harvesting,gravity,individual,1.51,0.49,75.5,87.0,15,fair,2272.0,298.0,False,0.0,False,348.0,680.0,81.7,284.0,2.05,82.9,78.1,52.9,0.0,30.0,biweekly,visual,sugarcane,31.8,1.33,1,5265.0,3477.0,False,False,False,0.0,0.0,poor,medium,False,False,False,7.1,modern,low_burden
3508,IRR-NIG-2019-03508,Nigeria,2019,0.36,subsistence,False,764.0,27.7,occasional,2,none,none,none,none,0.0,0.36,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,590.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3509,IRR-MAL-2020-03509,Malawi,2020,1.29,subsistence,False,1138.0,28.8,frequent,3,none,none,none,none,0.0,1.29,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,600.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
3510,IRR-MAL-2024-03510,Malawi,2024,0.78,semi-commercial,True,926.0,31.6,frequent,2,sprinkler,river,wind,individual,0.72,0.06,92.6,41.0,2,good,1081.0,155.0,True,619.0,False,671.0,585.0,81.6,548.0,2.27,71.9,75.0,44.0,0.0,14.0,as_needed,visual,vegetables,22.9,2.32,2,4836.0,6709.0,True,True,False,0.0,0.0,good,medium,False,True,False,12.1,modern,low_burden
3511,IRR-GHA-2025-03511,Ghana,2025,2.98,subsistence,False,985.0,27.8,occasional,5,none,none,none,none,0.0,2.98,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,550.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3512,IRR-KEN-2021-03512,Kenya,2021,1.34,semi-commercial,False,870.0,25.7,occasional,5,none,none,none,none,0.0,1.34,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,665.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3513,IRR-MAL-2022-03513,Malawi,2022,8.59,subsistence,False,1321.0,23.0,occasional,3,none,none,none,none,0.0,8.59,0.0,0.0,0,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,low_burden
3514,IRR-GHA-2018-03514,Ghana,2018,1.67,subsistence,False,892.0,17.7,occasional,5,none,none,none,none,0.0,1.67,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,483.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3515,IRR-ZAM-2025-03515,Zambia,2025,1.31,subsistence,False,827.0,35.0,rare,3,none,none,none,none,0.0,1.31,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,613.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3516,IRR-ZAM-2018-03516,Zambia,2018,1.75,subsistence,False,400.0,24.6,occasional,2,none,none,none,none,0.0,1.75,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,603.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
3517,IRR-KEN-2019-03517,Kenya,2019,0.57,subsistence,False,774.0,28.7,occasional,3,none,none,none,none,0.0,0.57,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,511.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
3518,IRR-MAL-2022-03518,Mali,2022,1.58,subsistence,False,1260.0,29.1,rare,7,none,none,none,none,0.0,1.58,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,589.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3519,IRR-MAL-2023-03519,Mali,2023,0.87,semi-commercial,False,1145.0,19.4,occasional,2,none,none,none,none,0.0,0.87,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,590.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3520,IRR-KEN-2024-03520,Kenya,2024,0.78,subsistence,False,1285.0,32.7,occasional,5,none,none,none,none,0.0,0.78,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,543.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3521,IRR-MAL-2021-03521,Mali,2021,0.81,subsistence,False,542.0,26.0,occasional,7,none,none,none,none,0.0,0.81,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,459.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3522,IRR-ZAM-2021-03522,Zambia,2021,0.75,subsistence,False,1281.0,30.3,rare,3,none,none,none,none,0.0,0.75,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,648.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3523,IRR-MAL-2019-03523,Malawi,2019,3.41,subsistence,False,829.0,18.7,occasional,2,none,none,none,none,0.0,3.41,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,681.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3524,IRR-GHA-2024-03524,Ghana,2024,2.79,subsistence,False,731.0,31.5,frequent,2,none,none,none,none,0.0,2.79,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,609.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3525,IRR-GHA-2024-03525,Ghana,2024,2.21,subsistence,False,536.0,19.2,occasional,6,none,none,none,none,0.0,2.21,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,694.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3526,IRR-NIG-2022-03526,Nigeria,2022,1.17,semi-commercial,False,969.0,21.4,frequent,3,none,none,none,none,0.0,1.17,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,650.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3527,IRR-KEN-2025-03527,Kenya,2025,1.3,subsistence,False,645.0,23.4,rare,3,none,none,none,none,0.0,1.3,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,677.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3528,IRR-ZAM-2025-03528,Zambia,2025,1.69,semi-commercial,False,909.0,32.7,frequent,6,none,none,none,none,0.0,1.69,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,663.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3529,IRR-ZAM-2025-03529,Zambia,2025,1.85,semi-commercial,False,1181.0,26.5,occasional,3,none,none,none,none,0.0,1.85,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,547.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3530,IRR-TAN-2019-03530,Tanzania,2019,2.73,subsistence,False,885.0,33.8,rare,4,none,none,none,none,0.0,2.73,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,638.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3531,IRR-NIG-2021-03531,Nigeria,2021,1.2,subsistence,False,587.0,30.2,frequent,4,none,none,none,none,0.0,1.2,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,663.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3532,IRR-UGA-2022-03532,Uganda,2022,1.75,semi-commercial,False,1299.0,24.5,occasional,3,none,none,none,none,0.0,1.75,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,582.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3533,IRR-NIG-2023-03533,Nigeria,2023,1.25,semi-commercial,False,805.0,26.6,occasional,5,none,none,none,none,0.0,1.25,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,594.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3534,IRR-GHA-2018-03534,Ghana,2018,0.92,subsistence,False,900.0,28.1,rare,7,none,none,none,none,0.0,0.92,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,565.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
3535,IRR-TAN-2019-03535,Tanzania,2019,1.82,semi-commercial,False,1163.0,22.3,rare,5,none,none,none,none,0.0,1.82,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,557.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3536,IRR-NIG-2021-03536,Nigeria,2021,0.68,subsistence,False,937.0,16.0,occasional,3,none,none,none,none,0.0,0.68,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,557.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3537,IRR-ZAM-2022-03537,Zambia,2022,0.48,subsistence,False,1135.0,30.8,rare,4,none,none,none,none,0.0,0.48,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,530.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3538,IRR-BUR-2024-03538,Burkina Faso,2024,2.08,subsistence,False,873.0,34.8,occasional,4,none,none,none,none,0.0,2.08,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,457.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
3539,IRR-TAN-2018-03539,Tanzania,2018,1.61,subsistence,False,1128.0,19.2,occasional,3,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,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
3540,IRR-UGA-2023-03540,Uganda,2023,3.88,semi-commercial,False,1299.0,31.7,frequent,2,none,none,none,none,0.0,3.88,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,510.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3541,IRR-KEN-2023-03541,Kenya,2023,1.45,subsistence,False,805.0,17.1,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,low_burden
3542,IRR-UGA-2018-03542,Uganda,2018,1.24,subsistence,False,1145.0,27.2,frequent,7,none,none,none,none,0.0,1.24,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,655.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
3543,IRR-GHA-2018-03543,Ghana,2018,3.38,commercial,False,634.0,34.1,frequent,3,none,none,none,none,0.0,3.38,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,621.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3544,IRR-BUR-2021-03544,Burkina Faso,2021,3.59,semi-commercial,False,587.0,25.8,occasional,2,none,none,none,none,0.0,3.59,0.0,0.0,0,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,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
3545,IRR-MAL-2021-03545,Mali,2021,0.92,subsistence,False,1021.0,23.1,frequent,2,none,none,none,none,0.0,0.92,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,436.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3546,IRR-NIG-2024-03546,Nigeria,2024,1.0,semi-commercial,False,895.0,20.8,rare,4,none,none,none,none,0.0,1.0,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,658.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3547,IRR-BUR-2023-03547,Burkina Faso,2023,0.73,semi-commercial,True,1060.0,34.1,rare,3,surface,groundwater,electric,cooperative,0.46,0.27,62.9,16.0,15,good,369.0,38.0,False,0.0,False,762.0,429.0,57.8,440.0,1.33,88.2,67.7,34.5,41.0,14.0,weekly,soil_moisture,vegetables,26.7,1.65,2,3508.0,7615.0,False,True,True,58.9,10.4,good,low,False,False,True,3.8,traditional,low_burden
3548,IRR-NIG-2020-03548,Nigeria,2020,0.94,semi-commercial,False,1276.0,16.6,frequent,6,none,none,none,none,0.0,0.94,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,477.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3549,IRR-ZAM-2025-03549,Zambia,2025,2.42,semi-commercial,False,529.0,22.9,occasional,2,none,none,none,none,0.0,2.42,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,543.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3550,IRR-NIG-2024-03550,Nigeria,2024,0.2,subsistence,False,926.0,32.2,occasional,7,none,none,none,none,0.0,0.2,0.0,0.0,0,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,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
3551,IRR-KEN-2024-03551,Kenya,2024,1.35,subsistence,False,1036.0,23.0,rare,5,none,none,none,none,0.0,1.35,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,529.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3552,IRR-ZAM-2024-03552,Zambia,2024,0.99,subsistence,False,977.0,19.4,rare,6,none,none,none,none,0.0,0.99,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,627.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3553,IRR-MAL-2018-03553,Malawi,2018,1.01,commercial,False,749.0,20.4,frequent,4,none,none,none,none,0.0,1.01,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,694.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3554,IRR-TAN-2023-03554,Tanzania,2023,2.64,commercial,True,1136.0,27.3,rare,5,sprinkler,river,solar,shared,1.14,1.5,43.2,53.0,19,poor,1710.0,97.0,True,793.0,False,720.0,700.0,73.9,532.0,1.96,73.2,70.5,38.2,0.0,23.0,daily,calendar,maize,57.7,1.24,1,8210.0,7203.0,False,False,False,0.0,12.4,poor,medium,True,False,False,2.2,modern,low_burden
3555,IRR-GHA-2018-03555,Ghana,2018,3.4,semi-commercial,False,811.0,30.6,occasional,5,none,none,none,none,0.0,3.4,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,542.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3556,IRR-KEN-2021-03556,Kenya,2021,0.77,semi-commercial,True,832.0,29.6,frequent,5,sprinkler,river,electric,shared,0.71,0.06,91.7,32.0,12,poor,1059.0,92.0,False,0.0,False,300.0,589.0,67.9,204.0,1.21,70.4,75.9,36.3,53.0,14.0,as_needed,soil_moisture,maize,48.8,1.66,1,2119.0,3002.0,False,True,False,0.0,3.2,poor,medium,False,True,False,5.6,modern,low_burden
3557,IRR-UGA-2019-03557,Uganda,2019,0.46,subsistence,False,1130.0,32.7,rare,5,none,none,none,none,0.0,0.46,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,580.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3558,IRR-UGA-2024-03558,Uganda,2024,1.9,subsistence,False,786.0,22.7,frequent,4,none,none,none,none,0.0,1.9,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,629.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
3559,IRR-NIG-2025-03559,Nigeria,2025,1.35,semi-commercial,False,635.0,16.2,frequent,4,none,none,none,none,0.0,1.35,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,452.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
3560,IRR-TAN-2022-03560,Tanzania,2022,4.29,semi-commercial,False,891.0,32.8,rare,4,none,none,none,none,0.0,4.29,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,585.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3561,IRR-MAL-2020-03561,Mali,2020,3.8,subsistence,False,1157.0,20.6,occasional,5,none,none,none,none,0.0,3.8,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,608.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3562,IRR-MAL-2024-03562,Mali,2024,1.05,semi-commercial,False,683.0,28.4,frequent,5,none,none,none,none,0.0,1.05,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,496.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
3563,IRR-MAL-2025-03563,Mali,2025,0.64,subsistence,False,1205.0,29.4,rare,4,none,none,none,none,0.0,0.64,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,565.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3564,IRR-BUR-2024-03564,Burkina Faso,2024,0.82,semi-commercial,False,977.0,25.3,occasional,2,none,none,none,none,0.0,0.82,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,458.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3565,IRR-UGA-2020-03565,Uganda,2020,2.06,subsistence,False,999.0,15.9,rare,7,none,none,none,none,0.0,2.06,0.0,0.0,0,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,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
3566,IRR-GHA-2018-03566,Ghana,2018,2.61,commercial,False,1459.0,29.9,rare,3,none,none,none,none,0.0,2.61,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,417.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3567,IRR-BUR-2020-03567,Burkina Faso,2020,0.98,subsistence,True,1321.0,32.3,frequent,5,manual,reservoir,solar,cooperative,0.81,0.17,82.9,35.0,3,fair,162.0,18.0,True,76.0,True,304.0,403.0,58.1,176.0,1.75,87.7,82.6,42.0,0.0,65.0,biweekly,visual,rice,44.8,1.54,2,2468.0,3039.0,False,False,True,0.0,18.2,poor,low,True,False,False,0.7,traditional,low_burden
3568,IRR-NIG-2021-03568,Nigeria,2021,2.63,subsistence,False,827.0,22.3,occasional,3,none,none,none,none,0.0,2.63,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,544.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3569,IRR-ETH-2025-03569,Ethiopia,2025,1.97,subsistence,False,1134.0,21.8,occasional,5,none,none,none,none,0.0,1.97,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,523.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
3570,IRR-GHA-2023-03570,Ghana,2023,2.25,semi-commercial,False,834.0,16.1,frequent,5,none,none,none,none,0.0,2.25,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,502.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3571,IRR-UGA-2024-03571,Uganda,2024,0.96,subsistence,False,818.0,27.3,occasional,3,none,none,none,none,0.0,0.96,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,466.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3572,IRR-TAN-2023-03572,Tanzania,2023,0.91,commercial,False,949.0,26.4,occasional,6,none,none,none,none,0.0,0.91,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,640.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3573,IRR-MAL-2020-03573,Malawi,2020,2.44,commercial,False,572.0,19.6,occasional,2,none,none,none,none,0.0,2.44,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,672.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
3574,IRR-GHA-2019-03574,Ghana,2019,0.81,commercial,False,597.0,28.4,occasional,6,none,none,none,none,0.0,0.81,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,598.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3575,IRR-MAL-2023-03575,Mali,2023,4.1,subsistence,False,619.0,16.9,occasional,3,none,none,none,none,0.0,4.1,0.0,0.0,0,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,low_burden
3576,IRR-GHA-2021-03576,Ghana,2021,1.75,subsistence,False,1009.0,29.0,rare,6,none,none,none,none,0.0,1.75,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,405.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3577,IRR-UGA-2022-03577,Uganda,2022,1.68,semi-commercial,False,830.0,22.2,rare,3,none,none,none,none,0.0,1.68,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,425.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
3578,IRR-ETH-2021-03578,Ethiopia,2021,3.04,semi-commercial,False,1039.0,23.7,rare,3,none,none,none,none,0.0,3.04,0.0,0.0,0,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,low_burden
3579,IRR-ZAM-2022-03579,Zambia,2022,2.43,subsistence,False,809.0,29.3,occasional,6,none,none,none,none,0.0,2.43,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,515.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3580,IRR-ZAM-2023-03580,Zambia,2023,2.74,semi-commercial,True,877.0,31.2,occasional,4,sprinkler,river,solar,cooperative,1.19,1.55,43.3,62.0,9,excellent,1778.0,227.0,False,0.0,True,651.0,674.0,79.0,514.0,2.24,93.9,85.3,63.3,0.0,24.0,biweekly,visual,maize,50.2,2.02,3,7715.0,6507.0,False,True,True,0.0,8.5,good,medium,True,False,False,2.6,modern,low_burden
3581,IRR-KEN-2020-03581,Kenya,2020,0.93,subsistence,True,767.0,15.1,occasional,3,surface,rainwater_harvesting,gravity,individual,0.43,0.5,46.0,16.0,16,good,342.0,29.0,False,0.0,False,754.0,467.0,59.5,448.0,1.73,82.9,80.2,39.6,0.0,13.0,as_needed,weather_based,vegetables,20.1,1.72,1,3221.0,7538.0,True,True,False,0.0,0.0,good,low,False,False,False,3.7,traditional,low_burden
3582,IRR-MAL-2021-03582,Mali,2021,1.22,subsistence,False,763.0,18.6,occasional,4,none,none,none,none,0.0,1.22,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,513.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3583,IRR-NIG-2020-03583,Nigeria,2020,0.81,subsistence,True,464.0,23.4,frequent,5,surface,rainwater_harvesting,diesel,individual,0.73,0.08,90.2,40.0,13,excellent,582.0,64.0,False,0.0,False,681.0,479.0,49.3,335.0,1.64,88.7,75.1,32.9,108.0,22.0,as_needed,soil_moisture,cotton,46.3,1.3,1,4957.0,6809.0,False,False,False,0.0,9.0,good,low,False,True,False,3.1,traditional,low_burden
3584,IRR-ETH-2024-03584,Ethiopia,2024,0.77,semi-commercial,False,801.0,16.8,frequent,5,none,none,none,none,0.0,0.77,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,421.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3585,IRR-KEN-2021-03585,Kenya,2021,3.83,subsistence,False,1078.0,34.2,occasional,2,none,none,none,none,0.0,3.83,0.0,0.0,0,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,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
3586,IRR-GHA-2024-03586,Ghana,2024,8.59,semi-commercial,False,978.0,30.7,rare,7,none,none,none,none,0.0,8.59,0.0,0.0,0,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,low_burden
3587,IRR-MAL-2025-03587,Mali,2025,0.92,subsistence,False,1117.0,32.8,frequent,4,none,none,none,none,0.0,0.92,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,606.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3588,IRR-UGA-2022-03588,Uganda,2022,0.74,subsistence,False,687.0,24.1,rare,6,none,none,none,none,0.0,0.74,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,502.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3589,IRR-MAL-2020-03589,Mali,2020,0.62,semi-commercial,False,935.0,28.1,frequent,6,none,none,none,none,0.0,0.62,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,634.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
3590,IRR-TAN-2022-03590,Tanzania,2022,0.57,subsistence,False,719.0,28.4,rare,6,none,none,none,none,0.0,0.57,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,535.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3591,IRR-TAN-2023-03591,Tanzania,2023,1.09,subsistence,False,1196.0,28.4,occasional,6,none,none,none,none,0.0,1.09,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,641.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3592,IRR-ETH-2023-03592,Ethiopia,2023,1.1,semi-commercial,False,687.0,24.1,occasional,3,none,none,none,none,0.0,1.1,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,636.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3593,IRR-MAL-2022-03593,Mali,2022,2.16,semi-commercial,False,1101.0,26.9,frequent,4,none,none,none,none,0.0,2.16,0.0,0.0,0,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,low_burden
3594,IRR-NIG-2019-03594,Nigeria,2019,1.15,subsistence,False,1144.0,34.4,rare,3,none,none,none,none,0.0,1.15,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,624.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
3595,IRR-ETH-2024-03595,Ethiopia,2024,1.94,semi-commercial,False,1231.0,25.5,occasional,6,none,none,none,none,0.0,1.94,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,645.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3596,IRR-NIG-2022-03596,Nigeria,2022,1.81,semi-commercial,True,564.0,34.1,occasional,6,surface,reservoir,gravity,shared,1.11,0.7,61.4,61.0,10,fair,891.0,87.0,False,0.0,False,624.0,487.0,49.0,306.0,2.46,91.6,87.3,39.2,0.0,33.0,biweekly,visual,vegetables,45.1,1.7,1,6953.0,6241.0,True,True,True,0.0,0.0,poor,low,False,False,False,2.2,traditional,low_burden
3597,IRR-KEN-2018-03597,Kenya,2018,0.95,semi-commercial,False,1101.0,19.1,frequent,2,none,none,none,none,0.0,0.95,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,597.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3598,IRR-NIG-2025-03598,Nigeria,2025,1.16,subsistence,False,1038.0,33.3,occasional,7,none,none,none,none,0.0,1.16,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,623.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3599,IRR-MAL-2022-03599,Mali,2022,1.11,semi-commercial,False,1037.0,25.3,occasional,3,none,none,none,none,0.0,1.11,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,699.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3600,IRR-KEN-2020-03600,Kenya,2020,0.76,subsistence,False,1077.0,34.9,frequent,6,none,none,none,none,0.0,0.76,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,520.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
3601,IRR-MAL-2025-03601,Mali,2025,1.56,semi-commercial,True,812.0,28.2,frequent,3,sprinkler,reservoir,solar,government,1.1,0.46,70.7,47.0,19,good,1651.0,214.0,False,0.0,False,571.0,453.0,68.1,389.0,2.24,80.8,62.9,34.6,0.0,22.0,as_needed,visual,fruits,51.9,1.22,1,6285.0,5710.0,False,False,False,0.0,9.1,good,medium,False,True,True,4.1,modern,low_burden
3602,IRR-KEN-2020-03602,Kenya,2020,2.6,semi-commercial,False,441.0,31.3,frequent,5,none,none,none,none,0.0,2.6,0.0,0.0,0,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,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,low_burden
3603,IRR-MAL-2022-03603,Mali,2022,0.82,semi-commercial,False,605.0,29.6,rare,3,none,none,none,none,0.0,0.82,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,401.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3604,IRR-ETH-2021-03604,Ethiopia,2021,0.8,semi-commercial,False,833.0,15.3,rare,4,none,none,none,none,0.0,0.8,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,556.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
3605,IRR-GHA-2022-03605,Ghana,2022,0.77,subsistence,False,959.0,29.8,rare,5,none,none,none,none,0.0,0.77,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,537.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3606,IRR-KEN-2024-03606,Kenya,2024,2.01,commercial,False,1334.0,32.3,occasional,6,none,none,none,none,0.0,2.01,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,599.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3607,IRR-MAL-2019-03607,Malawi,2019,1.27,subsistence,False,400.0,23.8,occasional,3,none,none,none,none,0.0,1.27,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,468.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3608,IRR-MAL-2018-03608,Mali,2018,1.86,semi-commercial,True,1488.0,32.4,rare,7,flood,river,gravity,shared,1.04,0.82,55.9,61.0,7,excellent,416.0,53.0,False,0.0,False,391.0,677.0,40.1,157.0,1.63,83.1,76.9,25.6,0.0,42.0,weekly,calendar,fruits,48.5,1.4,2,4065.0,3912.0,True,False,False,0.0,0.0,good,low,False,False,False,0.9,traditional,low_burden
3609,IRR-MAL-2018-03609,Malawi,2018,1.59,semi-commercial,False,577.0,23.9,rare,7,none,none,none,none,0.0,1.59,0.0,0.0,0,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,low_burden
3610,IRR-NIG-2023-03610,Nigeria,2023,0.57,commercial,False,519.0,31.4,rare,4,none,none,none,none,0.0,0.57,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,651.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3611,IRR-KEN-2023-03611,Kenya,2023,0.5,subsistence,False,768.0,32.8,frequent,3,none,none,none,none,0.0,0.5,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,666.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3612,IRR-MAL-2023-03612,Mali,2023,0.97,semi-commercial,False,1318.0,16.4,occasional,3,none,none,none,none,0.0,0.97,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,663.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3613,IRR-NIG-2022-03613,Nigeria,2022,2.06,subsistence,False,871.0,34.7,occasional,5,none,none,none,none,0.0,2.06,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,620.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3614,IRR-ETH-2024-03614,Ethiopia,2024,1.78,subsistence,False,1192.0,15.9,occasional,6,none,none,none,none,0.0,1.78,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,478.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
3615,IRR-ZAM-2020-03615,Zambia,2020,0.47,subsistence,False,693.0,27.6,occasional,5,none,none,none,none,0.0,0.47,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,438.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3616,IRR-TAN-2018-03616,Tanzania,2018,1.89,semi-commercial,False,400.0,27.0,occasional,3,none,none,none,none,0.0,1.89,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,618.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3617,IRR-MAL-2023-03617,Mali,2023,1.62,commercial,True,964.0,26.6,occasional,6,sprinkler,rainwater_harvesting,solar,shared,0.54,1.08,33.5,24.0,6,good,813.0,60.0,False,0.0,False,575.0,674.0,65.9,379.0,1.33,71.5,69.8,32.9,0.0,11.0,biweekly,visual,vegetables,35.9,2.42,1,3120.0,5753.0,False,False,False,0.0,5.9,good,medium,True,False,False,2.8,modern,low_burden
3618,IRR-MAL-2025-03618,Malawi,2025,2.77,subsistence,False,1048.0,19.2,occasional,5,none,none,none,none,0.0,2.77,0.0,0.0,0,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,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
3619,IRR-TAN-2023-03619,Tanzania,2023,0.78,semi-commercial,False,1001.0,27.0,frequent,3,none,none,none,none,0.0,0.78,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,548.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3620,IRR-GHA-2022-03620,Ghana,2022,2.6,semi-commercial,False,996.0,23.1,rare,7,none,none,none,none,0.0,2.6,0.0,0.0,0,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,False,False,0.0,none,low_burden
3621,IRR-UGA-2021-03621,Uganda,2021,1.25,subsistence,True,771.0,15.2,frequent,4,flood,groundwater,wind,shared,1.22,0.03,97.4,54.0,5,fair,488.0,28.0,False,0.0,False,522.0,481.0,47.2,246.0,1.71,86.0,67.6,27.4,0.0,49.0,daily,calendar,maize,37.7,1.74,3,6375.0,5225.0,True,False,True,56.4,0.0,poor,low,True,False,False,2.1,traditional,low_burden
3622,IRR-ZAM-2020-03622,Zambia,2020,1.3,semi-commercial,False,860.0,23.8,occasional,2,none,none,none,none,0.0,1.3,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,677.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3623,IRR-GHA-2019-03623,Ghana,2019,0.79,semi-commercial,False,942.0,22.6,frequent,4,none,none,none,none,0.0,0.79,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,668.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3624,IRR-BUR-2023-03624,Burkina Faso,2023,0.56,subsistence,False,962.0,31.4,occasional,2,none,none,none,none,0.0,0.56,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,442.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3625,IRR-UGA-2018-03625,Uganda,2018,1.72,subsistence,False,741.0,24.5,occasional,5,none,none,none,none,0.0,1.72,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,536.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3626,IRR-KEN-2020-03626,Kenya,2020,7.3,semi-commercial,False,908.0,20.3,rare,4,none,none,none,none,0.0,7.3,0.0,0.0,0,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,False,False,0.0,none,low_burden
3627,IRR-BUR-2019-03627,Burkina Faso,2019,2.54,commercial,False,522.0,25.8,rare,4,none,none,none,none,0.0,2.54,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,401.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3628,IRR-TAN-2018-03628,Tanzania,2018,1.22,semi-commercial,False,833.0,27.3,rare,7,none,none,none,none,0.0,1.22,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,688.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3629,IRR-TAN-2019-03629,Tanzania,2019,1.45,semi-commercial,False,1343.0,21.9,occasional,2,none,none,none,none,0.0,1.45,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,652.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3630,IRR-MAL-2020-03630,Mali,2020,3.26,subsistence,False,1262.0,16.4,frequent,2,none,none,none,none,0.0,3.26,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,471.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3631,IRR-BUR-2022-03631,Burkina Faso,2022,1.5,subsistence,False,937.0,22.4,occasional,7,none,none,none,none,0.0,1.5,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,619.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3632,IRR-ETH-2018-03632,Ethiopia,2018,1.02,semi-commercial,False,759.0,18.5,frequent,5,none,none,none,none,0.0,1.02,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,501.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
3633,IRR-GHA-2025-03633,Ghana,2025,6.28,semi-commercial,False,888.0,23.6,frequent,3,none,none,none,none,0.0,6.28,0.0,0.0,0,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,low_burden
3634,IRR-ETH-2022-03634,Ethiopia,2022,0.42,semi-commercial,False,787.0,27.8,occasional,3,none,none,none,none,0.0,0.42,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,492.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3635,IRR-GHA-2020-03635,Ghana,2020,1.79,subsistence,False,703.0,19.2,occasional,3,none,none,none,none,0.0,1.79,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,575.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3636,IRR-KEN-2023-03636,Kenya,2023,1.47,subsistence,True,848.0,23.6,rare,2,surface,groundwater,electric,government,1.42,0.05,96.6,71.0,9,poor,1135.0,78.0,False,0.0,False,566.0,623.0,53.4,302.0,1.16,86.3,89.1,41.1,145.0,43.0,weekly,visual,fruits,24.2,2.21,1,8035.0,5662.0,True,False,False,64.7,20.7,poor,low,True,False,False,6.4,traditional,low_burden
3637,IRR-ZAM-2020-03637,Zambia,2020,2.22,semi-commercial,False,1300.0,27.8,occasional,6,none,none,none,none,0.0,2.22,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,655.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
3638,IRR-NIG-2024-03638,Nigeria,2024,0.89,subsistence,False,1083.0,20.2,frequent,7,none,none,none,none,0.0,0.89,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,437.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
3639,IRR-ZAM-2024-03639,Zambia,2024,1.14,subsistence,True,962.0,26.9,frequent,4,sprinkler,reservoir,electric,individual,0.68,0.47,59.3,29.0,10,fair,1018.0,87.0,True,386.0,True,501.0,620.0,67.0,336.0,1.21,72.6,67.7,32.9,68.0,14.0,daily,visual,vegetables,59.9,1.79,2,3399.0,5011.0,False,True,False,0.0,15.1,poor,medium,True,True,False,3.0,modern,low_burden
3640,IRR-ETH-2020-03640,Ethiopia,2020,1.79,subsistence,False,1071.0,27.4,frequent,2,none,none,none,none,0.0,1.79,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,496.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
3641,IRR-TAN-2019-03641,Tanzania,2019,1.98,semi-commercial,False,956.0,34.1,frequent,3,none,none,none,none,0.0,1.98,0.0,0.0,0,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,True,False,0.0,none,low_burden
3642,IRR-MAL-2018-03642,Mali,2018,1.27,semi-commercial,False,946.0,26.7,rare,4,none,none,none,none,0.0,1.27,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,666.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3643,IRR-ETH-2023-03643,Ethiopia,2023,1.79,semi-commercial,False,804.0,28.4,rare,3,none,none,none,none,0.0,1.79,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,525.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
3644,IRR-ZAM-2024-03644,Zambia,2024,0.5,semi-commercial,False,617.0,29.3,occasional,7,none,none,none,none,0.0,0.5,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,638.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3645,IRR-ZAM-2019-03645,Zambia,2019,0.9,subsistence,False,1043.0,34.4,occasional,3,none,none,none,none,0.0,0.9,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,403.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3646,IRR-ZAM-2018-03646,Zambia,2018,1.3,subsistence,False,902.0,15.2,occasional,4,none,none,none,none,0.0,1.3,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,668.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3647,IRR-KEN-2021-03647,Kenya,2021,1.2,subsistence,True,1003.0,32.3,frequent,3,flood,river,wind,cooperative,0.71,0.49,59.1,37.0,5,fair,283.0,38.0,True,134.0,False,768.0,639.0,48.3,371.0,1.76,78.5,80.1,30.4,0.0,28.0,biweekly,visual,fruits,43.0,1.74,1,5438.0,7681.0,False,False,True,0.0,0.0,poor,low,False,False,False,1.1,traditional,low_burden
3648,IRR-ETH-2022-03648,Ethiopia,2022,0.46,semi-commercial,False,873.0,30.5,rare,3,none,none,none,none,0.0,0.46,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,588.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3649,IRR-ZAM-2022-03649,Zambia,2022,2.02,subsistence,False,522.0,27.2,occasional,2,none,none,none,none,0.0,2.02,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,455.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3650,IRR-ZAM-2025-03650,Zambia,2025,1.56,subsistence,False,789.0,20.7,occasional,5,none,none,none,none,0.0,1.56,0.0,0.0,0,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,low_burden
3651,IRR-ZAM-2020-03651,Zambia,2020,3.58,commercial,True,1083.0,29.5,rare,4,flood,reservoir,solar,shared,2.33,1.25,65.1,123.0,5,poor,932.0,121.0,False,0.0,False,541.0,634.0,46.7,253.0,1.57,78.4,72.3,26.5,0.0,93.0,weekly,visual,rice,28.7,1.33,1,12613.0,5413.0,False,False,False,0.0,18.7,poor,low,False,False,False,1.8,traditional,low_burden
3652,IRR-MAL-2024-03652,Malawi,2024,0.38,semi-commercial,False,1421.0,19.9,occasional,6,none,none,none,none,0.0,0.38,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,674.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3653,IRR-TAN-2024-03653,Tanzania,2024,0.28,semi-commercial,False,980.0,16.7,frequent,2,none,none,none,none,0.0,0.28,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,525.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
3654,IRR-KEN-2018-03654,Kenya,2018,1.11,semi-commercial,False,776.0,33.9,occasional,5,none,none,none,none,0.0,1.11,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,492.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3655,IRR-GHA-2019-03655,Ghana,2019,0.74,subsistence,False,783.0,23.5,frequent,7,none,none,none,none,0.0,0.74,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,440.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3656,IRR-NIG-2021-03656,Nigeria,2021,0.75,commercial,False,911.0,29.1,occasional,6,none,none,none,none,0.0,0.75,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,602.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3657,IRR-KEN-2019-03657,Kenya,2019,2.55,subsistence,False,933.0,18.2,occasional,5,none,none,none,none,0.0,2.55,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,450.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3658,IRR-MAL-2019-03658,Malawi,2019,0.74,subsistence,False,984.0,16.4,occasional,7,none,none,none,none,0.0,0.74,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,456.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3659,IRR-KEN-2024-03659,Kenya,2024,1.42,semi-commercial,False,847.0,26.4,occasional,7,none,none,none,none,0.0,1.42,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,643.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3660,IRR-TAN-2025-03660,Tanzania,2025,0.56,commercial,False,400.0,25.0,frequent,6,none,none,none,none,0.0,0.56,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,501.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
3661,IRR-ETH-2023-03661,Ethiopia,2023,3.52,subsistence,False,952.0,16.9,occasional,3,none,none,none,none,0.0,3.52,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,442.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3662,IRR-TAN-2021-03662,Tanzania,2021,2.94,semi-commercial,False,528.0,30.1,occasional,2,none,none,none,none,0.0,2.94,0.0,0.0,0,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,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
3663,IRR-BUR-2025-03663,Burkina Faso,2025,2.36,semi-commercial,False,625.0,33.4,frequent,7,none,none,none,none,0.0,2.36,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,684.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3664,IRR-ZAM-2024-03664,Zambia,2024,1.89,semi-commercial,False,807.0,23.8,occasional,7,none,none,none,none,0.0,1.89,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,603.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3665,IRR-TAN-2023-03665,Tanzania,2023,1.12,subsistence,False,1244.0,31.7,frequent,6,none,none,none,none,0.0,1.12,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,600.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
3666,IRR-MAL-2023-03666,Malawi,2023,4.59,semi-commercial,True,1363.0,24.4,frequent,3,sprinkler,lake,diesel,cooperative,4.07,0.51,88.8,180.0,17,good,6110.0,333.0,False,0.0,False,534.0,536.0,70.4,376.0,1.88,83.3,63.5,37.2,447.0,81.0,as_needed,calendar,maize,38.5,1.84,1,21739.0,5336.0,False,False,True,0.0,4.4,good,medium,False,False,False,6.9,modern,low_burden
3667,IRR-ETH-2025-03667,Ethiopia,2025,1.19,subsistence,False,620.0,33.5,occasional,4,none,none,none,none,0.0,1.19,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,574.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3668,IRR-BUR-2025-03668,Burkina Faso,2025,2.28,subsistence,False,886.0,23.1,occasional,4,none,none,none,none,0.0,2.28,0.0,0.0,0,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,low_burden
3669,IRR-ETH-2020-03669,Ethiopia,2020,1.47,subsistence,False,799.0,19.4,occasional,4,none,none,none,none,0.0,1.47,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,415.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3670,IRR-GHA-2024-03670,Ghana,2024,2.13,semi-commercial,False,1143.0,33.9,occasional,6,none,none,none,none,0.0,2.13,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,563.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3671,IRR-GHA-2020-03671,Ghana,2020,0.64,subsistence,False,1167.0,31.8,frequent,2,none,none,none,none,0.0,0.64,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,505.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
3672,IRR-MAL-2019-03672,Malawi,2019,2.3,semi-commercial,False,845.0,22.6,frequent,3,none,none,none,none,0.0,2.3,0.0,0.0,0,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,low_burden
3673,IRR-KEN-2019-03673,Kenya,2019,1.59,subsistence,False,1054.0,24.2,occasional,6,none,none,none,none,0.0,1.59,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,475.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3674,IRR-GHA-2023-03674,Ghana,2023,2.07,commercial,False,880.0,33.1,rare,4,none,none,none,none,0.0,2.07,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,437.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3675,IRR-MAL-2025-03675,Malawi,2025,1.85,subsistence,True,791.0,26.6,occasional,4,sprinkler,rainwater_harvesting,manual,cooperative,1.68,0.17,90.9,70.0,7,good,2526.0,219.0,True,1056.0,False,331.0,411.0,79.2,262.0,2.25,86.2,85.7,58.5,0.0,34.0,as_needed,calendar,sugarcane,56.5,2.4,1,5575.0,3311.0,False,False,False,0.0,0.0,good,medium,True,False,False,4.8,modern,low_burden
3676,IRR-MAL-2023-03676,Mali,2023,4.3,subsistence,False,1139.0,15.0,occasional,7,none,none,none,none,0.0,4.3,0.0,0.0,0,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,low_burden
3677,IRR-UGA-2025-03677,Uganda,2025,0.95,subsistence,False,683.0,33.1,occasional,3,none,none,none,none,0.0,0.95,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,417.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3678,IRR-KEN-2022-03678,Kenya,2022,0.86,semi-commercial,False,762.0,19.5,occasional,4,none,none,none,none,0.0,0.86,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,654.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
3679,IRR-NIG-2019-03679,Nigeria,2019,1.2,semi-commercial,False,477.0,25.2,rare,3,none,none,none,none,0.0,1.2,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,616.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3680,IRR-ZAM-2022-03680,Zambia,2022,3.56,subsistence,False,430.0,24.9,frequent,2,none,none,none,none,0.0,3.56,0.0,0.0,0,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,low_burden
3681,IRR-ETH-2019-03681,Ethiopia,2019,1.24,subsistence,False,674.0,21.0,rare,6,none,none,none,none,0.0,1.24,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,412.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3682,IRR-UGA-2019-03682,Uganda,2019,0.72,semi-commercial,False,492.0,33.6,rare,5,none,none,none,none,0.0,0.72,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,523.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3683,IRR-ZAM-2023-03683,Zambia,2023,1.67,subsistence,False,951.0,25.7,occasional,5,none,none,none,none,0.0,1.67,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,412.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3684,IRR-TAN-2021-03684,Tanzania,2021,0.39,subsistence,False,1217.0,18.8,rare,5,none,none,none,none,0.0,0.39,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,676.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
3685,IRR-MAL-2024-03685,Mali,2024,0.96,subsistence,True,959.0,25.8,rare,6,drip,river,solar,government,0.77,0.18,80.8,32.0,4,good,1933.0,194.0,False,0.0,True,429.0,633.0,95.0,407.0,1.1,70.1,72.5,48.3,0.0,12.0,as_needed,visual,fruits,49.9,1.73,1,3314.0,4287.0,False,False,False,0.0,4.2,good,high,False,False,False,8.1,modern,low_burden
3686,IRR-KEN-2019-03686,Kenya,2019,1.27,semi-commercial,False,915.0,26.4,occasional,5,none,none,none,none,0.0,1.27,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,623.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3687,IRR-ETH-2019-03687,Ethiopia,2019,1.73,subsistence,False,971.0,19.0,occasional,5,none,none,none,none,0.0,1.73,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,536.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
3688,IRR-GHA-2021-03688,Ghana,2021,1.17,semi-commercial,False,1081.0,18.8,frequent,3,none,none,none,none,0.0,1.17,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,426.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3689,IRR-ETH-2023-03689,Ethiopia,2023,1.51,subsistence,False,969.0,34.3,occasional,5,none,none,none,none,0.0,1.51,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,590.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3690,IRR-BUR-2020-03690,Burkina Faso,2020,1.85,subsistence,False,848.0,34.0,occasional,7,none,none,none,none,0.0,1.85,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,535.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
3691,IRR-ETH-2020-03691,Ethiopia,2020,2.27,subsistence,False,857.0,26.8,rare,2,none,none,none,none,0.0,2.27,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,498.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3692,IRR-BUR-2025-03692,Burkina Faso,2025,0.69,semi-commercial,False,733.0,18.6,rare,2,none,none,none,none,0.0,0.69,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,572.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3693,IRR-TAN-2018-03693,Tanzania,2018,23.57,semi-commercial,False,1173.0,27.7,rare,4,none,none,none,none,0.0,23.57,0.0,0.0,0,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,low_burden
3694,IRR-TAN-2018-03694,Tanzania,2018,1.53,subsistence,False,991.0,23.8,occasional,4,none,none,none,none,0.0,1.53,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,601.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
3695,IRR-KEN-2023-03695,Kenya,2023,2.59,semi-commercial,False,1004.0,17.5,occasional,7,none,none,none,none,0.0,2.59,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,524.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3696,IRR-GHA-2020-03696,Ghana,2020,0.87,subsistence,False,569.0,16.0,occasional,2,none,none,none,none,0.0,0.87,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,625.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3697,IRR-NIG-2024-03697,Nigeria,2024,0.64,subsistence,True,691.0,19.5,occasional,2,sprinkler,groundwater,solar,private_company,0.5,0.14,78.2,19.0,4,good,751.0,41.0,True,256.0,False,510.0,577.0,81.6,416.0,1.26,76.1,60.5,37.6,0.0,10.0,biweekly,weather_based,vegetables,34.8,1.85,1,2553.0,5098.0,False,True,True,56.3,5.4,good,medium,True,False,True,6.7,modern,low_burden
3698,IRR-TAN-2023-03698,Tanzania,2023,1.08,subsistence,False,802.0,25.5,occasional,7,none,none,none,none,0.0,1.08,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,641.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3699,IRR-ETH-2023-03699,Ethiopia,2023,0.76,commercial,False,878.0,29.6,rare,6,none,none,none,none,0.0,0.76,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,673.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3700,IRR-MAL-2021-03700,Malawi,2021,1.66,semi-commercial,False,1417.0,18.8,occasional,7,none,none,none,none,0.0,1.66,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,688.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3701,IRR-NIG-2025-03701,Nigeria,2025,0.81,commercial,False,511.0,21.0,occasional,5,none,none,none,none,0.0,0.81,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,406.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3702,IRR-ZAM-2019-03702,Zambia,2019,0.74,semi-commercial,True,992.0,31.1,occasional,4,surface,groundwater,gravity,individual,0.74,0.01,99.2,33.0,12,excellent,589.0,49.0,False,0.0,False,550.0,688.0,56.4,311.0,1.79,94.2,68.8,36.6,0.0,22.0,weekly,soil_moisture,fruits,43.8,1.48,2,4050.0,5503.0,False,False,False,25.6,0.0,good,low,True,False,True,3.6,traditional,low_burden
3703,IRR-MAL-2024-03703,Mali,2024,3.09,subsistence,True,682.0,25.3,frequent,4,sprinkler,lake,solar,government,1.78,1.31,57.8,79.0,10,fair,2676.0,211.0,False,0.0,False,564.0,660.0,68.6,387.0,2.32,74.8,85.6,43.9,0.0,36.0,weekly,calendar,rice,42.1,1.47,1,10069.0,5644.0,False,False,True,0.0,19.3,poor,medium,False,False,False,4.1,modern,low_burden
3704,IRR-UGA-2022-03704,Uganda,2022,1.05,subsistence,False,1270.0,18.4,occasional,4,none,none,none,none,0.0,1.05,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,497.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3705,IRR-KEN-2018-03705,Kenya,2018,2.65,subsistence,False,1319.0,27.2,occasional,7,none,none,none,none,0.0,2.65,0.0,0.0,0,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,low_burden
3706,IRR-UGA-2022-03706,Uganda,2022,1.81,subsistence,False,722.0,16.9,rare,6,none,none,none,none,0.0,1.81,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,647.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3707,IRR-UGA-2019-03707,Uganda,2019,0.95,semi-commercial,False,516.0,21.6,rare,4,none,none,none,none,0.0,0.95,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,444.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3708,IRR-MAL-2025-03708,Mali,2025,3.45,subsistence,True,867.0,16.9,frequent,4,manual,lake,electric,government,2.46,1.0,71.2,139.0,15,good,492.0,51.0,False,0.0,False,531.0,455.0,59.1,314.0,0.94,79.4,76.0,35.7,159.0,197.0,biweekly,visual,sugarcane,49.1,1.23,2,13054.0,5312.0,False,False,False,0.0,10.7,good,low,False,True,False,0.6,traditional,low_burden
3709,IRR-BUR-2023-03709,Burkina Faso,2023,0.45,commercial,True,739.0,24.9,occasional,7,sprinkler,wetland,electric,individual,0.14,0.31,31.2,5.0,1,good,209.0,18.0,True,121.0,False,416.0,521.0,68.8,286.0,2.36,77.3,65.7,34.9,18.0,3.0,as_needed,calendar,vegetables,33.8,2.28,2,581.0,4162.0,False,False,True,0.0,3.3,good,medium,True,False,False,2.8,modern,low_burden
3710,IRR-UGA-2018-03710,Uganda,2018,4.38,subsistence,False,1360.0,24.9,rare,6,none,none,none,none,0.0,4.38,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,527.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3711,IRR-MAL-2019-03711,Mali,2019,0.22,subsistence,False,1093.0,15.8,occasional,6,none,none,none,none,0.0,0.22,0.0,0.0,0,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,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
3712,IRR-MAL-2025-03712,Mali,2025,0.82,subsistence,False,769.0,22.1,rare,4,none,none,none,none,0.0,0.82,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,467.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3713,IRR-MAL-2023-03713,Mali,2023,1.23,semi-commercial,False,832.0,24.2,occasional,6,none,none,none,none,0.0,1.23,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,412.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3714,IRR-MAL-2020-03714,Mali,2020,2.2,subsistence,False,1188.0,24.4,rare,2,none,none,none,none,0.0,2.2,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,483.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3715,IRR-ETH-2019-03715,Ethiopia,2019,1.1,subsistence,False,892.0,27.3,occasional,2,none,none,none,none,0.0,1.1,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,486.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
3716,IRR-MAL-2025-03716,Mali,2025,1.44,semi-commercial,False,535.0,21.0,frequent,3,none,none,none,none,0.0,1.44,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,586.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3717,IRR-GHA-2019-03717,Ghana,2019,2.38,subsistence,False,1277.0,22.1,occasional,6,none,none,none,none,0.0,2.38,0.0,0.0,0,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,low_burden
3718,IRR-MAL-2024-03718,Malawi,2024,0.78,subsistence,False,400.0,27.7,rare,7,none,none,none,none,0.0,0.78,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,430.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3719,IRR-ZAM-2024-03719,Zambia,2024,0.44,subsistence,False,405.0,24.0,occasional,2,none,none,none,none,0.0,0.44,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,414.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3720,IRR-GHA-2018-03720,Ghana,2018,1.31,commercial,False,1123.0,34.3,frequent,2,none,none,none,none,0.0,1.31,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,661.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3721,IRR-ZAM-2023-03721,Zambia,2023,2.27,subsistence,False,400.0,16.3,occasional,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,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
3722,IRR-BUR-2023-03722,Burkina Faso,2023,0.88,subsistence,True,742.0,33.3,frequent,2,sprinkler,wetland,solar,shared,0.6,0.28,68.3,36.0,11,fair,906.0,130.0,True,496.0,False,661.0,678.0,76.6,506.0,1.69,84.5,87.0,56.4,0.0,12.0,daily,calendar,sugarcane,35.7,2.06,2,3993.0,6608.0,False,False,False,0.0,6.3,poor,medium,True,True,False,5.7,modern,low_burden
3723,IRR-NIG-2020-03723,Nigeria,2020,1.38,semi-commercial,True,1025.0,22.8,frequent,5,drip,groundwater,gravity,shared,0.82,0.56,59.4,25.0,12,good,2054.0,179.0,False,0.0,False,589.0,602.0,95.0,560.0,1.27,83.6,92.7,73.6,0.0,12.0,weekly,calendar,vegetables,36.7,1.72,1,4843.0,5894.0,True,True,False,19.5,0.0,good,high,True,True,True,8.1,modern,low_burden
3724,IRR-TAN-2023-03724,Tanzania,2023,0.79,subsistence,False,614.0,26.2,rare,6,none,none,none,none,0.0,0.79,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,419.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
3725,IRR-ETH-2025-03725,Ethiopia,2025,1.93,semi-commercial,True,932.0,34.1,frequent,6,surface,river,solar,shared,1.73,0.19,90.0,71.0,1,good,1386.0,201.0,False,0.0,False,360.0,671.0,59.0,213.0,0.89,89.4,70.1,37.0,0.0,52.0,weekly,calendar,vegetables,57.0,1.72,1,6245.0,3605.0,False,False,True,0.0,6.3,good,low,False,False,False,2.5,traditional,low_burden
3726,IRR-ETH-2024-03726,Ethiopia,2024,0.79,subsistence,True,1001.0,28.9,occasional,3,surface,river,solar,government,0.6,0.2,75.3,18.0,6,good,477.0,30.0,False,0.0,True,706.0,573.0,56.7,400.0,1.08,72.9,75.4,31.2,0.0,18.0,weekly,calendar,rice,49.8,2.06,2,4209.0,7058.0,True,False,False,0.0,13.9,good,low,False,False,False,2.4,traditional,low_burden
3727,IRR-MAL-2022-03727,Malawi,2022,0.96,subsistence,False,564.0,33.6,rare,6,none,none,none,none,0.0,0.96,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,520.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3728,IRR-TAN-2018-03728,Tanzania,2018,1.01,semi-commercial,False,776.0,24.8,occasional,5,none,none,none,none,0.0,1.01,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,489.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3729,IRR-TAN-2019-03729,Tanzania,2019,3.17,subsistence,False,899.0,28.9,rare,3,none,none,none,none,0.0,3.17,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,462.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3730,IRR-TAN-2025-03730,Tanzania,2025,0.42,semi-commercial,False,726.0,28.0,frequent,7,none,none,none,none,0.0,0.42,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,558.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3731,IRR-ETH-2021-03731,Ethiopia,2021,0.98,commercial,False,780.0,23.0,rare,3,none,none,none,none,0.0,0.98,0.0,0.0,0,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,low_burden
3732,IRR-ETH-2018-03732,Ethiopia,2018,2.93,semi-commercial,False,669.0,32.9,occasional,3,none,none,none,none,0.0,2.93,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,410.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3733,IRR-KEN-2022-03733,Kenya,2022,3.81,subsistence,True,543.0,29.7,occasional,4,surface,groundwater,manual,individual,1.65,2.16,43.2,69.0,19,good,1319.0,194.0,True,555.0,True,683.0,619.0,59.6,407.0,1.12,92.2,89.5,49.2,0.0,49.0,biweekly,weather_based,vegetables,52.6,1.61,1,11260.0,6832.0,False,False,False,8.5,0.0,good,low,True,False,True,1.3,traditional,low_burden
3734,IRR-NIG-2023-03734,Nigeria,2023,0.57,commercial,False,1453.0,28.4,frequent,7,none,none,none,none,0.0,0.57,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,610.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
3735,IRR-KEN-2018-03735,Kenya,2018,2.03,semi-commercial,False,1172.0,18.4,frequent,2,none,none,none,none,0.0,2.03,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,549.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
3736,IRR-UGA-2024-03736,Uganda,2024,1.98,subsistence,False,741.0,30.0,occasional,3,none,none,none,none,0.0,1.98,0.0,0.0,0,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,low_burden
3737,IRR-ZAM-2021-03737,Zambia,2021,2.21,subsistence,False,586.0,29.6,occasional,6,none,none,none,none,0.0,2.21,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,402.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3738,IRR-NIG-2024-03738,Nigeria,2024,0.74,subsistence,False,574.0,34.1,occasional,3,none,none,none,none,0.0,0.74,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,639.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3739,IRR-BUR-2019-03739,Burkina Faso,2019,0.46,subsistence,False,696.0,19.7,rare,3,none,none,none,none,0.0,0.46,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,400.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3740,IRR-ZAM-2020-03740,Zambia,2020,2.2,subsistence,False,1077.0,21.5,frequent,6,none,none,none,none,0.0,2.2,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,538.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3741,IRR-KEN-2019-03741,Kenya,2019,0.84,subsistence,False,849.0,27.2,frequent,2,none,none,none,none,0.0,0.84,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,469.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3742,IRR-KEN-2025-03742,Kenya,2025,0.82,subsistence,False,1098.0,22.8,rare,6,none,none,none,none,0.0,0.82,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,596.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3743,IRR-NIG-2022-03743,Nigeria,2022,0.3,subsistence,False,1180.0,29.1,frequent,4,none,none,none,none,0.0,0.3,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,641.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
3744,IRR-BUR-2020-03744,Burkina Faso,2020,1.55,semi-commercial,False,1533.0,18.4,occasional,7,none,none,none,none,0.0,1.55,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,502.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3745,IRR-ETH-2022-03745,Ethiopia,2022,1.28,semi-commercial,False,1548.0,26.0,occasional,3,none,none,none,none,0.0,1.28,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,448.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3746,IRR-BUR-2020-03746,Burkina Faso,2020,1.49,semi-commercial,False,665.0,18.6,rare,3,none,none,none,none,0.0,1.49,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,628.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3747,IRR-ETH-2019-03747,Ethiopia,2019,3.0,subsistence,False,673.0,30.4,occasional,6,none,none,none,none,0.0,3.0,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,497.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3748,IRR-NIG-2024-03748,Nigeria,2024,3.17,subsistence,False,1030.0,20.8,occasional,7,none,none,none,none,0.0,3.17,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,458.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
3749,IRR-UGA-2025-03749,Uganda,2025,1.19,subsistence,False,863.0,19.6,occasional,3,none,none,none,none,0.0,1.19,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,495.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3750,IRR-UGA-2022-03750,Uganda,2022,0.87,commercial,False,733.0,23.2,occasional,3,none,none,none,none,0.0,0.87,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,660.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3751,IRR-ZAM-2019-03751,Zambia,2019,5.06,subsistence,False,575.0,32.8,rare,7,none,none,none,none,0.0,5.06,0.0,0.0,0,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,low_burden
3752,IRR-ZAM-2018-03752,Zambia,2018,0.6,subsistence,False,872.0,25.8,frequent,7,none,none,none,none,0.0,0.6,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,637.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3753,IRR-GHA-2020-03753,Ghana,2020,3.67,commercial,False,1088.0,22.5,occasional,4,none,none,none,none,0.0,3.67,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,585.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3754,IRR-NIG-2022-03754,Nigeria,2022,1.46,semi-commercial,False,400.0,32.8,occasional,7,none,none,none,none,0.0,1.46,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,563.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3755,IRR-NIG-2020-03755,Nigeria,2020,2.51,semi-commercial,False,525.0,20.4,occasional,7,none,none,none,none,0.0,2.51,0.0,0.0,0,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,low_burden
3756,IRR-KEN-2025-03756,Kenya,2025,5.48,subsistence,False,636.0,22.0,frequent,2,none,none,none,none,0.0,5.48,0.0,0.0,0,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,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,low_burden
3757,IRR-MAL-2019-03757,Malawi,2019,3.8,subsistence,False,1321.0,19.8,occasional,6,none,none,none,none,0.0,3.8,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,509.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3758,IRR-MAL-2024-03758,Malawi,2024,1.01,semi-commercial,False,1290.0,22.6,occasional,5,none,none,none,none,0.0,1.01,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,410.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3759,IRR-NIG-2024-03759,Nigeria,2024,1.33,semi-commercial,False,414.0,18.6,occasional,4,none,none,none,none,0.0,1.33,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,414.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
3760,IRR-ETH-2019-03760,Ethiopia,2019,1.72,subsistence,False,971.0,15.4,occasional,2,none,none,none,none,0.0,1.72,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,466.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
3761,IRR-TAN-2024-03761,Tanzania,2024,0.89,semi-commercial,False,901.0,28.0,occasional,4,none,none,none,none,0.0,0.89,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,637.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
3762,IRR-TAN-2022-03762,Tanzania,2022,1.74,semi-commercial,False,893.0,30.6,frequent,4,none,none,none,none,0.0,1.74,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,607.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
3763,IRR-BUR-2022-03763,Burkina Faso,2022,0.48,semi-commercial,False,1357.0,24.5,occasional,6,none,none,none,none,0.0,0.48,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,495.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3764,IRR-TAN-2020-03764,Tanzania,2020,2.66,subsistence,False,1035.0,26.8,occasional,3,none,none,none,none,0.0,2.66,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,411.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3765,IRR-ZAM-2022-03765,Zambia,2022,3.51,semi-commercial,False,637.0,30.9,frequent,2,none,none,none,none,0.0,3.51,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,460.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3766,IRR-BUR-2018-03766,Burkina Faso,2018,0.76,semi-commercial,False,972.0,19.9,occasional,3,none,none,none,none,0.0,0.76,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,524.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
3767,IRR-BUR-2025-03767,Burkina Faso,2025,0.73,semi-commercial,False,573.0,19.1,occasional,6,none,none,none,none,0.0,0.73,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,530.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
3768,IRR-MAL-2025-03768,Malawi,2025,1.88,subsistence,False,687.0,19.2,rare,6,none,none,none,none,0.0,1.88,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,661.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
3769,IRR-MAL-2019-03769,Mali,2019,0.85,subsistence,False,692.0,20.4,occasional,2,none,none,none,none,0.0,0.85,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,542.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3770,IRR-ZAM-2020-03770,Zambia,2020,2.03,subsistence,False,1075.0,17.1,frequent,2,none,none,none,none,0.0,2.03,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,552.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3771,IRR-BUR-2018-03771,Burkina Faso,2018,0.26,semi-commercial,False,1057.0,15.4,frequent,6,none,none,none,none,0.0,0.26,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,414.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3772,IRR-TAN-2018-03772,Tanzania,2018,1.08,subsistence,False,606.0,26.0,rare,7,none,none,none,none,0.0,1.08,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,466.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3773,IRR-NIG-2023-03773,Nigeria,2023,0.56,subsistence,False,1112.0,28.0,occasional,6,none,none,none,none,0.0,0.56,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,627.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3774,IRR-ETH-2023-03774,Ethiopia,2023,2.42,subsistence,False,1172.0,29.2,occasional,3,none,none,none,none,0.0,2.42,0.0,0.0,0,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,low_burden
3775,IRR-MAL-2022-03775,Mali,2022,0.78,subsistence,False,661.0,18.8,occasional,6,none,none,none,none,0.0,0.78,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,627.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
3776,IRR-NIG-2018-03776,Nigeria,2018,1.2,semi-commercial,False,547.0,28.8,occasional,6,none,none,none,none,0.0,1.2,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,540.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
3777,IRR-ZAM-2022-03777,Zambia,2022,1.16,commercial,False,1215.0,20.8,frequent,2,none,none,none,none,0.0,1.16,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,677.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
3778,IRR-ZAM-2025-03778,Zambia,2025,0.4,semi-commercial,False,854.0,21.5,rare,6,none,none,none,none,0.0,0.4,0.0,0.0,0,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,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
3779,IRR-GHA-2020-03779,Ghana,2020,1.61,subsistence,False,704.0,18.6,frequent,2,none,none,none,none,0.0,1.61,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,601.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3780,IRR-MAL-2022-03780,Malawi,2022,2.16,semi-commercial,False,533.0,19.5,rare,4,none,none,none,none,0.0,2.16,0.0,0.0,0,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,low_burden
3781,IRR-ETH-2020-03781,Ethiopia,2020,2.35,semi-commercial,False,892.0,18.7,frequent,7,none,none,none,none,0.0,2.35,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,631.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
3782,IRR-GHA-2020-03782,Ghana,2020,0.59,subsistence,False,487.0,25.0,rare,4,none,none,none,none,0.0,0.59,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,465.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
3783,IRR-NIG-2018-03783,Nigeria,2018,1.54,subsistence,False,1239.0,34.5,occasional,7,none,none,none,none,0.0,1.54,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,581.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3784,IRR-NIG-2019-03784,Nigeria,2019,3.75,semi-commercial,False,1011.0,34.2,frequent,7,none,none,none,none,0.0,3.75,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,642.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
3785,IRR-TAN-2023-03785,Tanzania,2023,0.6,commercial,False,1533.0,31.0,frequent,7,none,none,none,none,0.0,0.6,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,645.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
3786,IRR-MAL-2025-03786,Mali,2025,1.5,commercial,False,1077.0,22.5,occasional,5,none,none,none,none,0.0,1.5,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,539.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
3787,IRR-GHA-2019-03787,Ghana,2019,1.38,subsistence,False,823.0,17.7,occasional,5,none,none,none,none,0.0,1.38,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,645.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3788,IRR-MAL-2021-03788,Mali,2021,6.03,semi-commercial,False,1100.0,27.6,occasional,2,none,none,none,none,0.0,6.03,0.0,0.0,0,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,low_burden
3789,IRR-NIG-2019-03789,Nigeria,2019,1.81,semi-commercial,False,1041.0,18.0,frequent,5,none,none,none,none,0.0,1.81,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,521.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
3790,IRR-KEN-2023-03790,Kenya,2023,2.92,subsistence,False,1392.0,26.2,frequent,2,none,none,none,none,0.0,2.92,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,548.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3791,IRR-MAL-2018-03791,Malawi,2018,1.11,subsistence,False,856.0,25.1,occasional,3,none,none,none,none,0.0,1.11,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,475.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
3792,IRR-ETH-2021-03792,Ethiopia,2021,0.39,subsistence,True,1008.0,25.5,frequent,6,manual,river,diesel,government,0.26,0.13,65.8,11.0,12,good,51.0,6.0,False,0.0,False,775.0,582.0,55.8,432.0,1.16,94.2,77.4,40.7,55.0,21.0,daily,weather_based,rice,38.8,2.5,1,1992.0,7745.0,False,True,False,0.0,24.5,good,low,True,True,False,0.7,traditional,low_burden
3793,IRR-ETH-2018-03793,Ethiopia,2018,0.55,semi-commercial,False,1104.0,26.1,frequent,5,none,none,none,none,0.0,0.55,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,597.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
3794,IRR-KEN-2021-03794,Kenya,2021,1.32,commercial,False,797.0,15.8,occasional,5,none,none,none,none,0.0,1.32,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,528.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3795,IRR-GHA-2025-03795,Ghana,2025,0.74,subsistence,False,1010.0,27.9,frequent,4,none,none,none,none,0.0,0.74,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,485.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3796,IRR-TAN-2018-03796,Tanzania,2018,0.79,subsistence,False,1215.0,28.9,rare,2,none,none,none,none,0.0,0.79,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,487.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3797,IRR-MAL-2023-03797,Mali,2023,1.99,semi-commercial,False,839.0,34.6,rare,4,none,none,none,none,0.0,1.99,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,700.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3798,IRR-MAL-2020-03798,Mali,2020,1.54,semi-commercial,False,708.0,22.1,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,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
3799,IRR-MAL-2025-03799,Malawi,2025,0.9,semi-commercial,False,400.0,29.4,occasional,5,none,none,none,none,0.0,0.9,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,661.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3800,IRR-TAN-2019-03800,Tanzania,2019,2.76,subsistence,False,863.0,27.8,frequent,6,none,none,none,none,0.0,2.76,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,523.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
3801,IRR-BUR-2023-03801,Burkina Faso,2023,8.55,subsistence,False,538.0,16.1,occasional,2,none,none,none,none,0.0,8.55,0.0,0.0,0,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,low_burden
3802,IRR-BUR-2021-03802,Burkina Faso,2021,0.54,subsistence,False,930.0,17.7,occasional,7,none,none,none,none,0.0,0.54,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,549.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3803,IRR-GHA-2020-03803,Ghana,2020,4.09,subsistence,False,1200.0,28.4,frequent,4,none,none,none,none,0.0,4.09,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,634.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3804,IRR-ETH-2024-03804,Ethiopia,2024,1.98,semi-commercial,False,798.0,21.5,frequent,7,none,none,none,none,0.0,1.98,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,469.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3805,IRR-UGA-2023-03805,Uganda,2023,1.03,semi-commercial,False,1021.0,32.9,occasional,6,none,none,none,none,0.0,1.03,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,586.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
3806,IRR-MAL-2019-03806,Malawi,2019,1.59,subsistence,False,742.0,16.1,rare,4,none,none,none,none,0.0,1.59,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,613.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3807,IRR-ZAM-2024-03807,Zambia,2024,2.06,subsistence,False,473.0,32.3,occasional,4,none,none,none,none,0.0,2.06,0.0,0.0,0,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,low_burden
3808,IRR-MAL-2024-03808,Malawi,2024,0.41,semi-commercial,False,538.0,32.8,occasional,7,none,none,none,none,0.0,0.41,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,576.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3809,IRR-KEN-2019-03809,Kenya,2019,0.6,subsistence,False,743.0,29.4,rare,4,none,none,none,none,0.0,0.6,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,555.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3810,IRR-ZAM-2019-03810,Zambia,2019,1.5,commercial,False,524.0,24.9,rare,2,none,none,none,none,0.0,1.5,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,612.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3811,IRR-KEN-2022-03811,Kenya,2022,0.91,semi-commercial,False,962.0,34.3,occasional,4,none,none,none,none,0.0,0.91,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,632.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3812,IRR-ETH-2024-03812,Ethiopia,2024,0.57,semi-commercial,False,976.0,17.8,occasional,4,none,none,none,none,0.0,0.57,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,508.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3813,IRR-MAL-2020-03813,Mali,2020,4.58,subsistence,False,786.0,26.8,occasional,3,none,none,none,none,0.0,4.58,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,402.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3814,IRR-MAL-2023-03814,Malawi,2023,1.31,semi-commercial,False,1108.0,28.4,occasional,3,none,none,none,none,0.0,1.31,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,539.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3815,IRR-ETH-2021-03815,Ethiopia,2021,5.62,semi-commercial,False,1132.0,16.9,occasional,7,none,none,none,none,0.0,5.62,0.0,0.0,0,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,low_burden
3816,IRR-ETH-2022-03816,Ethiopia,2022,1.7,subsistence,False,993.0,31.3,occasional,4,none,none,none,none,0.0,1.7,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,572.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3817,IRR-TAN-2024-03817,Tanzania,2024,2.87,semi-commercial,False,797.0,23.5,occasional,4,none,none,none,none,0.0,2.87,0.0,0.0,0,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,low_burden
3818,IRR-MAL-2019-03818,Mali,2019,0.63,subsistence,False,538.0,15.0,frequent,6,none,none,none,none,0.0,0.63,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,440.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3819,IRR-ZAM-2018-03819,Zambia,2018,2.67,subsistence,False,1017.0,19.4,frequent,5,none,none,none,none,0.0,2.67,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,623.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3820,IRR-MAL-2025-03820,Mali,2025,0.82,semi-commercial,True,855.0,21.1,occasional,4,surface,river,solar,individual,0.44,0.39,52.9,23.0,19,good,349.0,31.0,True,149.0,True,759.0,627.0,55.5,421.0,1.38,91.5,67.6,34.3,0.0,13.0,as_needed,visual,vegetables,52.8,2.39,1,3314.0,7594.0,True,True,False,0.0,13.5,good,low,False,False,False,1.6,traditional,low_burden
3821,IRR-BUR-2020-03821,Burkina Faso,2020,1.18,subsistence,False,958.0,19.3,rare,3,none,none,none,none,0.0,1.18,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,557.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3822,IRR-TAN-2022-03822,Tanzania,2022,0.76,subsistence,False,822.0,26.1,rare,7,none,none,none,none,0.0,0.76,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,636.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3823,IRR-KEN-2020-03823,Kenya,2020,0.3,commercial,False,1140.0,22.9,occasional,3,none,none,none,none,0.0,0.3,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,542.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3824,IRR-UGA-2019-03824,Uganda,2019,2.12,commercial,False,1089.0,33.7,occasional,2,none,none,none,none,0.0,2.12,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,649.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3825,IRR-ETH-2020-03825,Ethiopia,2020,0.87,subsistence,False,1100.0,25.1,occasional,2,none,none,none,none,0.0,0.87,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,605.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3826,IRR-NIG-2023-03826,Nigeria,2023,7.61,commercial,False,475.0,26.6,occasional,2,none,none,none,none,0.0,7.61,0.0,0.0,0,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,low_burden
3827,IRR-MAL-2019-03827,Malawi,2019,0.83,subsistence,False,1086.0,33.9,rare,6,none,none,none,none,0.0,0.83,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,400.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3828,IRR-MAL-2021-03828,Malawi,2021,17.06,subsistence,False,1121.0,27.4,occasional,3,none,none,none,none,0.0,17.06,0.0,0.0,0,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,horticulture,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
3829,IRR-ZAM-2020-03829,Zambia,2020,0.77,subsistence,False,517.0,19.1,frequent,5,none,none,none,none,0.0,0.77,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,400.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
3830,IRR-GHA-2018-03830,Ghana,2018,1.94,semi-commercial,False,975.0,28.2,occasional,6,none,none,none,none,0.0,1.94,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,562.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3831,IRR-ETH-2018-03831,Ethiopia,2018,1.14,semi-commercial,True,644.0,31.9,occasional,6,surface,lake,diesel,individual,0.76,0.38,66.7,40.0,16,fair,610.0,64.0,True,303.0,True,692.0,582.0,58.4,404.0,1.0,94.5,86.4,47.7,213.0,23.0,weekly,weather_based,maize,25.7,1.3,1,5277.0,6918.0,False,False,False,0.0,19.3,poor,low,False,False,False,4.2,traditional,low_burden
3832,IRR-MAL-2019-03832,Mali,2019,1.38,semi-commercial,False,626.0,28.6,rare,5,none,none,none,none,0.0,1.38,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,419.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3833,IRR-ZAM-2020-03833,Zambia,2020,0.96,semi-commercial,False,939.0,35.0,occasional,4,none,none,none,none,0.0,0.96,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,476.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
3834,IRR-NIG-2023-03834,Nigeria,2023,1.46,subsistence,False,752.0,30.3,frequent,6,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,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,low_burden
3835,IRR-GHA-2022-03835,Ghana,2022,3.13,subsistence,False,425.0,30.4,rare,2,none,none,none,none,0.0,3.13,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,679.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
3836,IRR-MAL-2021-03836,Mali,2021,1.75,semi-commercial,False,1026.0,30.9,occasional,3,none,none,none,none,0.0,1.75,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,452.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3837,IRR-NIG-2021-03837,Nigeria,2021,0.8,semi-commercial,False,1161.0,25.1,frequent,4,none,none,none,none,0.0,0.8,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,451.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3838,IRR-MAL-2019-03838,Mali,2019,2.73,semi-commercial,False,1257.0,35.0,rare,6,none,none,none,none,0.0,2.73,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,426.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
3839,IRR-UGA-2021-03839,Uganda,2021,0.94,subsistence,False,608.0,21.3,occasional,4,none,none,none,none,0.0,0.94,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,523.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
3840,IRR-MAL-2022-03840,Mali,2022,1.78,semi-commercial,False,1362.0,27.6,frequent,2,none,none,none,none,0.0,1.78,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,408.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3841,IRR-TAN-2021-03841,Tanzania,2021,0.72,subsistence,False,1355.0,23.3,occasional,7,none,none,none,none,0.0,0.72,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,699.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3842,IRR-NIG-2019-03842,Nigeria,2019,0.99,subsistence,False,1094.0,30.8,rare,6,none,none,none,none,0.0,0.99,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,421.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3843,IRR-MAL-2023-03843,Mali,2023,1.85,subsistence,False,1113.0,28.5,occasional,5,none,none,none,none,0.0,1.85,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,680.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3844,IRR-KEN-2019-03844,Kenya,2019,0.6,subsistence,False,995.0,26.0,rare,2,none,none,none,none,0.0,0.6,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,595.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3845,IRR-UGA-2019-03845,Uganda,2019,0.72,semi-commercial,False,849.0,27.8,frequent,5,none,none,none,none,0.0,0.72,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,563.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3846,IRR-KEN-2019-03846,Kenya,2019,1.2,subsistence,False,1147.0,15.7,occasional,6,none,none,none,none,0.0,1.2,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,592.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3847,IRR-TAN-2019-03847,Tanzania,2019,2.11,commercial,False,976.0,33.0,occasional,5,none,none,none,none,0.0,2.11,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,422.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3848,IRR-MAL-2018-03848,Mali,2018,1.82,subsistence,False,1160.0,27.8,rare,3,none,none,none,none,0.0,1.82,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,480.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3849,IRR-KEN-2022-03849,Kenya,2022,1.19,commercial,False,608.0,22.5,frequent,2,none,none,none,none,0.0,1.19,0.0,0.0,0,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,low_burden
3850,IRR-BUR-2024-03850,Burkina Faso,2024,2.21,subsistence,False,756.0,33.2,occasional,2,none,none,none,none,0.0,2.21,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,599.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
3851,IRR-MAL-2021-03851,Mali,2021,1.21,semi-commercial,False,400.0,15.8,occasional,6,none,none,none,none,0.0,1.21,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,579.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3852,IRR-UGA-2018-03852,Uganda,2018,0.75,subsistence,False,1408.0,21.1,occasional,5,none,none,none,none,0.0,0.75,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,572.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3853,IRR-ETH-2020-03853,Ethiopia,2020,1.19,subsistence,False,956.0,21.7,occasional,6,none,none,none,none,0.0,1.19,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,584.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3854,IRR-MAL-2024-03854,Mali,2024,1.24,subsistence,False,738.0,31.3,rare,3,none,none,none,none,0.0,1.24,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,592.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3855,IRR-TAN-2021-03855,Tanzania,2021,1.46,subsistence,False,701.0,26.0,occasional,5,none,none,none,none,0.0,1.46,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,696.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3856,IRR-NIG-2021-03856,Nigeria,2021,0.63,semi-commercial,True,873.0,16.1,rare,7,surface,groundwater,electric,individual,0.21,0.41,33.9,8.0,8,fair,170.0,19.0,True,53.0,False,363.0,428.0,49.3,179.0,2.29,93.3,75.6,34.8,30.0,6.0,daily,calendar,vegetables,46.0,1.78,2,770.0,3633.0,False,False,True,6.3,10.7,poor,low,False,False,False,1.2,traditional,low_burden
3857,IRR-MAL-2022-03857,Mali,2022,0.33,subsistence,False,1001.0,19.8,occasional,7,none,none,none,none,0.0,0.33,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,496.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3858,IRR-UGA-2023-03858,Uganda,2023,0.47,semi-commercial,True,778.0,32.3,frequent,5,drip,river,solar,individual,0.16,0.31,33.9,6.0,12,good,398.0,57.0,False,0.0,False,630.0,608.0,94.6,596.0,1.21,84.3,91.4,72.9,0.0,2.0,weekly,visual,vegetables,48.1,2.25,1,1002.0,6302.0,False,False,False,0.0,20.1,good,high,False,True,False,3.5,modern,low_burden
3859,IRR-KEN-2018-03859,Kenya,2018,1.85,subsistence,False,962.0,21.4,frequent,6,none,none,none,none,0.0,1.85,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,560.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3860,IRR-MAL-2018-03860,Malawi,2018,1.53,subsistence,False,667.0,30.7,occasional,2,none,none,none,none,0.0,1.53,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,688.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3861,IRR-UGA-2024-03861,Uganda,2024,1.37,semi-commercial,False,831.0,26.2,occasional,2,none,none,none,none,0.0,1.37,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,672.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
3862,IRR-ETH-2020-03862,Ethiopia,2020,0.8,commercial,False,1211.0,33.7,frequent,5,none,none,none,none,0.0,0.8,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,687.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
3863,IRR-UGA-2022-03863,Uganda,2022,1.23,subsistence,False,1314.0,24.1,occasional,6,none,none,none,none,0.0,1.23,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,535.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3864,IRR-ETH-2019-03864,Ethiopia,2019,1.23,semi-commercial,False,668.0,19.4,occasional,6,none,none,none,none,0.0,1.23,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,635.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
3865,IRR-ZAM-2018-03865,Zambia,2018,2.28,subsistence,False,1086.0,17.0,rare,6,none,none,none,none,0.0,2.28,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,404.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3866,IRR-ZAM-2024-03866,Zambia,2024,2.02,subsistence,False,610.0,34.5,occasional,3,none,none,none,none,0.0,2.02,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,682.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3867,IRR-MAL-2019-03867,Mali,2019,2.0,subsistence,False,530.0,28.8,rare,5,none,none,none,none,0.0,2.0,0.0,0.0,0,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,rice,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
3868,IRR-NIG-2025-03868,Nigeria,2025,3.02,subsistence,False,509.0,17.4,rare,6,none,none,none,none,0.0,3.02,0.0,0.0,0,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,low_burden
3869,IRR-ETH-2023-03869,Ethiopia,2023,2.94,semi-commercial,False,1125.0,30.6,rare,5,none,none,none,none,0.0,2.94,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,457.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3870,IRR-MAL-2020-03870,Mali,2020,0.83,subsistence,False,585.0,16.2,occasional,2,none,none,none,none,0.0,0.83,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,462.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3871,IRR-NIG-2023-03871,Nigeria,2023,0.44,commercial,True,607.0,28.3,occasional,3,surface,river,solar,individual,0.16,0.28,36.8,9.0,9,poor,130.0,13.0,False,0.0,True,366.0,458.0,58.9,215.0,1.01,77.9,69.1,31.7,0.0,5.0,as_needed,weather_based,vegetables,47.7,1.51,1,595.0,3659.0,True,True,False,0.0,15.9,poor,low,False,False,False,1.2,traditional,low_burden
3872,IRR-GHA-2024-03872,Ghana,2024,3.96,subsistence,True,1017.0,33.4,occasional,3,flood,river,electric,individual,2.36,1.6,59.7,124.0,4,good,945.0,89.0,False,0.0,True,601.0,680.0,39.9,240.0,1.49,92.6,76.5,28.3,306.0,95.0,weekly,weather_based,rice,55.6,1.78,1,14216.0,6015.0,False,True,False,0.0,11.9,good,low,True,False,False,0.9,traditional,low_burden
3873,IRR-ZAM-2022-03873,Zambia,2022,10.33,subsistence,False,837.0,32.8,rare,5,none,none,none,none,0.0,10.33,0.0,0.0,0,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,low_burden
3874,IRR-UGA-2018-03874,Uganda,2018,0.42,semi-commercial,False,1257.0,16.5,frequent,5,none,none,none,none,0.0,0.42,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,506.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3875,IRR-UGA-2021-03875,Uganda,2021,1.72,subsistence,True,675.0,18.3,occasional,4,flood,reservoir,gravity,individual,0.77,0.95,45.0,40.0,9,fair,309.0,17.0,False,0.0,False,493.0,531.0,46.0,227.0,2.35,84.4,82.8,32.2,0.0,31.0,biweekly,weather_based,fruits,52.4,1.52,1,3812.0,4932.0,False,False,False,0.0,0.0,poor,low,False,False,False,0.7,traditional,low_burden
3876,IRR-TAN-2018-03876,Tanzania,2018,1.55,subsistence,False,1035.0,30.3,rare,7,none,none,none,none,0.0,1.55,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,525.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3877,IRR-MAL-2023-03877,Mali,2023,3.3,semi-commercial,False,678.0,33.4,frequent,3,none,none,none,none,0.0,3.3,0.0,0.0,0,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,low_burden
3878,IRR-BUR-2020-03878,Burkina Faso,2020,2.21,semi-commercial,False,781.0,21.9,rare,5,none,none,none,none,0.0,2.21,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,640.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3879,IRR-NIG-2022-03879,Nigeria,2022,1.38,semi-commercial,False,905.0,20.2,frequent,4,none,none,none,none,0.0,1.38,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,679.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3880,IRR-KEN-2024-03880,Kenya,2024,1.86,semi-commercial,False,642.0,18.3,rare,2,none,none,none,none,0.0,1.86,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,415.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3881,IRR-UGA-2019-03881,Uganda,2019,1.68,semi-commercial,False,856.0,17.4,frequent,3,none,none,none,none,0.0,1.68,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,501.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3882,IRR-UGA-2025-03882,Uganda,2025,0.78,semi-commercial,True,1122.0,26.6,frequent,4,manual,reservoir,electric,government,0.6,0.18,76.7,21.0,11,poor,119.0,9.0,False,0.0,True,628.0,663.0,54.3,341.0,2.37,74.5,70.7,28.6,86.0,48.0,as_needed,visual,rice,54.7,2.1,2,3747.0,6284.0,False,False,False,0.0,19.5,poor,low,True,True,False,0.6,traditional,low_burden
3883,IRR-BUR-2018-03883,Burkina Faso,2018,2.65,semi-commercial,False,1485.0,23.1,frequent,7,none,none,none,none,0.0,2.65,0.0,0.0,0,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,low_burden
3884,IRR-KEN-2020-03884,Kenya,2020,0.93,semi-commercial,False,825.0,30.9,frequent,4,none,none,none,none,0.0,0.93,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,602.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3885,IRR-ZAM-2020-03885,Zambia,2020,0.95,subsistence,True,1207.0,19.5,occasional,5,flood,groundwater,electric,individual,0.62,0.34,64.7,24.0,9,excellent,247.0,24.0,False,0.0,False,625.0,540.0,49.3,308.0,1.06,81.3,68.8,27.5,86.0,25.0,daily,calendar,vegetables,37.0,2.39,2,3849.0,6245.0,False,False,False,7.4,7.7,good,low,False,False,True,1.4,traditional,low_burden
3886,IRR-ETH-2021-03886,Ethiopia,2021,1.97,semi-commercial,False,828.0,27.7,occasional,5,none,none,none,none,0.0,1.97,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,699.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3887,IRR-BUR-2024-03887,Burkina Faso,2024,5.61,subsistence,False,715.0,25.9,occasional,4,none,none,none,none,0.0,5.61,0.0,0.0,0,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,low_burden
3888,IRR-NIG-2020-03888,Nigeria,2020,0.55,semi-commercial,True,1273.0,34.7,occasional,2,manual,wetland,electric,government,0.47,0.08,84.8,26.0,0,fair,93.0,7.0,False,0.0,False,674.0,471.0,62.8,423.0,2.32,82.5,73.0,37.8,30.0,37.0,weekly,weather_based,fruits,49.2,2.2,2,3146.0,6737.0,False,False,False,0.0,2.6,poor,low,False,False,False,0.7,traditional,low_burden
3889,IRR-UGA-2021-03889,Uganda,2021,1.9,semi-commercial,False,683.0,30.1,rare,5,none,none,none,none,0.0,1.9,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,585.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3890,IRR-UGA-2025-03890,Uganda,2025,3.15,semi-commercial,False,1150.0,20.4,occasional,6,none,none,none,none,0.0,3.15,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,446.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3891,IRR-GHA-2023-03891,Ghana,2023,1.67,semi-commercial,False,737.0,23.0,frequent,3,none,none,none,none,0.0,1.67,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,510.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3892,IRR-GHA-2023-03892,Ghana,2023,0.77,semi-commercial,False,571.0,19.6,occasional,4,none,none,none,none,0.0,0.77,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,635.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3893,IRR-BUR-2025-03893,Burkina Faso,2025,3.05,semi-commercial,False,1287.0,19.9,occasional,5,none,none,none,none,0.0,3.05,0.0,0.0,0,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,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
3894,IRR-TAN-2024-03894,Tanzania,2024,0.34,subsistence,False,1286.0,27.3,frequent,7,none,none,none,none,0.0,0.34,0.0,0.0,0,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,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,low_burden
3895,IRR-UGA-2022-03895,Uganda,2022,2.62,subsistence,False,1347.0,25.9,frequent,6,none,none,none,none,0.0,2.62,0.0,0.0,0,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,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,low_burden
3896,IRR-KEN-2021-03896,Kenya,2021,0.56,commercial,False,1071.0,28.7,rare,5,none,none,none,none,0.0,0.56,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,404.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3897,IRR-ZAM-2019-03897,Zambia,2019,0.82,semi-commercial,False,1097.0,15.8,occasional,5,none,none,none,none,0.0,0.82,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,592.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3898,IRR-UGA-2022-03898,Uganda,2022,1.59,semi-commercial,False,912.0,29.1,occasional,2,none,none,none,none,0.0,1.59,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,449.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
3899,IRR-TAN-2023-03899,Tanzania,2023,0.54,subsistence,False,541.0,28.6,rare,7,none,none,none,none,0.0,0.54,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,662.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3900,IRR-BUR-2022-03900,Burkina Faso,2022,2.36,subsistence,False,1148.0,30.1,frequent,3,none,none,none,none,0.0,2.36,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,586.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3901,IRR-ETH-2018-03901,Ethiopia,2018,1.33,semi-commercial,True,695.0,31.9,rare,4,surface,rainwater_harvesting,solar,shared,0.67,0.66,50.3,38.0,8,fair,537.0,80.0,False,0.0,False,686.0,607.0,58.7,402.0,2.48,90.3,84.2,44.6,0.0,20.0,daily,soil_moisture,rice,55.2,1.98,2,4602.0,6858.0,False,False,True,0.0,17.1,poor,low,True,False,False,1.5,traditional,low_burden
3902,IRR-ETH-2024-03902,Ethiopia,2024,2.14,commercial,True,744.0,27.4,occasional,7,flood,reservoir,solar,government,1.13,1.01,52.6,43.0,13,good,450.0,48.0,False,0.0,False,607.0,488.0,42.3,256.0,0.87,77.0,69.8,22.7,0.0,45.0,daily,soil_moisture,vegetables,55.4,1.43,2,6831.0,6070.0,False,True,True,0.0,17.3,good,low,False,False,True,0.8,traditional,low_burden
3903,IRR-MAL-2024-03903,Mali,2024,0.37,semi-commercial,False,972.0,22.2,rare,7,none,none,none,none,0.0,0.37,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,620.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3904,IRR-UGA-2018-03904,Uganda,2018,1.37,subsistence,False,971.0,25.4,frequent,2,none,none,none,none,0.0,1.37,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,623.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3905,IRR-MAL-2018-03905,Mali,2018,1.46,semi-commercial,False,545.0,15.4,occasional,7,none,none,none,none,0.0,1.46,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,663.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3906,IRR-UGA-2024-03906,Uganda,2024,0.79,subsistence,False,939.0,16.7,occasional,7,none,none,none,none,0.0,0.79,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,557.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3907,IRR-ZAM-2022-03907,Zambia,2022,5.6,semi-commercial,False,742.0,23.1,occasional,5,none,none,none,none,0.0,5.6,0.0,0.0,0,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,low_burden
3908,IRR-ZAM-2025-03908,Zambia,2025,1.58,semi-commercial,False,966.0,26.6,occasional,6,none,none,none,none,0.0,1.58,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,443.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3909,IRR-TAN-2018-03909,Tanzania,2018,2.03,subsistence,False,851.0,17.4,occasional,5,none,none,none,none,0.0,2.03,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,574.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3910,IRR-BUR-2020-03910,Burkina Faso,2020,2.46,semi-commercial,False,740.0,33.0,occasional,7,none,none,none,none,0.0,2.46,0.0,0.0,0,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,low_burden
3911,IRR-ETH-2024-03911,Ethiopia,2024,0.97,semi-commercial,False,978.0,33.8,occasional,2,none,none,none,none,0.0,0.97,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,516.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3912,IRR-NIG-2022-03912,Nigeria,2022,1.77,subsistence,False,400.0,34.7,occasional,6,none,none,none,none,0.0,1.77,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,690.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
3913,IRR-KEN-2025-03913,Kenya,2025,1.68,semi-commercial,True,796.0,28.9,rare,5,surface,river,solar,shared,0.93,0.76,55.1,43.0,1,good,741.0,52.0,True,443.0,False,469.0,681.0,52.9,248.0,1.24,83.0,65.4,28.7,0.0,28.0,biweekly,visual,horticulture,59.3,2.02,2,4344.0,4688.0,False,True,True,0.0,21.7,good,low,False,False,False,1.5,traditional,low_burden
3914,IRR-MAL-2024-03914,Malawi,2024,0.37,semi-commercial,False,1007.0,19.4,occasional,7,none,none,none,none,0.0,0.37,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,648.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3915,IRR-GHA-2021-03915,Ghana,2021,2.1,semi-commercial,False,736.0,30.8,rare,4,none,none,none,none,0.0,2.1,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,413.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3916,IRR-GHA-2018-03916,Ghana,2018,0.74,semi-commercial,False,1127.0,34.2,frequent,4,none,none,none,none,0.0,0.74,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,404.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3917,IRR-NIG-2019-03917,Nigeria,2019,1.8,semi-commercial,False,1046.0,32.0,rare,2,none,none,none,none,0.0,1.8,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,436.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3918,IRR-ZAM-2021-03918,Zambia,2021,0.97,subsistence,True,595.0,19.5,occasional,5,sprinkler,lake,diesel,shared,0.62,0.36,63.4,31.0,6,excellent,928.0,48.0,False,0.0,False,489.0,520.0,80.4,393.0,1.27,91.2,62.7,46.0,71.0,12.0,biweekly,soil_moisture,vegetables,23.8,2.49,1,3022.0,4886.0,False,True,True,0.0,21.7,good,medium,True,False,False,8.0,modern,low_burden
3919,IRR-MAL-2024-03919,Mali,2024,1.09,subsistence,True,832.0,23.5,occasional,6,flood,groundwater,electric,shared,1.08,0.01,99.0,51.0,0,poor,433.0,40.0,False,0.0,False,606.0,442.0,44.2,268.0,1.52,82.1,65.5,23.8,148.0,43.0,daily,soil_moisture,rice,57.8,1.34,1,6566.0,6063.0,False,False,False,36.1,24.3,poor,low,False,False,False,1.4,traditional,low_burden
3920,IRR-BUR-2020-03920,Burkina Faso,2020,0.35,subsistence,False,1077.0,28.1,occasional,3,none,none,none,none,0.0,0.35,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,620.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3921,IRR-ZAM-2018-03921,Zambia,2018,2.84,commercial,False,638.0,29.8,occasional,5,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,cotton,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
3922,IRR-GHA-2020-03922,Ghana,2020,1.12,semi-commercial,False,808.0,26.6,occasional,3,none,none,none,none,0.0,1.12,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,582.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3923,IRR-MAL-2020-03923,Mali,2020,2.98,semi-commercial,False,835.0,27.3,occasional,4,none,none,none,none,0.0,2.98,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,618.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3924,IRR-MAL-2019-03924,Mali,2019,0.97,subsistence,False,1109.0,28.5,occasional,2,none,none,none,none,0.0,0.97,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,428.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3925,IRR-TAN-2018-03925,Tanzania,2018,1.16,semi-commercial,False,712.0,33.7,occasional,3,none,none,none,none,0.0,1.16,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,514.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3926,IRR-TAN-2022-03926,Tanzania,2022,1.13,subsistence,False,677.0,22.5,frequent,6,none,none,none,none,0.0,1.13,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,549.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3927,IRR-GHA-2019-03927,Ghana,2019,2.21,subsistence,False,1006.0,28.1,rare,3,none,none,none,none,0.0,2.21,0.0,0.0,0,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,low_burden
3928,IRR-TAN-2025-03928,Tanzania,2025,0.4,semi-commercial,False,1142.0,17.1,occasional,6,none,none,none,none,0.0,0.4,0.0,0.0,0,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,low_burden
3929,IRR-MAL-2024-03929,Mali,2024,1.22,subsistence,True,911.0,34.2,rare,7,surface,groundwater,manual,cooperative,0.49,0.73,40.3,20.0,18,poor,393.0,29.0,False,0.0,False,651.0,676.0,57.5,375.0,2.41,93.6,63.4,34.2,0.0,15.0,biweekly,calendar,rice,47.3,2.17,1,3194.0,6509.0,False,False,False,37.1,0.0,poor,low,False,False,False,1.4,traditional,low_burden
3930,IRR-NIG-2024-03930,Nigeria,2024,3.78,semi-commercial,False,986.0,27.8,rare,2,none,none,none,none,0.0,3.78,0.0,0.0,0,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,low_burden
3931,IRR-TAN-2021-03931,Tanzania,2021,3.14,subsistence,False,738.0,18.3,rare,5,none,none,none,none,0.0,3.14,0.0,0.0,0,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,low_burden
3932,IRR-MAL-2022-03932,Mali,2022,1.29,subsistence,True,875.0,25.8,rare,6,drip,groundwater,manual,individual,0.83,0.46,64.6,28.0,8,poor,2079.0,295.0,True,1010.0,True,370.0,435.0,79.0,292.0,0.97,74.0,74.7,43.6,0.0,12.0,daily,visual,rice,35.1,1.53,1,3077.0,3700.0,False,False,False,73.6,0.0,poor,high,False,False,False,9.2,modern,low_burden
3933,IRR-BUR-2024-03933,Burkina Faso,2024,0.87,semi-commercial,False,631.0,22.9,occasional,6,none,none,none,none,0.0,0.87,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,606.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3934,IRR-ZAM-2018-03934,Zambia,2018,1.74,commercial,True,628.0,27.4,occasional,7,flood,reservoir,solar,government,0.75,0.99,43.1,34.0,7,good,300.0,22.0,False,0.0,False,364.0,479.0,45.7,167.0,1.85,74.3,74.7,25.4,0.0,30.0,weekly,weather_based,rice,49.0,1.43,1,2730.0,3645.0,False,False,False,0.0,15.8,good,low,True,False,True,0.7,traditional,low_burden
3935,IRR-ZAM-2023-03935,Zambia,2023,0.38,subsistence,False,719.0,21.2,frequent,6,none,none,none,none,0.0,0.38,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,606.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3936,IRR-ZAM-2022-03936,Zambia,2022,1.16,semi-commercial,False,1024.0,31.9,frequent,7,none,none,none,none,0.0,1.16,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,691.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3937,IRR-NIG-2020-03937,Nigeria,2020,1.76,commercial,False,893.0,20.0,frequent,6,none,none,none,none,0.0,1.76,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,500.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3938,IRR-UGA-2025-03938,Uganda,2025,0.48,semi-commercial,True,787.0,17.5,rare,4,drip,river,electric,individual,0.42,0.06,87.3,15.0,18,good,1056.0,77.0,False,0.0,True,656.0,457.0,83.7,549.0,2.33,84.1,75.2,53.0,57.0,6.0,weekly,soil_moisture,rice,23.1,1.41,1,2773.0,6562.0,False,False,False,0.0,10.4,good,high,False,False,False,18.9,modern,low_burden
3939,IRR-KEN-2024-03939,Kenya,2024,3.35,subsistence,False,1008.0,26.3,occasional,2,none,none,none,none,0.0,3.35,0.0,0.0,0,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,low_burden
3940,IRR-MAL-2022-03940,Mali,2022,0.98,semi-commercial,False,1142.0,16.0,occasional,4,none,none,none,none,0.0,0.98,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,544.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3941,IRR-GHA-2020-03941,Ghana,2020,0.69,subsistence,False,999.0,16.7,rare,7,none,none,none,none,0.0,0.69,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,544.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3942,IRR-MAL-2018-03942,Mali,2018,2.13,commercial,False,600.0,23.1,occasional,7,none,none,none,none,0.0,2.13,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,601.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3943,IRR-MAL-2021-03943,Mali,2021,0.4,subsistence,False,718.0,20.2,rare,2,none,none,none,none,0.0,0.4,0.0,0.0,0,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,low_burden
3944,IRR-BUR-2023-03944,Burkina Faso,2023,5.38,semi-commercial,True,969.0,17.8,rare,2,flood,reservoir,solar,shared,3.38,2.0,62.9,150.0,6,good,1354.0,104.0,False,0.0,True,754.0,480.0,42.5,320.0,1.66,88.6,83.3,31.3,0.0,135.0,biweekly,visual,sugarcane,26.5,2.26,2,25521.0,7540.0,False,False,False,0.0,5.5,good,low,False,False,True,1.9,traditional,low_burden
3945,IRR-GHA-2023-03945,Ghana,2023,1.0,subsistence,False,1219.0,30.8,occasional,7,none,none,none,none,0.0,1.0,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,465.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3946,IRR-ZAM-2021-03946,Zambia,2021,0.88,semi-commercial,False,1259.0,26.8,occasional,7,none,none,none,none,0.0,0.88,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,632.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3947,IRR-MAL-2024-03947,Mali,2024,1.75,subsistence,False,1157.0,24.9,rare,2,none,none,none,none,0.0,1.75,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,601.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3948,IRR-MAL-2018-03948,Malawi,2018,0.3,semi-commercial,False,970.0,25.9,rare,3,none,none,none,none,0.0,0.3,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,403.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3949,IRR-ETH-2021-03949,Ethiopia,2021,1.88,subsistence,False,582.0,31.9,frequent,6,none,none,none,none,0.0,1.88,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,540.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3950,IRR-BUR-2022-03950,Burkina Faso,2022,0.85,subsistence,False,1141.0,19.8,occasional,5,none,none,none,none,0.0,0.85,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,459.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3951,IRR-ETH-2023-03951,Ethiopia,2023,1.5,subsistence,False,516.0,21.6,rare,6,none,none,none,none,0.0,1.5,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,497.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3952,IRR-KEN-2024-03952,Kenya,2024,1.56,subsistence,False,921.0,29.3,frequent,3,none,none,none,none,0.0,1.56,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,662.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
3953,IRR-TAN-2021-03953,Tanzania,2021,1.95,semi-commercial,False,1022.0,30.6,rare,5,none,none,none,none,0.0,1.95,0.0,0.0,0,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,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
3954,IRR-MAL-2022-03954,Mali,2022,2.42,semi-commercial,False,859.0,28.2,rare,7,none,none,none,none,0.0,2.42,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,437.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3955,IRR-GHA-2023-03955,Ghana,2023,2.49,semi-commercial,False,770.0,30.2,rare,6,none,none,none,none,0.0,2.49,0.0,0.0,0,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,fruits,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
3956,IRR-TAN-2020-03956,Tanzania,2020,1.35,commercial,False,1517.0,29.4,frequent,5,none,none,none,none,0.0,1.35,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,606.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
3957,IRR-BUR-2020-03957,Burkina Faso,2020,1.6,subsistence,False,797.0,33.6,frequent,6,none,none,none,none,0.0,1.6,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,468.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3958,IRR-ETH-2019-03958,Ethiopia,2019,0.71,subsistence,False,897.0,30.8,rare,7,none,none,none,none,0.0,0.71,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,452.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3959,IRR-NIG-2024-03959,Nigeria,2024,0.2,subsistence,False,991.0,18.5,frequent,2,none,none,none,none,0.0,0.2,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,539.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
3960,IRR-TAN-2018-03960,Tanzania,2018,1.08,subsistence,False,874.0,28.4,frequent,2,none,none,none,none,0.0,1.08,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,609.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3961,IRR-TAN-2021-03961,Tanzania,2021,0.64,commercial,False,400.0,23.3,occasional,3,none,none,none,none,0.0,0.64,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,588.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3962,IRR-ZAM-2018-03962,Zambia,2018,1.3,subsistence,False,920.0,22.6,occasional,6,none,none,none,none,0.0,1.3,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,615.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3963,IRR-TAN-2021-03963,Tanzania,2021,2.04,semi-commercial,False,900.0,27.8,rare,6,none,none,none,none,0.0,2.04,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,429.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3964,IRR-ZAM-2022-03964,Zambia,2022,0.46,semi-commercial,False,1102.0,25.3,frequent,2,none,none,none,none,0.0,0.46,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,462.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3965,IRR-MAL-2025-03965,Malawi,2025,2.58,semi-commercial,False,972.0,15.6,occasional,5,none,none,none,none,0.0,2.58,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,563.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3966,IRR-KEN-2018-03966,Kenya,2018,2.12,subsistence,False,1204.0,17.7,rare,3,none,none,none,none,0.0,2.12,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,468.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3967,IRR-MAL-2023-03967,Mali,2023,3.14,semi-commercial,True,400.0,21.7,rare,2,sprinkler,reservoir,gravity,cooperative,1.53,1.61,48.7,48.0,17,good,2289.0,123.0,False,0.0,True,348.0,507.0,81.1,282.0,1.88,93.4,61.1,46.3,0.0,31.0,as_needed,visual,rice,29.5,1.33,1,5306.0,3477.0,True,False,False,0.0,0.0,good,medium,True,False,True,5.0,modern,low_burden
3968,IRR-UGA-2022-03968,Uganda,2022,8.01,subsistence,False,721.0,32.0,frequent,2,none,none,none,none,0.0,8.01,0.0,0.0,0,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,low_burden
3969,IRR-NIG-2018-03969,Nigeria,2018,2.52,semi-commercial,False,662.0,34.1,occasional,6,none,none,none,none,0.0,2.52,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,431.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3970,IRR-BUR-2023-03970,Burkina Faso,2023,2.04,subsistence,False,794.0,23.3,occasional,3,none,none,none,none,0.0,2.04,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,500.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3971,IRR-NIG-2025-03971,Nigeria,2025,1.35,commercial,True,1070.0,30.7,frequent,6,manual,groundwater,gravity,individual,0.51,0.84,37.6,18.0,4,fair,102.0,11.0,False,0.0,True,516.0,588.0,58.6,303.0,1.04,76.5,73.0,32.7,0.0,41.0,weekly,weather_based,cotton,57.7,1.89,1,2627.0,5164.0,False,True,False,79.6,0.0,poor,low,False,True,False,0.3,traditional,low_burden
3972,IRR-ZAM-2024-03972,Zambia,2024,1.07,semi-commercial,False,889.0,23.4,rare,2,none,none,none,none,0.0,1.07,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,614.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,maize,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
3973,IRR-BUR-2018-03973,Burkina Faso,2018,3.72,semi-commercial,False,666.0,26.7,occasional,7,none,none,none,none,0.0,3.72,0.0,0.0,0,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,low_burden
3974,IRR-KEN-2024-03974,Kenya,2024,0.98,subsistence,False,634.0,25.7,rare,6,none,none,none,none,0.0,0.98,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,407.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3975,IRR-KEN-2022-03975,Kenya,2022,2.82,semi-commercial,False,577.0,32.7,frequent,5,none,none,none,none,0.0,2.82,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,615.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3976,IRR-NIG-2025-03976,Nigeria,2025,0.72,commercial,False,400.0,24.0,occasional,7,none,none,none,none,0.0,0.72,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,528.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3977,IRR-GHA-2024-03977,Ghana,2024,1.94,semi-commercial,False,895.0,29.6,occasional,4,none,none,none,none,0.0,1.94,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,471.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3978,IRR-GHA-2019-03978,Ghana,2019,0.82,semi-commercial,False,1214.0,24.3,occasional,2,none,none,none,none,0.0,0.82,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,557.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3979,IRR-ZAM-2022-03979,Zambia,2022,2.13,semi-commercial,False,731.0,27.7,occasional,7,none,none,none,none,0.0,2.13,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,539.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3980,IRR-ETH-2019-03980,Ethiopia,2019,6.1,semi-commercial,False,906.0,21.9,frequent,3,none,none,none,none,0.0,6.1,0.0,0.0,0,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,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,low_burden
3981,IRR-GHA-2021-03981,Ghana,2021,0.74,commercial,False,897.0,16.8,occasional,2,none,none,none,none,0.0,0.74,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,635.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3982,IRR-MAL-2024-03982,Mali,2024,1.0,subsistence,True,839.0,32.2,rare,5,sprinkler,groundwater,diesel,private_company,0.4,0.6,40.3,15.0,12,good,606.0,64.0,False,0.0,True,395.0,685.0,76.8,303.0,1.86,70.1,74.1,39.9,106.0,8.0,weekly,calendar,vegetables,47.3,2.41,1,1597.0,3950.0,False,True,False,51.3,12.2,good,medium,False,False,True,2.6,modern,low_burden
3983,IRR-GHA-2018-03983,Ghana,2018,4.2,subsistence,True,400.0,21.3,occasional,4,center_pivot,groundwater,electric,shared,2.41,1.79,57.3,94.0,17,good,12041.0,1704.0,False,0.0,False,331.0,504.0,71.3,236.0,0.9,74.3,73.7,39.1,255.0,24.0,as_needed,calendar,rice,52.1,1.92,1,7967.0,3308.0,False,False,False,5.5,12.2,good,high,False,False,True,11.0,traditional,low_burden
3984,IRR-KEN-2024-03984,Kenya,2024,2.77,semi-commercial,False,748.0,30.2,rare,2,none,none,none,none,0.0,2.77,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,551.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3985,IRR-BUR-2020-03985,Burkina Faso,2020,3.14,semi-commercial,False,749.0,30.1,occasional,4,none,none,none,none,0.0,3.14,0.0,0.0,0,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,low_burden
3986,IRR-TAN-2023-03986,Tanzania,2023,0.71,subsistence,False,1114.0,34.0,frequent,5,none,none,none,none,0.0,0.71,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,524.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3987,IRR-MAL-2019-03987,Malawi,2019,0.57,semi-commercial,False,750.0,22.4,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,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
3988,IRR-KEN-2022-03988,Kenya,2022,1.67,subsistence,False,1585.0,17.0,frequent,5,none,none,none,none,0.0,1.67,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,475.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3989,IRR-UGA-2019-03989,Uganda,2019,0.84,semi-commercial,False,931.0,26.2,occasional,6,none,none,none,none,0.0,0.84,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,445.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3990,IRR-ZAM-2018-03990,Zambia,2018,0.76,semi-commercial,False,1160.0,24.1,rare,4,none,none,none,none,0.0,0.76,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,650.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3991,IRR-MAL-2018-03991,Mali,2018,0.47,subsistence,False,493.0,19.3,occasional,7,none,none,none,none,0.0,0.47,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,434.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3992,IRR-KEN-2019-03992,Kenya,2019,1.8,subsistence,False,1346.0,24.7,rare,4,none,none,none,none,0.0,1.8,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,407.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3993,IRR-UGA-2021-03993,Uganda,2021,0.68,subsistence,False,589.0,23.5,frequent,6,none,none,none,none,0.0,0.68,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,634.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,vegetables,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,True,False,0.0,none,low_burden
3994,IRR-GHA-2021-03994,Ghana,2021,2.63,subsistence,True,999.0,15.1,rare,3,flood,river,gravity,private_company,1.64,0.99,62.5,98.0,8,fair,657.0,37.0,False,0.0,False,355.0,554.0,48.6,173.0,0.97,84.3,84.3,34.6,0.0,66.0,as_needed,weather_based,horticulture,24.2,1.3,1,5839.0,3553.0,False,False,False,0.0,0.0,poor,low,True,False,False,2.1,traditional,low_burden
3995,IRR-MAL-2021-03995,Malawi,2021,0.91,semi-commercial,False,1102.0,15.1,rare,6,none,none,none,none,0.0,0.91,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,534.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3996,IRR-MAL-2019-03996,Malawi,2019,3.98,semi-commercial,False,854.0,17.9,rare,2,none,none,none,none,0.0,3.98,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,500.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3997,IRR-NIG-2025-03997,Nigeria,2025,1.13,semi-commercial,False,928.0,26.1,occasional,4,none,none,none,none,0.0,1.13,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,471.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3998,IRR-NIG-2025-03998,Nigeria,2025,1.12,subsistence,False,659.0,34.1,frequent,4,none,none,none,none,0.0,1.12,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,451.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,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,low_burden
3999,IRR-ETH-2021-03999,Ethiopia,2021,0.64,semi-commercial,False,888.0,34.8,occasional,3,none,none,none,none,0.0,0.64,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,523.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden
4000,IRR-ZAM-2025-04000,Zambia,2025,1.01,subsistence,False,1422.0,27.7,rare,7,none,none,none,none,0.0,1.01,0.0,0.0,0,na,0.0,0.0,False,0.0,False,0.0,594.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,none,none,sugarcane,0.0,1.0,0,0.0,0.0,False,False,False,0.0,0.0,na,none,False,False,False,0.0,none,low_burden